{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "11699e71-c44f-40ac-bef3-c1fa9a0a1031",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting opencv-python\n",
      "  Downloading opencv_python-4.12.0.88-cp37-abi3-win_amd64.whl.metadata (19 kB)\n",
      "Requirement already satisfied: numpy<2.3.0,>=2 in e:\\programdata\\anaconda3\\lib\\site-packages (from opencv-python) (2.1.3)\n",
      "Downloading opencv_python-4.12.0.88-cp37-abi3-win_amd64.whl (39.0 MB)\n",
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      "   ---------------------------------------- 39.0/39.0 MB 2.2 MB/s eta 0:00:00\n",
      "Installing collected packages: opencv-python\n",
      "Successfully installed opencv-python-4.12.0.88\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install opencv-python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1142994b-0145-4aa1-a975-b98416039c3b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1003.png\n",
      "Acc: 0.9988479614257812, F1: 0.9012426422498365\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1012.png\n",
      "Acc: 0.9984321594238281, F1: 0.8363201911589009\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1016.png\n",
      "Acc: 0.9981918334960938, F1: 0.8612412177985949\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1021.png\n",
      "Acc: 0.9947738647460938, F1: 0.8420931304748732\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1035.png\n",
      "Acc: 0.9984588623046875, F1: 0.9446878422782037\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1064.png\n",
      "Acc: 0.9971809387207031, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\107.png\n",
      "Acc: 0.9971961975097656, F1: 0.9561847988077496\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1071.png\n",
      "Acc: 0.998748779296875, F1: 0.8673139158576052\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1072.png\n",
      "Acc: 0.9986572265625, F1: 0.8576051779935275\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1084.png\n",
      "Acc: 0.9989852905273438, F1: 0.9084652443220922\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1087.png\n",
      "Acc: 0.9825935363769531, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1092.png\n",
      "Acc: 0.9984092712402344, F1: 0.9229632366525032\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1093.png\n",
      "Acc: 0.9977302551269531, F1: 0.833380005600672\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1097.png\n",
      "Acc: 0.9988517761230469, F1: 0.8862003780718336\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\110.png\n",
      "Acc: 0.9977226257324219, F1: 0.9070238280641645\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1105.png\n",
      "Acc: 0.9685897827148438, F1: 0.006755126658624849\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1121.png\n",
      "Acc: 0.9969100952148438, F1: 0.5904954499494439\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1125.png\n",
      "Acc: 0.9984512329101562, F1: 0.9190590111642744\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1136.png\n",
      "Acc: 0.9990158081054688, F1: 0.937950937950938\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1137.png\n",
      "Acc: 0.9985084533691406, F1: 0.9053955964190661\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1155.png\n",
      "Acc: 0.9994316101074219, F1: 0.9603406973649188\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1156.png\n",
      "Acc: 0.9955253601074219, F1: 0.7611484422724496\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1160.png\n",
      "Acc: 0.9988250732421875, F1: 0.9408602150537635\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1178.png\n",
      "Acc: 0.9989662170410156, F1: 0.9483120350944116\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1194.png\n",
      "Acc: 0.9986495971679688, F1: 0.8606299212598425\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1198.png\n",
      "Acc: 0.9995002746582031, F1: 0.9203647416413374\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1205.png\n",
      "Acc: 0.9992828369140625, F1: 0.9054325955734407\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1209.png\n",
      "Acc: 0.9989204406738281, F1: 0.9592747157864441\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1214.png\n",
      "Acc: 0.9990386962890625, F1: 0.8865886588658866\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1220.png\n",
      "Acc: 0.9988555908203125, F1: 0.921996879875195\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1224.png\n",
      "Acc: 0.9991302490234375, F1: 0.9185714285714286\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1234.png\n",
      "Acc: 0.9939765930175781, F1: 0.560778859527121\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1246.png\n",
      "Acc: 0.9988059997558594, F1: 0.9116567880327406\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1291.png\n",
      "Acc: 0.9988937377929688, F1: 0.877326565143824\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1294.png\n",
      "Acc: 0.9986190795898438, F1: 0.8712660028449503\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1307.png\n",
      "Acc: 0.999267578125, F1: 0.9314285714285714\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1313.png\n",
      "Acc: 0.99932861328125, F1: 0.9493379389752447\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1316.png\n",
      "Acc: 0.9994430541992188, F1: 0.9432789432789432\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\132.png\n",
      "Acc: 0.9979400634765625, F1: 0.9429778247096093\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1322.png\n",
      "Acc: 0.9993782043457031, F1: 0.8821402747650036\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1332.png\n",
      "Acc: 0.9986534118652344, F1: 0.8545529460238979\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1338.png\n",
      "Acc: 0.9987144470214844, F1: 0.8810448288033886\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1339.png\n",
      "Acc: 0.9987678527832031, F1: 0.8651356993736952\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1361.png\n",
      "Acc: 0.9977378845214844, F1: 0.9045242312027049\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1362.png\n",
      "Acc: 0.9975662231445312, F1: 0.9106442577030812\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1384.png\n",
      "Acc: 0.9973564147949219, F1: 0.7905711695376246\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1413.png\n",
      "Acc: 0.9985389709472656, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1428.png\n",
      "Acc: 0.9993896484375, F1: 0.9565453557848995\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1442.png\n",
      "Acc: 0.999359130859375, F1: 0.9632063074901446\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1444.png\n",
      "Acc: 0.998687744140625, F1: 0.9259896729776248\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1448.png\n",
      "Acc: 0.9989662170410156, F1: 0.9084150050692802\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1485.png\n",
      "Acc: 0.999237060546875, F1: 0.9469214437367304\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1495.png\n",
      "Acc: 0.9983634948730469, F1: 0.9356339084771192\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\15.png\n",
      "Acc: 0.9989852905273438, F1: 0.9675688856376493\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1503.png\n",
      "Acc: 0.9979820251464844, F1: 0.9407415705164109\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1513.png\n",
      "Acc: 0.9990272521972656, F1: 0.9239940387481371\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1527.png\n",
      "Acc: 0.9990272521972656, F1: 0.8707551951343132\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1532.png\n",
      "Acc: 0.9952125549316406, F1: 0.7215442644774794\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1550.png\n",
      "Acc: 0.9983863830566406, F1: 0.9411109564248921\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1567.png\n",
      "Acc: 0.9986648559570312, F1: 0.788135593220339\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1577.png\n",
      "Acc: 0.9971809387207031, F1: 0.8798569338318972\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1578.png\n",
      "Acc: 0.9985847473144531, F1: 0.9464105156723963\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1627.png\n",
      "Acc: 0.9921798706054688, F1: 0.83454398708636\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1628.png\n",
      "Acc: 0.9988059997558594, F1: 0.8621752531924263\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1637.png\n",
      "Acc: 0.9993133544921875, F1: 0.9779951100244498\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1641.png\n",
      "Acc: 0.9982261657714844, F1: 0.8923361889326233\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1671.png\n",
      "Acc: 0.9984054565429688, F1: 0.682370820668693\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\168.png\n",
      "Acc: 0.9975471496582031, F1: 0.901365240067495\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1686.png\n",
      "Acc: 0.9977188110351562, F1: 0.9188602442333785\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1696.png\n",
      "Acc: 0.9984359741210938, F1: 0.9058337161231051\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\174.png\n",
      "Acc: 0.9981117248535156, F1: 0.9506824748430805\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1744.png\n",
      "Acc: 0.9980888366699219, F1: 0.823030731190392\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1756.png\n",
      "Acc: 0.9992790222167969, F1: 0.8134254689042448\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1772.png\n",
      "Acc: 0.9984321594238281, F1: 0.8233777395788568\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1793.png\n",
      "Acc: 0.9994621276855469, F1: 0.8939051918735892\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1797.png\n",
      "Acc: 0.9989128112792969, F1: 0.9353301565690946\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1824.png\n",
      "Acc: 0.9964179992675781, F1: 0.9042520648516366\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1841.png\n",
      "Acc: 0.9962005615234375, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1846.png\n",
      "Acc: 0.9986915588378906, F1: 0.9464146227152007\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\185.png\n",
      "Acc: 0.9962081909179688, F1: 0.7917015926236379\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1854.png\n",
      "Acc: 0.978790283203125, F1: 0.30604093859211184\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1860.png\n",
      "Acc: 0.9893074035644531, F1: 0.843503991960248\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1869.png\n",
      "Acc: 0.9983177185058594, F1: 0.8752475247524752\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1871.png\n",
      "Acc: 0.9967422485351562, F1: 0.9392516716460378\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1876.png\n",
      "Acc: 0.9965896606445312, F1: 0.9527384224994714\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1894.png\n",
      "Acc: 0.9903755187988281, F1: 0.684348805204554\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1896.png\n",
      "Acc: 0.9952278137207031, F1: 0.8421052631578947\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1902.png\n",
      "Acc: 0.9954185485839844, F1: 0.9297126470416106\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1905.png\n",
      "Acc: 0.9973258972167969, F1: 0.9601455455113992\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1909.png\n",
      "Acc: 0.9977607727050781, F1: 0.8359877060631461\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1919.png\n",
      "Acc: 0.9967269897460938, F1: 0.9618666666666666\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1933.png\n",
      "Acc: 0.9893074035644531, F1: 0.6770365249452702\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1935.png\n",
      "Acc: 0.9642372131347656, F1: 0.001278363694471077\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\195.png\n",
      "Acc: 0.9976654052734375, F1: 0.9776854080070007\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1969.png\n",
      "Acc: 0.9918594360351562, F1: 0.7539774037353009\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1982.png\n",
      "Acc: 0.9751205444335938, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\1989.png\n",
      "Acc: 0.99395751953125, F1: 0.6470588235294118\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2.png\n",
      "Acc: 0.9966506958007812, F1: 0.9511733956178401\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2007.png\n",
      "Acc: 0.9917945861816406, F1: 0.847716814159292\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2011.png\n",
      "Acc: 0.9915046691894531, F1: 0.7658500683419199\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2016.png\n",
      "Acc: 0.9828071594238281, F1: 0.5206848878017654\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2030.png\n",
      "Acc: 0.9969291687011719, F1: 0.9283998932669216\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2038.png\n",
      "Acc: 0.9970703125, F1: 0.8759289176090469\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\204.png\n",
      "Acc: 0.9944267272949219, F1: 0.8963903269271682\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2042.png\n",
      "Acc: 0.9973068237304688, F1: 0.9499716553287982\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2048.png\n",
      "Acc: 0.9953193664550781, F1: 0.9216625167592415\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2054.png\n",
      "Acc: 0.9681320190429688, F1: 0.5995590068066341\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2057.png\n",
      "Acc: 0.9820404052734375, F1: 0.5493874425727412\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2067.png\n",
      "Acc: 0.9688034057617188, F1: 0.44832703723691314\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2076.png\n",
      "Acc: 0.9628334045410156, F1: 0.6731085388357658\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\209.png\n",
      "Acc: 0.9419059753417969, F1: 0.12892524166333008\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2098.png\n",
      "Acc: 0.98675537109375, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\210.png\n",
      "Acc: 0.9465980529785156, F1: 0.27702318855549246\n",
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      "Acc: 0.9846153259277344, F1: 0.8770839047880284\n",
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      "Acc: 0.9972648620605469, F1: 0.9455456823877877\n",
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      "Acc: 0.9951820373535156, F1: 0.7612024957458877\n",
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      "Acc: 0.9940681457519531, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2218.png\n",
      "Acc: 0.9814033508300781, F1: 0.5360236033120777\n",
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      "Acc: 0.9931297302246094, F1: 0.8135031583307445\n",
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      "Acc: 0.9975624084472656, F1: 0.8251709986320109\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2245.png\n",
      "Acc: 0.9986801147460938, F1: 0.9043141592920354\n",
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      "Acc: 0.9992942810058594, F1: 0.9786201317462152\n",
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      "Acc: 0.9963645935058594, F1: 0.939171506989213\n",
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      "Acc: 0.9959449768066406, F1: 0.8171969045571797\n",
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      "Acc: 0.9941329956054688, F1: 0.577240241891149\n",
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      "Acc: 0.9983673095703125, F1: 0.9602378298030472\n",
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      "Acc: 0.9984397888183594, F1: 0.855323664662186\n",
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      "Acc: 0.9992904663085938, F1: 0.9213863060016906\n",
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      "Acc: 0.9986801147460938, F1: 0.9477025392986699\n",
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      "Acc: 0.9922523498535156, F1: 0.7556838686394803\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2354.png\n",
      "Acc: 0.9831581115722656, F1: 0.7910652595712461\n",
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      "Acc: 0.9932594299316406, F1: 0.8880440980802129\n",
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      "Acc: 0.9737052917480469, F1: 0.7051627528978999\n",
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      "Acc: 0.9967880249023438, F1: 0.9507256554307116\n",
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      "Acc: 0.9821510314941406, F1: 0.7388805178860427\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2393.png\n",
      "Acc: 0.9898452758789062, F1: 0.7694838933148597\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2411.png\n",
      "Acc: 0.9949188232421875, F1: 0.8153590241197671\n",
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      "Acc: 0.9945297241210938, F1: 0.7865436141708841\n",
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      "Acc: 0.9754676818847656, F1: 0.5972317905680466\n",
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      "Acc: 0.9923896789550781, F1: 0.8244610646722393\n",
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      "Acc: 0.9870071411132812, F1: 0.7029996512033484\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2465.png\n",
      "Acc: 0.9897308349609375, F1: 0.7843639859019546\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2469.png\n",
      "Acc: 0.9935302734375, F1: 0.5740833751883475\n",
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      "Acc: 0.9909133911132812, F1: 0.7122493355883064\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2492.png\n",
      "Acc: 0.9971542358398438, F1: 0.9700040209087254\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\25.png\n",
      "Acc: 1.0, F1: 1.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2506.png\n",
      "Acc: 0.9925765991210938, F1: 0.69412134548884\n",
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      "Acc: 0.9882659912109375, F1: 0.7138072199478973\n",
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      "Acc: 0.9932518005371094, F1: 0.9016839882176402\n",
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      "Acc: 0.9835319519042969, F1: 0.6139676294375391\n",
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      "Acc: 0.9910964965820312, F1: 0.5574516496018203\n",
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      "Acc: 0.988067626953125, F1: 0.6703204047217538\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2546.png\n",
      "Acc: 0.99481201171875, F1: 0.8918575063613231\n",
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      "Acc: 0.9984283447265625, F1: 0.9622226297450944\n",
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      "Acc: 0.9975929260253906, F1: 0.8290436196152804\n",
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      "Acc: 0.9953117370605469, F1: 0.921923638904771\n",
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      "Acc: 0.9976615905761719, F1: 0.9613371176285084\n",
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      "Acc: 0.9973869323730469, F1: 0.8688493203139958\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2601.png\n",
      "Acc: 0.9908599853515625, F1: 0.8963847085279364\n",
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      "Acc: 0.9913787841796875, F1: 0.8356602675974404\n",
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      "Acc: 0.9858055114746094, F1: 0.7380868585908354\n",
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      "Acc: 0.9902915954589844, F1: 0.0\n",
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      "Acc: 0.9935150146484375, F1: 0.8745202243873634\n",
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      "Acc: 0.9936752319335938, F1: 0.835515873015873\n",
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      "Acc: 0.9943809509277344, F1: 0.0\n",
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      "Acc: 0.9970474243164062, F1: 0.8293650793650794\n",
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      "Acc: 0.993011474609375, F1: 0.74945295404814\n",
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      "Acc: 0.996551513671875, F1: 0.9157659336563548\n",
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      "Acc: 0.9815292358398438, F1: 0.7699980999429983\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2702.png\n",
      "Acc: 0.9981956481933594, F1: 0.6589762076423936\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2706.png\n",
      "Acc: 0.9949226379394531, F1: 0.8304674563749841\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2711.png\n",
      "Acc: 0.9977455139160156, F1: 0.9544578870309008\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2739.png\n",
      "Acc: 0.99658203125, F1: 0.9499049535949905\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2743.png\n",
      "Acc: 0.9829940795898438, F1: 0.6040149227216202\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\276.png\n",
      "Acc: 0.9983329772949219, F1: 0.9617839965019677\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2767.png\n",
      "Acc: 0.9891471862792969, F1: 0.8816408037608686\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2784.png\n",
      "Acc: 0.9858970642089844, F1: 0.7213806616926671\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2786.png\n",
      "Acc: 0.99005126953125, F1: 0.7616959064327485\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2789.png\n",
      "Acc: 0.9742622375488281, F1: 0.6691836234371169\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2791.png\n",
      "Acc: 0.9744796752929688, F1: 0.5241820768136558\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2795.png\n",
      "Acc: 0.9920425415039062, F1: 0.9275241470363421\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2797.png\n",
      "Acc: 0.972747802734375, F1: 0.6770927499548002\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2806.png\n",
      "Acc: 0.9942817687988281, F1: 0.904491876393756\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2811.png\n",
      "Acc: 0.9948348999023438, F1: 0.8839760068551842\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2823.png\n",
      "Acc: 0.9987335205078125, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2830.png\n",
      "Acc: 0.9976730346679688, F1: 0.7098001902949572\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2862.png\n",
      "Acc: 0.99029541015625, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2874.png\n",
      "Acc: 0.9977989196777344, F1: 0.850401866735805\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2882.png\n",
      "Acc: 0.9751930236816406, F1: 0.6015074453091488\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2899.png\n",
      "Acc: 0.99786376953125, F1: 0.828009828009828\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\290.png\n",
      "Acc: 0.9988632202148438, F1: 0.971575734452499\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2912.png\n",
      "Acc: 0.9942474365234375, F1: 0.6873963515754561\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2918.png\n",
      "Acc: 0.994964599609375, F1: 0.903169014084507\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2919.png\n",
      "Acc: 0.9948348999023438, F1: 0.9233555983244651\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2933.png\n",
      "Acc: 0.9962310791015625, F1: 0.802162595114137\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2937.png\n",
      "Acc: 0.9960823059082031, F1: 0.9476954418130888\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2946.png\n",
      "Acc: 0.99664306640625, F1: 0.9311639549436797\n",
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      "Acc: 0.9941558837890625, F1: 0.8856716417910447\n",
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      "Acc: 0.9962959289550781, F1: 0.7982547267816331\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2969.png\n",
      "Acc: 0.9907951354980469, F1: 0.7117429219925935\n",
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      "Acc: 0.9989433288574219, F1: 0.9506678539626002\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\298.png\n",
      "Acc: 0.999298095703125, F1: 0.9147358665430955\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2981.png\n",
      "Acc: 0.9985427856445312, F1: 0.925390625\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2985.png\n",
      "Acc: 0.9879493713378906, F1: 0.8066115702479338\n",
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      "Acc: 0.9893951416015625, F1: 0.881641689373297\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2988.png\n",
      "Acc: 0.9818458557128906, F1: 0.8028501594929367\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\2996.png\n",
      "Acc: 0.9964866638183594, F1: 0.6649690796653328\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\3.png\n",
      "Acc: 0.9971923828125, F1: 0.9656684392200765\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\3010.png\n",
      "Acc: 0.9967689514160156, F1: 0.795558773835385\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\3014.png\n",
      "Acc: 0.9955787658691406, F1: 0.8854629904140725\n",
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      "Acc: 0.9988327026367188, F1: 0.9089285714285714\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\3024.png\n",
      "Acc: 0.9978218078613281, F1: 0.9517206392153547\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\3040.png\n",
      "Acc: 0.9984893798828125, F1: 0.6764705882352942\n",
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      "Acc: 0.9988059997558594, F1: 0.7641296156744537\n",
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      "Acc: 0.9925727844238281, F1: 0.7521954944635357\n",
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      "Acc: 0.9974822998046875, F1: 0.9722852103804485\n",
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      "Acc: 0.9990615844726562, F1: 0.9384076114171257\n",
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      "Acc: 0.99853515625, F1: 0.9626967165339032\n",
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      "Acc: 0.998809814453125, F1: 0.9158576051779935\n",
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      "Acc: 0.9981842041015625, F1: 0.9425675675675675\n",
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      "Acc: 0.998443603515625, F1: 0.915527950310559\n",
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      "Acc: 0.99658203125, F1: 0.9180687637161667\n",
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      "Acc: 0.9978752136230469, F1: 0.970298085639631\n",
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      "Acc: 0.9983978271484375, F1: 0.9771986970684039\n",
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      "Acc: 0.9984626770019531, F1: 0.9581559547295193\n",
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      "Acc: 0.99871826171875, F1: 0.9641025641025641\n",
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      "Acc: 0.9990577697753906, F1: 0.9644961908868765\n",
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      "Acc: 0.9989776611328125, F1: 0.972929292929293\n",
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      "Acc: 0.9981956481933594, F1: 0.9524096991649059\n",
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      "Acc: 0.9994888305664062, F1: 0.9576753000631711\n",
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      "Acc: 0.9996109008789062, F1: 0.9644846796657381\n",
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      "Acc: 0.9993782043457031, F1: 0.9111716621253406\n",
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      "Acc: 0.9994544982910156, F1: 0.9136994568497284\n",
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      "Acc: 0.99761962890625, F1: 0.8488372093023255\n",
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      "Acc: 0.9869575500488281, F1: 0.6090337335620355\n",
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      "Acc: 0.9969711303710938, F1: 0.9257666417352282\n",
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      "Acc: 0.9986114501953125, F1: 0.9489624228827819\n",
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      "Acc: 0.9985618591308594, F1: 0.908294818778886\n",
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      "Acc: 0.9943351745605469, F1: 0.7501261988894498\n",
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      "Acc: 0.998138427734375, F1: 0.9421252371916509\n",
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      "Acc: 0.9976997375488281, F1: 0.9570482228078923\n",
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      "Acc: 0.9959640502929688, F1: 0.9567598495994769\n",
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      "Acc: 0.9969367980957031, F1: 0.9346995202081808\n",
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      "Acc: 0.9986343383789062, F1: 0.9029284164859002\n",
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      "Acc: 0.9989547729492188, F1: 0.8216145833333334\n",
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      "Acc: 0.9971351623535156, F1: 0.9368111064366849\n",
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      "Acc: 0.987762451171875, F1: 0.8310511902254055\n",
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      "Acc: 0.9995880126953125, F1: 0.8979206049149339\n",
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      "Acc: 0.9992446899414062, F1: 0.8883878241262683\n",
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      "Acc: 0.999298095703125, F1: 0.9726434730895034\n",
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      "Acc: 0.9989356994628906, F1: 0.951232302045097\n",
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      "Acc: 0.9966659545898438, F1: 0.9137216189536032\n",
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      "Acc: 0.9988479614257812, F1: 0.974497551089343\n",
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      "Acc: 0.99920654296875, F1: 0.9559322033898305\n",
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      "Acc: 0.9955329895019531, F1: 0.9087935197445284\n",
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      "Acc: 0.9986724853515625, F1: 0.9623050259965338\n",
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      "Acc: 0.9987602233886719, F1: 0.9620814374052036\n",
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      "Acc: 0.9994888305664062, F1: 0.9700223713646532\n",
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      "Acc: 0.9991264343261719, F1: 0.9662689645013993\n",
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      "Acc: 0.9979095458984375, F1: 0.9696533392402259\n",
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      "Acc: 0.9983596801757812, F1: 0.8289578361177407\n",
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      "Acc: 0.9991874694824219, F1: 0.88\n",
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      "Acc: 0.9986457824707031, F1: 0.9423607728527358\n",
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      "Acc: 0.9962844848632812, F1: 0.8976890756302521\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\729.png\n",
      "Acc: 0.9986839294433594, F1: 0.9380943836353849\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\73.png\n",
      "Acc: 0.9979209899902344, F1: 0.9641518121423404\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\744.png\n",
      "Acc: 0.9941444396972656, F1: 0.9568832336170332\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\752.png\n",
      "Acc: 0.9635658264160156, F1: 0.16226646785369706\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\756.png\n",
      "Acc: 0.9985313415527344, F1: 0.944944944944945\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\76.png\n",
      "Acc: 0.9981422424316406, F1: 0.9770185456089849\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\760.png\n",
      "Acc: 0.9987449645996094, F1: 0.8824580207216863\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\774.png\n",
      "Acc: 0.9985733032226562, F1: 0.9546446762066456\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\777.png\n",
      "Acc: 0.9971580505371094, F1: 0.8670355166874888\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\789.png\n",
      "Acc: 0.9925155639648438, F1: 0.9281844802342606\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\805.png\n",
      "Acc: 0.9915580749511719, F1: 0.8653483419531488\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\815.png\n",
      "Acc: 0.9967498779296875, F1: 0.9638799389520095\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\818.png\n",
      "Acc: 0.9979515075683594, F1: 0.8204613841524574\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\828.png\n",
      "Acc: 0.9989967346191406, F1: 0.8889826931194597\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\830.png\n",
      "Acc: 0.9974822998046875, F1: 0.9325980392156863\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\837.png\n",
      "Acc: 0.9975051879882812, F1: 0.7628716461203771\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\853.png\n",
      "Acc: 0.997955322265625, F1: 0.940864960282436\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\879.png\n",
      "Acc: 0.9932861328125, F1: 0.6876109336173234\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\882.png\n",
      "Acc: 0.9925537109375, F1: 0.7938318546683566\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\889.png\n",
      "Acc: 0.9983139038085938, F1: 0.9527070404451102\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\898.png\n",
      "Acc: 0.9879722595214844, F1: 0.8657898097305581\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\904.png\n",
      "Acc: 0.9976234436035156, F1: 0.9213483146067416\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\912.png\n",
      "Acc: 0.9926376342773438, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\914.png\n",
      "Acc: 0.9971351623535156, F1: 0.9159296988693608\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\921.png\n",
      "Acc: 0.9960136413574219, F1: 0.5861386138613861\n",
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      "Acc: 0.9981460571289062, F1: 0.8884809545663148\n",
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      "Acc: 0.9992218017578125, F1: 0.9708070978820835\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\947.png\n",
      "Acc: 0.999176025390625, F1: 0.9437206878582595\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/predictions\\949.png\n",
      "Acc: 0.9982833862304688, F1: 0.8418833450456782\n",
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      "Acc: 0.9981765747070312, F1: 0.9507622579316028\n",
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      "Acc: 0.9987030029296875, F1: 0.9241410084783579\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/BBA/predictions\\1824.png\n",
      "Acc: 0.9966697692871094, F1: 0.9112534309240622\n",
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      "Acc: 0.9964523315429688, F1: 0.810204081632653\n",
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      "Acc: 0.9977264404296875, F1: 0.9567112144102267\n",
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      "Acc: 0.9937934875488281, F1: 0.8987995272749891\n",
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      "Acc: 0.9973526000976562, F1: 0.8912907268170426\n",
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      "Acc: 0.9979248046875, F1: 0.9687140556705774\n",
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      "Acc: 0.9979591369628906, F1: 0.8562214458478904\n",
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      "Acc: 0.9935111999511719, F1: 0.8260558339298497\n",
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      "Acc: 0.9923629760742188, F1: 0.8968679167525242\n",
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      "Acc: 0.9968719482421875, F1: 0.9358874120406567\n",
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      "Acc: 0.990325927734375, F1: 0.7053903345724907\n",
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      "Acc: 0.9985771179199219, F1: 0.97860134243589\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/BBA/predictions\\2007.png\n",
      "Acc: 0.9959220886230469, F1: 0.9365465661542114\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/BBA/predictions\\2011.png\n",
      "Acc: 0.9940757751464844, F1: 0.8577448016854448\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/BBA/predictions\\2016.png\n",
      "Acc: 0.9947547912597656, F1: 0.9004993125407048\n",
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      "Acc: 0.9977874755859375, F1: 0.9510961214165261\n",
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      "Acc: 0.9891586303710938, F1: 0.8963605863904894\n",
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      "Acc: 0.9852218627929688, F1: 0.7330852969546645\n",
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      "Acc: 0.9956474304199219, F1: 0.9606021891509271\n",
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      "Acc: 0.9893760681152344, F1: 0.9009143629700787\n",
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      "Acc: 0.9945869445800781, F1: 0.9498178731831524\n",
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      "Acc: 0.9772491455078125, F1: 0.7714241913230109\n",
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      "Acc: 0.9937667846679688, F1: 0.8918740074113287\n",
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      "Acc: 0.9975357055664062, F1: 0.938534728829686\n",
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      "Acc: 0.999420166015625, F1: 0.7226277372262774\n",
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      "Acc: 0.9988517761230469, F1: 0.8288800454803866\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/BBA/predictions\\2862.png\n",
      "Acc: 0.9965896606445312, F1: 0.8139825218476904\n",
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      "Acc: 0.9976119995117188, F1: 0.9278967979728173\n",
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      "Acc: 0.9992332458496094, F1: 0.8825248392752776\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/BBA/predictions\\928.png\n",
      "Acc: 0.9982757568359375, F1: 0.8977838082315694\n",
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      "Acc: 0.9990310668945312, F1: 0.9640633842671195\n",
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      "Acc: 0.9992637634277344, F1: 0.9506014845149732\n",
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      "Acc: 0.9987678527832031, F1: 0.8925839707349518\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/BBA/predictions\\964.png\n",
      "Acc: 0.9994049072265625, F1: 0.9555302166476625\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/BBA/predictions\\989.png\n",
      "Acc: 0.9991111755371094, F1: 0.9256303862112991\n",
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      "Acc: 0.99920654296875, F1: 0.9459178367134685\n",
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      "Acc: 0.999298095703125, F1: 0.9732558139534884\n",
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      "Acc: 0.9987907409667969, F1: 0.9055141579731744\n",
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      "Acc: 0.9987564086914062, F1: 0.8823953823953824\n",
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      "Acc: 0.9974746704101562, F1: 0.8273343766301513\n",
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      "Acc: 0.9965400695800781, F1: 0.90302576713354\n",
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      "Acc: 0.9979515075683594, F1: 0.9310211946050096\n",
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      "Acc: 0.9827117919921875, F1: 0.14134141720348617\n",
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      "Acc: 0.9991607666015625, F1: 0.9157733537519143\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Bechar/predictions\\1084.png\n",
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      "Acc: 0.9865493774414062, F1: 0.6622605363984674\n",
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      "Acc: 0.997894287109375, F1: 0.9153114452285978\n",
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      "Acc: 0.9981002807617188, F1: 0.8847222222222222\n",
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      "Acc: 0.9888916015625, F1: 0.5673105497771174\n",
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      "Acc: 0.9902153015136719, F1: 0.7225527312060573\n",
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      "Acc: 0.9949722290039062, F1: 0.9286719341920121\n",
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      "Acc: 0.9934425354003906, F1: 0.8852086811352253\n",
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      "Acc: 0.9913177490234375, F1: 0.7659399424105306\n",
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      "Acc: 0.9867668151855469, F1: 0.6576532122767196\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Bechar/predictions\\2030.png\n",
      "Acc: 0.9972763061523438, F1: 0.9425398358281024\n",
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      "Acc: 0.9974136352539062, F1: 0.8939962476547842\n",
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      "Acc: 0.9930343627929688, F1: 0.874103695532267\n",
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      "Acc: 0.9924392700195312, F1: 0.8645989889329143\n",
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      "Acc: 0.9784431457519531, F1: 0.7606624031171911\n",
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      "Acc: 0.9881744384765625, F1: 0.7683455387834405\n",
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      "Acc: 0.9941520690917969, F1: 0.8770748135674765\n",
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      "Acc: 0.9966964721679688, F1: 0.9488844292291347\n",
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      "Acc: 0.9833221435546875, F1: 0.7515061952938502\n",
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      "Acc: 0.9815025329589844, F1: 0.8037715996924446\n",
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      "Acc: 0.9953498840332031, F1: 0.6405190209377765\n",
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      "Acc: 0.9971809387207031, F1: 0.9658234287564168\n",
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      "Acc: 0.9981002807617188, F1: 0.8962932111620159\n",
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      "Acc: 0.9986839294433594, F1: 0.8997384481255449\n",
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      "Acc: 0.9972915649414062, F1: 0.9410592727876473\n",
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      "Acc: 0.9985008239746094, F1: 0.7981510015408321\n",
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      "Acc: 0.9957237243652344, F1: 0.5396303901437371\n",
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      "Acc: 0.9949989318847656, F1: 0.8491542975491888\n",
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      "Acc: 0.9991912841796875, F1: 0.8594164456233422\n",
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      "Acc: 0.9934234619140625, F1: 0.9311776447105788\n",
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      "Acc: 0.9989967346191406, F1: 0.9377809321031464\n",
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      "Acc: 0.99786376953125, F1: 0.9469395489861664\n",
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      "Acc: 0.9982490539550781, F1: 0.9551626453062421\n",
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      "Acc: 0.9952392578125, F1: 0.7989042861746697\n",
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      "Acc: 0.9967460632324219, F1: 0.542627345844504\n",
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      "Acc: 0.9989013671875, F1: 0.9313959028108623\n",
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      "Acc: 0.9955177307128906, F1: 0.8694299366596289\n",
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      "Acc: 0.9986114501953125, F1: 0.9297297297297298\n",
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      "Acc: 0.994903564453125, F1: 0.8840076402153152\n",
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      "Acc: 0.9972610473632812, F1: 0.9624634044332915\n",
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      "Acc: 0.9979019165039062, F1: 0.9705535924617197\n",
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      "Acc: 0.9986572265625, F1: 0.9645375780777755\n",
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      "Acc: 0.9986686706542969, F1: 0.9640835648862818\n",
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      "Acc: 0.9986953735351562, F1: 0.953355155482815\n",
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      "Acc: 0.9988136291503906, F1: 0.9696021894242987\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Bechar/predictions\\421.png\n",
      "Acc: 0.9955368041992188, F1: 0.8504983388704319\n",
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      "Acc: 0.9959449768066406, F1: 0.9446267645986351\n",
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      "Acc: 0.9982833862304688, F1: 0.9498327759197325\n",
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      "Acc: 0.9960899353027344, F1: 0.8921166193032313\n",
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      "Acc: 0.9991455078125, F1: 0.9344645991808075\n",
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      "Acc: 0.9981536865234375, F1: 0.9373381667529778\n",
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      "Acc: 0.9977989196777344, F1: 0.9205781142463868\n",
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      "Acc: 0.9985771179199219, F1: 0.884269314303444\n",
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      "Acc: 0.9983291625976562, F1: 0.7974098057354302\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Bechar/predictions\\489.png\n",
      "Acc: 0.9990005493164062, F1: 0.8604898828541001\n",
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      "Acc: 0.9863700866699219, F1: 0.5988548332771977\n",
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      "Acc: 0.9966583251953125, F1: 0.9190238491403216\n",
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      "Acc: 0.9983444213867188, F1: 0.9414304993252361\n",
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      "Acc: 0.9918327331542969, F1: 0.6755569025609941\n",
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      "Acc: 0.9956626892089844, F1: 0.9543868094836924\n",
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      "Acc: 0.997467041015625, F1: 0.9470663265306123\n",
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      "Acc: 0.9987907409667969, F1: 0.915981977206467\n",
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      "Acc: 0.9986152648925781, F1: 0.7959527824620574\n",
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      "Acc: 0.9976234436035156, F1: 0.9621943079070332\n",
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      "Acc: 0.99859619140625, F1: 0.8419243986254296\n",
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      "Acc: 0.9984130859375, F1: 0.8200692041522492\n",
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      "Acc: 0.9993896484375, F1: 0.9425699928212491\n",
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      "Acc: 0.9841690063476562, F1: 0.20222991157247214\n",
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      "Acc: 0.9986610412597656, F1: 0.9362397820163487\n",
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      "Acc: 0.9980392456054688, F1: 0.8707243460764588\n",
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      "Acc: 0.9986534118652344, F1: 0.8671433948061724\n",
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      "Acc: 0.9972648620605469, F1: 0.8845596522299146\n",
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      "Acc: 0.9820709228515625, F1: 0.5424454828660437\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1121.png\n",
      "Acc: 0.9966812133789062, F1: 0.6088129496402878\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1125.png\n",
      "Acc: 0.998443603515625, F1: 0.9172413793103448\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1136.png\n",
      "Acc: 0.998931884765625, F1: 0.9305555555555556\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1137.png\n",
      "Acc: 0.9984397888183594, F1: 0.8988875154511743\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1155.png\n",
      "Acc: 0.9993858337402344, F1: 0.9548893247408238\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1156.png\n",
      "Acc: 0.9980888366699219, F1: 0.852343059239611\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1160.png\n",
      "Acc: 0.998077392578125, F1: 0.9083636363636364\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1178.png\n",
      "Acc: 0.9988899230957031, F1: 0.9445608687369023\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1194.png\n",
      "Acc: 0.9988937377929688, F1: 0.8808545603944125\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1198.png\n",
      "Acc: 0.9992408752441406, F1: 0.867598137059215\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1205.png\n",
      "Acc: 0.999481201171875, F1: 0.9288702928870293\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1209.png\n",
      "Acc: 0.99884033203125, F1: 0.9567936327458784\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1214.png\n",
      "Acc: 0.9989128112792969, F1: 0.8649928943628612\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1220.png\n",
      "Acc: 0.9989433288574219, F1: 0.930801898576068\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1224.png\n",
      "Acc: 0.9988822937011719, F1: 0.8922397940419272\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1234.png\n",
      "Acc: 0.9910697937011719, F1: 0.4629502179398945\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1246.png\n",
      "Acc: 0.9988365173339844, F1: 0.9133768815677364\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1291.png\n",
      "Acc: 0.9990653991699219, F1: 0.889589905362776\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1294.png\n",
      "Acc: 0.9987983703613281, F1: 0.8852459016393442\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1307.png\n",
      "Acc: 0.9992828369140625, F1: 0.9330007127583749\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1313.png\n",
      "Acc: 0.9993247985839844, F1: 0.9486211901306241\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1316.png\n",
      "Acc: 0.9987449645996094, F1: 0.886512590548465\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\132.png\n",
      "Acc: 0.9984626770019531, F1: 0.9562574622815586\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1322.png\n",
      "Acc: 0.9995651245117188, F1: 0.9161764705882353\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1332.png\n",
      "Acc: 0.9990653991699219, F1: 0.8855674918262494\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1338.png\n",
      "Acc: 0.9990653991699219, F1: 0.9177576367908694\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1339.png\n",
      "Acc: 0.9989891052246094, F1: 0.8922326148840992\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1361.png\n",
      "Acc: 0.998321533203125, F1: 0.9261001007725899\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1362.png\n",
      "Acc: 0.9980506896972656, F1: 0.9262519844133352\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1384.png\n",
      "Acc: 0.998199462890625, F1: 0.8459530026109661\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1413.png\n",
      "Acc: 0.9992942810058594, F1: 0.6859083191850595\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1428.png\n",
      "Acc: 0.9994049072265625, F1: 0.9575163398692811\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1442.png\n",
      "Acc: 0.9991416931152344, F1: 0.9490835030549898\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1444.png\n",
      "Acc: 0.9991455078125, F1: 0.9520753102267865\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1448.png\n",
      "Acc: 0.9990272521972656, F1: 0.914971657219073\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1485.png\n",
      "Acc: 0.9996681213378906, F1: 0.9775483870967742\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1495.png\n",
      "Acc: 0.9983024597167969, F1: 0.935740072202166\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\15.png\n",
      "Acc: 0.9989776611328125, F1: 0.9674520281758562\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1503.png\n",
      "Acc: 0.9983634948730469, F1: 0.9515309004632245\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1513.png\n",
      "Acc: 0.99908447265625, F1: 0.9259259259259259\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1527.png\n",
      "Acc: 0.999237060546875, F1: 0.8928188638799571\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1532.png\n",
      "Acc: 0.9965858459472656, F1: 0.8138906217508838\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1550.png\n",
      "Acc: 0.9991455078125, F1: 0.9677140386278467\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1567.png\n",
      "Acc: 0.9992179870605469, F1: 0.863606121091151\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1577.png\n",
      "Acc: 0.9976119995117188, F1: 0.8963576158940397\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1578.png\n",
      "Acc: 0.9991950988769531, F1: 0.9687546275729305\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1627.png\n",
      "Acc: 0.9930915832519531, F1: 0.8505652281541382\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1628.png\n",
      "Acc: 0.9980506896972656, F1: 0.7165834719911259\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1637.png\n",
      "Acc: 0.9992561340332031, F1: 0.975350777398559\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1641.png\n",
      "Acc: 0.99884033203125, F1: 0.9255996084189917\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1671.png\n",
      "Acc: 0.999603271484375, F1: 0.9404352806414662\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\168.png\n",
      "Acc: 0.9969673156738281, F1: 0.8737092930897538\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1686.png\n",
      "Acc: 0.9977531433105469, F1: 0.9208013984133387\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1696.png\n",
      "Acc: 0.9982223510742188, F1: 0.8902496467263307\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\174.png\n",
      "Acc: 0.9983367919921875, F1: 0.9569680221081721\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1744.png\n",
      "Acc: 0.9985237121582031, F1: 0.8575634891424365\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1756.png\n",
      "Acc: 0.9992561340332031, F1: 0.8123195380173244\n",
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      "Acc: 0.9977531433105469, F1: 0.7648702594810379\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1793.png\n",
      "Acc: 0.9990310668945312, F1: 0.779896013864818\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1797.png\n",
      "Acc: 0.9988899230957031, F1: 0.9341181797600181\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1824.png\n",
      "Acc: 0.9967727661132812, F1: 0.9134969325153375\n",
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      "Acc: 0.9961051940917969, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\1846.png\n",
      "Acc: 0.9975357055664062, F1: 0.9094477151668069\n",
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      "Acc: 0.9990234375, F1: 0.9374694675134343\n",
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      "Acc: 0.9890670776367188, F1: 0.7324995333208886\n",
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      "Acc: 0.9865875244140625, F1: 0.8152585119798235\n",
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      "Acc: 0.9951591491699219, F1: 0.7555384319013677\n",
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      "Acc: 0.9975242614746094, F1: 0.9550585139533273\n",
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      "Acc: 0.9964828491210938, F1: 0.9504460926582823\n",
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      "Acc: 0.9936599731445312, F1: 0.7785771382893685\n",
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      "Acc: 0.9962158203125, F1: 0.8775913129318855\n",
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      "Acc: 0.9930801391601562, F1: 0.886198243412798\n",
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      "Acc: 0.9970703125, F1: 0.9560640732265446\n",
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      "Acc: 0.976318359375, F1: 0.1594909287841863\n",
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      "Acc: 0.9956626892089844, F1: 0.9519177908402757\n",
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      "Acc: 0.9899559020996094, F1: 0.7019807583474816\n",
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      "Acc: 0.9834136962890625, F1: 0.74323845517893\n",
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      "Acc: 0.9974174499511719, F1: 0.9750727199086859\n",
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      "Acc: 0.9837379455566406, F1: 0.608\n",
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      "Acc: 0.9960670471191406, F1: 0.85398668743804\n",
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      "Acc: 0.9935493469238281, F1: 0.8963276316596163\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2007.png\n",
      "Acc: 0.9943504333496094, F1: 0.9013127207303259\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2011.png\n",
      "Acc: 0.9905776977539062, F1: 0.731404958677686\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2016.png\n",
      "Acc: 0.979278564453125, F1: 0.3258873169520973\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2030.png\n",
      "Acc: 0.9973068237304688, F1: 0.9404922454484154\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2038.png\n",
      "Acc: 0.9975852966308594, F1: 0.9004873447571137\n",
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      "Acc: 0.9976806640625, F1: 0.9534598897734231\n",
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      "Acc: 0.9969635009765625, F1: 0.9406058797194449\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2048.png\n",
      "Acc: 0.99249267578125, F1: 0.8657205240174672\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2054.png\n",
      "Acc: 0.9702644348144531, F1: 0.6358327493576267\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2057.png\n",
      "Acc: 0.9900360107421875, F1: 0.7817148587665051\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2067.png\n",
      "Acc: 0.9733123779296875, F1: 0.5106323447118075\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2076.png\n",
      "Acc: 0.9962654113769531, F1: 0.9661912490934834\n",
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      "Acc: 0.9710350036621094, F1: 0.7001540101883663\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2098.png\n",
      "Acc: 0.9805221557617188, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\210.png\n",
      "Acc: 0.9718132019042969, F1: 0.7150954308849046\n",
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      "Acc: 0.9836082458496094, F1: 0.8661329013364902\n",
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      "Acc: 0.9973793029785156, F1: 0.9463071512309496\n",
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      "Acc: 0.9963798522949219, F1: 0.8314087759815243\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2215.png\n",
      "Acc: 0.9955787658691406, F1: 0.6326465927099841\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2218.png\n",
      "Acc: 0.9714126586914062, F1: 0.4606304879804232\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2227.png\n",
      "Acc: 0.9944877624511719, F1: 0.8449071589567457\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2237.png\n",
      "Acc: 0.9935531616210938, F1: 0.6521202140798683\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2245.png\n",
      "Acc: 0.99749755859375, F1: 0.8358358358358359\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\226.png\n",
      "Acc: 0.9990997314453125, F1: 0.973077800593201\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2266.png\n",
      "Acc: 0.9952926635742188, F1: 0.9209886028940966\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2276.png\n",
      "Acc: 0.9970359802246094, F1: 0.8628420123565754\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2278.png\n",
      "Acc: 0.9991188049316406, F1: 0.9005596211795093\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\23.png\n",
      "Acc: 0.9982490539550781, F1: 0.9576607324047597\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2302.png\n",
      "Acc: 0.9935836791992188, F1: 0.6434930055108097\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2321.png\n",
      "Acc: 0.9990501403808594, F1: 0.9065666041275797\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2334.png\n",
      "Acc: 0.9987258911132812, F1: 0.9489140409911287\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2336.png\n",
      "Acc: 0.9976692199707031, F1: 0.9091179532946602\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2354.png\n",
      "Acc: 0.9714584350585938, F1: 0.5779557761732852\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2376.png\n",
      "Acc: 0.9876136779785156, F1: 0.7645907344305082\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2381.png\n",
      "Acc: 0.9924697875976562, F1: 0.9321975681802569\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2386.png\n",
      "Acc: 0.9953880310058594, F1: 0.9276264591439689\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2390.png\n",
      "Acc: 0.9930915832519531, F1: 0.9151000890722423\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2393.png\n",
      "Acc: 0.9898414611816406, F1: 0.7796441870086884\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2411.png\n",
      "Acc: 0.9980850219726562, F1: 0.9405072292012325\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2412.png\n",
      "Acc: 0.9964866638183594, F1: 0.8726317245194303\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2421.png\n",
      "Acc: 0.9735336303710938, F1: 0.5638123978372941\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2429.png\n",
      "Acc: 0.9940872192382812, F1: 0.869043595809395\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2443.png\n",
      "Acc: 0.98638916015625, F1: 0.6832948695189064\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2465.png\n",
      "Acc: 0.9939613342285156, F1: 0.8601219404435805\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2469.png\n",
      "Acc: 0.9915885925292969, F1: 0.5090180360721442\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2473.png\n",
      "Acc: 0.9971885681152344, F1: 0.9253519700192444\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2492.png\n",
      "Acc: 0.9973411560058594, F1: 0.9724734410173373\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\25.png\n",
      "Acc: 0.9946861267089844, F1: 0.781832419733751\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2506.png\n",
      "Acc: 0.9860115051269531, F1: 0.5472280528460304\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2515.png\n",
      "Acc: 0.9951820373535156, F1: 0.8508326443840794\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2516.png\n",
      "Acc: 0.9970817565917969, F1: 0.9544507293837452\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2518.png\n",
      "Acc: 0.979766845703125, F1: 0.5658863971190048\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2530.png\n",
      "Acc: 0.9924163818359375, F1: 0.6496298907296439\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2536.png\n",
      "Acc: 0.9926071166992188, F1: 0.8248373101952278\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2546.png\n",
      "Acc: 0.9961204528808594, F1: 0.9198139241504376\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2548.png\n",
      "Acc: 0.9982185363769531, F1: 0.9581653677326883\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2552.png\n",
      "Acc: 0.9976615905761719, F1: 0.8641701750498559\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2559.png\n",
      "Acc: 0.997406005859375, F1: 0.9590755897929706\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2576.png\n",
      "Acc: 0.9971809387207031, F1: 0.953046572209162\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2584.png\n",
      "Acc: 0.9964103698730469, F1: 0.8156709108716944\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2601.png\n",
      "Acc: 0.9953994750976562, F1: 0.9505332239540607\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2603.png\n",
      "Acc: 0.9952545166015625, F1: 0.9167336010709505\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2604.png\n",
      "Acc: 0.9966011047363281, F1: 0.944050235478807\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2632.png\n",
      "Acc: 0.9902915954589844, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2635.png\n",
      "Acc: 0.9946327209472656, F1: 0.9025960539979232\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2639.png\n",
      "Acc: 0.9954681396484375, F1: 0.8849728892331526\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2647.png\n",
      "Acc: 0.9939956665039062, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2650.png\n",
      "Acc: 0.9981842041015625, F1: 0.9139551699204628\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2663.png\n",
      "Acc: 0.9887809753417969, F1: 0.6508369939451502\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2690.png\n",
      "Acc: 0.9968223571777344, F1: 0.921967213114754\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2698.png\n",
      "Acc: 0.9812965393066406, F1: 0.767905325443787\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2702.png\n",
      "Acc: 0.9971809387207031, F1: 0.5700988947062245\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2706.png\n",
      "Acc: 0.9930343627929688, F1: 0.7534431541992979\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2711.png\n",
      "Acc: 0.9969444274902344, F1: 0.9381705905055963\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2739.png\n",
      "Acc: 0.9975776672363281, F1: 0.961987428913499\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2743.png\n",
      "Acc: 0.9895515441894531, F1: 0.6989117291414753\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\276.png\n",
      "Acc: 0.9980583190917969, F1: 0.9551739321884632\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2767.png\n",
      "Acc: 0.9530830383300781, F1: 0.08099828140177838\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2784.png\n",
      "Acc: 0.9935569763183594, F1: 0.8382338856431376\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2786.png\n",
      "Acc: 0.9858131408691406, F1: 0.6246846301342214\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2789.png\n",
      "Acc: 0.9793548583984375, F1: 0.7514010105649978\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2791.png\n",
      "Acc: 0.9760665893554688, F1: 0.587941678707474\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2795.png\n",
      "Acc: 0.9920234680175781, F1: 0.9263498996160755\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2797.png\n",
      "Acc: 0.9791946411132812, F1: 0.7925920292059628\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2806.png\n",
      "Acc: 0.9840202331542969, F1: 0.6487211740041928\n",
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      "Acc: 0.996551513671875, F1: 0.9164664572167807\n",
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      "Acc: 0.9987335205078125, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2830.png\n",
      "Acc: 0.9981575012207031, F1: 0.7554430379746836\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2862.png\n",
      "Acc: 0.9961357116699219, F1: 0.7978447415685492\n",
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      "Acc: 0.9986076354980469, F1: 0.8886855748703874\n",
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      "Acc: 0.973724365234375, F1: 0.5457662885782115\n",
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      "Acc: 0.9982948303222656, F1: 0.851937727724412\n",
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      "Acc: 0.9986190795898438, F1: 0.9653853509275196\n",
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      "Acc: 0.9968681335449219, F1: 0.8397423384735506\n",
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      "Acc: 0.990692138671875, F1: 0.7779799818016379\n",
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      "Acc: 0.9958305358886719, F1: 0.9309233394425835\n",
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      "Acc: 0.9978866577148438, F1: 0.8679065331425846\n",
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      "Acc: 0.9956169128417969, F1: 0.9405740884406517\n",
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      "Acc: 0.9971351623535156, F1: 0.9401355121562376\n",
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      "Acc: 0.9962310791015625, F1: 0.9190562018679338\n",
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      "Acc: 0.9960289001464844, F1: 0.7646393850327832\n",
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      "Acc: 0.9914054870605469, F1: 0.7302765473482581\n",
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      "Acc: 0.9988174438476562, F1: 0.9424219910846954\n",
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      "Acc: 0.9994354248046875, F1: 0.9317972350230415\n",
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      "Acc: 0.9986610412597656, F1: 0.9254935257907027\n",
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      "Acc: 0.9862289428710938, F1: 0.7844261316135196\n",
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      "Acc: 0.9872474670410156, F1: 0.8351334023770774\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2988.png\n",
      "Acc: 0.9856719970703125, F1: 0.8601117318435754\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\2996.png\n",
      "Acc: 0.9983558654785156, F1: 0.8400742115027829\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\3.png\n",
      "Acc: 0.997314453125, F1: 0.9662317728319263\n",
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      "Acc: 0.9981613159179688, F1: 0.8933156263833555\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\3014.png\n",
      "Acc: 0.9960594177246094, F1: 0.8894832566598909\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\3022.png\n",
      "Acc: 0.9978790283203125, F1: 0.8\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\3024.png\n",
      "Acc: 0.9986953735351562, F1: 0.9694479185277828\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\3040.png\n",
      "Acc: 0.9994087219238281, F1: 0.898360655737705\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\3041.png\n",
      "Acc: 0.9985160827636719, F1: 0.688550840672538\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\3046.png\n",
      "Acc: 0.9946937561035156, F1: 0.8262336039975016\n",
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      "Acc: 0.9992637634277344, F1: 0.8717607973421927\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\305.png\n",
      "Acc: 0.9979019165039062, F1: 0.9761966588764823\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\325.png\n",
      "Acc: 0.998565673828125, F1: 0.9002123142250531\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\342.png\n",
      "Acc: 0.9985580444335938, F1: 0.9625371655104064\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\347.png\n",
      "Acc: 0.9982147216796875, F1: 0.9516028955532575\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\348.png\n",
      "Acc: 0.9983940124511719, F1: 0.9193332055949416\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\353.png\n",
      "Acc: 0.9983940124511719, F1: 0.8640619954794962\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\36.png\n",
      "Acc: 0.9985160827636719, F1: 0.8928669787937208\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\363.png\n",
      "Acc: 0.9986801147460938, F1: 0.9566741798146757\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\37.png\n",
      "Acc: 0.9989738464355469, F1: 0.9458207452165156\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\372.png\n",
      "Acc: 0.9972419738769531, F1: 0.9330493564218909\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\387.png\n",
      "Acc: 0.9981498718261719, F1: 0.9735709225655278\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\401.png\n",
      "Acc: 0.998443603515625, F1: 0.9778933680104032\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\405.png\n",
      "Acc: 0.9987297058105469, F1: 0.965452847805789\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\406.png\n",
      "Acc: 0.9993743896484375, F1: 0.9825828377230247\n",
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      "Acc: 0.9988441467285156, F1: 0.9565964761495488\n",
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      "Acc: 0.9991874694824219, F1: 0.9783558581444975\n",
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      "Acc: 0.9966964721679688, F1: 0.8925024826216484\n",
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      "Acc: 0.9981269836425781, F1: 0.9733572087470834\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\429.png\n",
      "Acc: 0.99908447265625, F1: 0.9729790587705471\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\447.png\n",
      "Acc: 0.9971122741699219, F1: 0.9211376185019273\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\450.png\n",
      "Acc: 0.99951171875, F1: 0.9587894397939472\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\453.png\n",
      "Acc: 0.9979972839355469, F1: 0.9321793049993541\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\469.png\n",
      "Acc: 0.999237060546875, F1: 0.9703264094955489\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\471.png\n",
      "Acc: 0.99951171875, F1: 0.9568151147098516\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\476.png\n",
      "Acc: 0.9995384216308594, F1: 0.931830985915493\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\489.png\n",
      "Acc: 0.9994239807128906, F1: 0.9076452599388379\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\49.png\n",
      "Acc: 0.9981002807617188, F1: 0.8742424242424243\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\490.png\n",
      "Acc: 0.9953842163085938, F1: 0.7990033222591362\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\50.png\n",
      "Acc: 0.9976425170898438, F1: 0.9403590040532716\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\502.png\n",
      "Acc: 0.9991416931152344, F1: 0.9724501040773846\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\503.png\n",
      "Acc: 0.9986114501953125, F1: 0.9481333713308635\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\504.png\n",
      "Acc: 0.9988517761230469, F1: 0.9245046400802609\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\505.png\n",
      "Acc: 0.9940528869628906, F1: 0.7409007811201596\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\521.png\n",
      "Acc: 0.9986991882324219, F1: 0.9590979968813722\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\539.png\n",
      "Acc: 0.9982528686523438, F1: 0.9677646396396397\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\542.png\n",
      "Acc: 0.9964790344238281, F1: 0.9615752882894134\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\544.png\n",
      "Acc: 0.9978828430175781, F1: 0.9538615013716851\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\548.png\n",
      "Acc: 0.9989738464355469, F1: 0.9248393405979324\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\550.png\n",
      "Acc: 0.9987754821777344, F1: 0.7759944173063503\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\556.png\n",
      "Acc: 0.9965972900390625, F1: 0.9233281760357572\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\561.png\n",
      "Acc: 0.9898414611816406, F1: 0.8540422033433818\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\579.png\n",
      "Acc: 0.9996604919433594, F1: 0.910010111223458\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\58.png\n",
      "Acc: 0.9992446899414062, F1: 0.8886389201349831\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\580.png\n",
      "Acc: 0.9991226196289062, F1: 0.965382299819386\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\587.png\n",
      "Acc: 0.9993057250976562, F1: 0.9677990092002831\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\624.png\n",
      "Acc: 0.9972267150878906, F1: 0.9269860399718791\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\636.png\n",
      "Acc: 0.9992408752441406, F1: 0.9830248229975262\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\642.png\n",
      "Acc: 0.9989089965820312, F1: 0.9376362843436546\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\646.png\n",
      "Acc: 0.9956893920898438, F1: 0.9128086419753086\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\665.png\n",
      "Acc: 0.9985923767089844, F1: 0.95934780213727\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\666.png\n",
      "Acc: 0.9988746643066406, F1: 0.9650680876258141\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\687.png\n",
      "Acc: 0.99951171875, F1: 0.9713004484304932\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\694.png\n",
      "Acc: 0.9992027282714844, F1: 0.9691148219299542\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\698.png\n",
      "Acc: 0.9985809326171875, F1: 0.9792109086844752\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\709.png\n",
      "Acc: 0.9978828430175781, F1: 0.7703764997931319\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\71.png\n",
      "Acc: 0.9994888305664062, F1: 0.9185905224787363\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\713.png\n",
      "Acc: 0.9991645812988281, F1: 0.9628498727735368\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\726.png\n",
      "Acc: 0.9971275329589844, F1: 0.9223310985043837\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\729.png\n",
      "Acc: 0.9953575134277344, F1: 0.7068176343049868\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\73.png\n",
      "Acc: 0.9984703063964844, F1: 0.9733501694689971\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\744.png\n",
      "Acc: 0.9954414367675781, F1: 0.9650042463466776\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\752.png\n",
      "Acc: 0.9796600341796875, F1: 0.7000787490156373\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\756.png\n",
      "Acc: 0.9989814758300781, F1: 0.9611070648215586\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\76.png\n",
      "Acc: 0.9982109069824219, F1: 0.9774595088191474\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\760.png\n",
      "Acc: 0.9988365173339844, F1: 0.8892921960072595\n",
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      "Acc: 0.9976730346679688, F1: 0.9291850475969352\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\777.png\n",
      "Acc: 0.9900283813476562, F1: 0.6538665254237288\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\789.png\n",
      "Acc: 0.9954757690429688, F1: 0.9580592686894406\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\805.png\n",
      "Acc: 0.9806289672851562, F1: 0.5653885655597398\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\815.png\n",
      "Acc: 0.9958610534667969, F1: 0.9541206816355872\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\818.png\n",
      "Acc: 0.9974708557128906, F1: 0.7874318691888426\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\828.png\n",
      "Acc: 0.9992713928222656, F1: 0.9162647961420429\n",
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      "Acc: 0.9979705810546875, F1: 0.9415384615384615\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\837.png\n",
      "Acc: 0.9973182678222656, F1: 0.7395331604297888\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\853.png\n",
      "Acc: 0.9973983764648438, F1: 0.9221283398036081\n",
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      "Acc: 0.998992919921875, F1: 0.9347503707365299\n",
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      "Acc: 0.9788322448730469, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/predictions\\889.png\n",
      "Acc: 0.998565673828125, F1: 0.9607187630589219\n",
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      "Acc: 0.9886131286621094, F1: 0.8688085087680746\n",
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      "Acc: 0.9984359741210938, F1: 0.9466423737636648\n",
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      "Acc: 0.9985198974609375, F1: 0.9071325993298229\n",
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      "Acc: 0.999267578125, F1: 0.9725085910652921\n",
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      "Acc: 0.9987983703613281, F1: 0.8974275480299577\n",
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      "Acc: 0.9986572265625, F1: 0.888748419721871\n",
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      "Acc: 0.99908447265625, F1: 0.9642963403748884\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\1003.png\n",
      "Acc: 0.9961662292480469, F1: 0.7483095416979715\n",
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      "Acc: 0.9969329833984375, F1: 0.764774722059684\n",
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      "Acc: 0.9949264526367188, F1: 0.8739336492890996\n",
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      "Acc: 0.9966201782226562, F1: 0.890074441687345\n",
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      "Acc: 0.9752273559570312, F1: 0.13251402618220678\n",
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      "Acc: 0.9908485412597656, F1: 0.8726713019478797\n",
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      "Acc: 0.998077392578125, F1: 0.8396946564885496\n",
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      "Acc: 0.9983978271484375, F1: 0.8655569782330346\n",
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      "Acc: 0.9948997497558594, F1: 0.665666416604151\n",
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      "Acc: 0.9865760803222656, F1: 0.6167918980725253\n",
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      "Acc: 0.9944839477539062, F1: 0.7907986111111112\n",
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      "Acc: 0.9917831420898438, F1: 0.6292598967297762\n",
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      "Acc: 0.9939956665039062, F1: 0.6296470588235294\n",
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      "Acc: 0.9911079406738281, F1: 0.7239786856127887\n",
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      "Acc: 0.9852333068847656, F1: 0.7771316713685301\n",
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      "Acc: 0.9861717224121094, F1: 0.2896335488928082\n",
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      "Acc: 0.9890251159667969, F1: 0.6452965109111084\n",
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      "Acc: 0.9943885803222656, F1: 0.732107084319796\n",
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      "Acc: 0.9968719482421875, F1: 0.8363926576217079\n",
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      "Acc: 0.9918632507324219, F1: 0.6319240724762727\n",
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      "Acc: 0.9894866943359375, F1: 0.5770411295273173\n",
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      "Acc: 0.993682861328125, F1: 0.754739336492891\n",
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      "Acc: 0.9961624145507812, F1: 0.8415248897290485\n",
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      "Acc: 0.9963874816894531, F1: 0.7281079529141544\n",
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      "Acc: 0.9978828430175781, F1: 0.7516778523489933\n",
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      "Acc: 0.99603271484375, F1: 0.644808743169399\n",
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      "Acc: 0.9956779479980469, F1: 0.8619471183136347\n",
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      "Acc: 0.9967193603515625, F1: 0.7250639386189258\n",
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      "Acc: 0.9976615905761719, F1: 0.8676883229009281\n",
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      "Acc: 0.9955863952636719, F1: 0.7192429022082019\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\1234.png\n",
      "Acc: 0.9911079406738281, F1: 0.4640147160266728\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\1246.png\n",
      "Acc: 0.9964714050292969, F1: 0.7773766546329723\n",
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      "Acc: 0.9964141845703125, F1: 0.6987179487179487\n",
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      "Acc: 0.9980354309082031, F1: 0.8478581979320532\n",
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      "Acc: 0.9829292297363281, F1: 0.3884105507721744\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\1313.png\n",
      "Acc: 0.9984054565429688, F1: 0.8947103274559194\n",
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      "Acc: 0.9948806762695312, F1: 0.6578276389597144\n",
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      "Acc: 0.9920539855957031, F1: 0.8129321957790749\n",
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      "Acc: 0.9973106384277344, F1: 0.6749654218533887\n",
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      "Acc: 0.9953727722167969, F1: 0.657247810115852\n",
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      "Acc: 0.9974098205566406, F1: 0.8197504645606584\n",
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      "Acc: 0.9847259521484375, F1: 0.38362068965517243\n",
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      "Acc: 0.9911231994628906, F1: 0.7211503894547633\n",
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      "Acc: 0.9920272827148438, F1: 0.7582697201017812\n",
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      "Acc: 0.9929885864257812, F1: 0.5877074921489457\n",
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      "Acc: 0.9952507019042969, F1: 0.3809050223769269\n",
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      "Acc: 0.9981269836425781, F1: 0.8829558998808105\n",
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      "Acc: 0.9958915710449219, F1: 0.8055605705000902\n",
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      "Acc: 0.9977188110351562, F1: 0.8822834645669292\n",
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      "Acc: 0.9831275939941406, F1: 0.3997828742027412\n",
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      "Acc: 0.9939727783203125, F1: 0.7101980924431401\n",
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      "Acc: 0.9950714111328125, F1: 0.8368686868686869\n",
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      "Acc: 0.9961013793945312, F1: 0.8876676192569796\n",
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      "Acc: 0.986602783203125, F1: 0.7074308563812063\n",
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      "Acc: 0.9968833923339844, F1: 0.8011681674373327\n",
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      "Acc: 0.9956779479980469, F1: 0.8154422544388337\n",
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      "Acc: 0.9898757934570312, F1: 0.7186771252914989\n",
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      "Acc: 0.975128173828125, F1: 0.1675178753830439\n",
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      "Acc: 0.9919700622558594, F1: 0.7200425588509111\n",
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      "Acc: 0.9924125671386719, F1: 0.7686402233337211\n",
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      "Acc: 0.9844779968261719, F1: 0.7228390436618759\n",
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      "Acc: 0.988433837890625, F1: 0.3964968152866242\n",
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      "Acc: 0.9951438903808594, F1: 0.863279991408012\n",
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      "Acc: 0.9945335388183594, F1: 0.7354624330810412\n",
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      "Acc: 0.9695167541503906, F1: 0.10545169595880444\n",
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      "Acc: 0.9873161315917969, F1: 0.730004060089322\n",
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      "Acc: 0.9819183349609375, F1: 0.8021537690959178\n",
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      "Acc: 0.9789619445800781, F1: 0.7766211673214792\n",
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      "Acc: 0.9636344909667969, F1: 0.5652788544849287\n",
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      "Acc: 0.9409713745117188, F1: 0.31994374615452226\n",
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      "Acc: 0.9711418151855469, F1: 0.7919588592800374\n",
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      "Acc: 0.9947357177734375, F1: 0.9032665077807375\n",
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      "Acc: 0.9878654479980469, F1: 0.6592394215318693\n",
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      "Acc: 0.9865531921386719, F1: 0.7213218436240019\n",
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      "Acc: 0.995391845703125, F1: 0.7059396299902629\n",
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      "Acc: 0.994171142578125, F1: 0.6879084967320261\n",
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      "Acc: 0.9966239929199219, F1: 0.9063789273246589\n",
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      "Acc: 0.994354248046875, F1: 0.9149034038638455\n",
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      "Acc: 0.9756698608398438, F1: 0.41194910566107323\n",
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      "Acc: 0.9782905578613281, F1: 0.2687909546447385\n",
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      "Acc: 0.9950599670410156, F1: 0.8907080766309393\n",
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      "Acc: 0.9569282531738281, F1: 0.22093424411785\n",
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      "Acc: 0.9935569763183594, F1: 0.5938927626833373\n",
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      "Acc: 0.9916572570800781, F1: 0.7481865284974093\n",
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      "Acc: 0.9706001281738281, F1: 0.7658372071825722\n",
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      "Acc: 0.9854354858398438, F1: 0.8038429921907111\n",
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      "Acc: 0.9643135070800781, F1: 0.7524280837325006\n",
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      "Acc: 0.9964485168457031, F1: 0.9495474990516447\n",
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      "Acc: 0.980865478515625, F1: 0.8061074603788172\n",
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      "Acc: 0.9910964965820312, F1: 0.8479280688037529\n",
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      "Acc: 0.9935874938964844, F1: 0.8235911428271592\n",
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      "Acc: 0.9974288940429688, F1: 0.9139427987742594\n",
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      "Acc: 0.9694175720214844, F1: 0.6223562108436572\n",
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      "Acc: 0.9932060241699219, F1: 0.855215023168848\n",
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      "Acc: 0.9756889343261719, F1: 0.5798668336739403\n",
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      "Acc: 0.9791412353515625, F1: 0.6439176868976296\n",
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      "Acc: 0.9799156188964844, F1: 0.30274135876042907\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\2473.png\n",
      "Acc: 0.9796524047851562, F1: 0.6415804327375353\n",
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      "Acc: 0.9891014099121094, F1: 0.89861963734431\n",
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      "Acc: 0.9887504577636719, F1: 0.8504488057203712\n",
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      "Acc: 0.9860458374023438, F1: 0.5800229621125144\n",
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      "Acc: 0.99481201171875, F1: 0.913331633953607\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\542.png\n",
      "Acc: 0.9907150268554688, F1: 0.9056516008992945\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\544.png\n",
      "Acc: 0.9939651489257812, F1: 0.884542402568968\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\548.png\n",
      "Acc: 0.9952239990234375, F1: 0.734520780322307\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\550.png\n",
      "Acc: 0.9942474365234375, F1: 0.4828532235939643\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\556.png\n",
      "Acc: 0.9922714233398438, F1: 0.8552650378625518\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\561.png\n",
      "Acc: 0.994171142578125, F1: 0.9310531540474687\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\579.png\n",
      "Acc: 0.991180419921875, F1: 0.293398533007335\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\58.png\n",
      "Acc: 0.9880752563476562, F1: 0.3535980148883375\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\580.png\n",
      "Acc: 0.9887466430664062, F1: 0.6940468782410288\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\587.png\n",
      "Acc: 0.9972305297851562, F1: 0.8856332703213611\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\624.png\n",
      "Acc: 0.9888114929199219, F1: 0.7627598479333495\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\636.png\n",
      "Acc: 0.995819091796875, F1: 0.9143080531665364\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\642.png\n",
      "Acc: 0.9969406127929688, F1: 0.8584039548022598\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\646.png\n",
      "Acc: 0.9935531616210938, F1: 0.882947776700374\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\665.png\n",
      "Acc: 0.9970664978027344, F1: 0.9224720233894546\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\666.png\n",
      "Acc: 0.9969024658203125, F1: 0.9115082824760244\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\687.png\n",
      "Acc: 0.9961318969726562, F1: 0.8125693160813309\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\694.png\n",
      "Acc: 0.99334716796875, F1: 0.792232547057422\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\698.png\n",
      "Acc: 0.9946746826171875, F1: 0.9271246606807266\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\709.png\n",
      "Acc: 0.9924659729003906, F1: 0.572788232749297\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\71.png\n",
      "Acc: 0.9969673156738281, F1: 0.6683354192740926\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\713.png\n",
      "Acc: 0.9955329895019531, F1: 0.8333570513732745\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\726.png\n",
      "Acc: 0.9939155578613281, F1: 0.8395533648526305\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\729.png\n",
      "Acc: 0.98089599609375, F1: 0.5173477255204317\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\73.png\n",
      "Acc: 0.9948844909667969, F1: 0.9170019186730209\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\744.png\n",
      "Acc: 0.9831123352050781, F1: 0.8850935707425961\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\752.png\n",
      "Acc: 0.9599609375, F1: 0.6652207195713192\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\756.png\n",
      "Acc: 0.9920310974121094, F1: 0.7612844246371844\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\76.png\n",
      "Acc: 0.9933509826660156, F1: 0.9229953611663353\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\760.png\n",
      "Acc: 0.9654273986816406, F1: 0.23279437907390163\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\774.png\n",
      "Acc: 0.9901771545410156, F1: 0.7592783023277554\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\777.png\n",
      "Acc: 0.9838752746582031, F1: 0.5435698088759313\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\789.png\n",
      "Acc: 0.9857025146484375, F1: 0.8743041116104366\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\805.png\n",
      "Acc: 0.9895133972167969, F1: 0.8501988992425481\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\815.png\n",
      "Acc: 0.9858589172363281, F1: 0.863648067090889\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\818.png\n",
      "Acc: 0.9936141967773438, F1: 0.5946731234866828\n",
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      "Acc: 0.9959907531738281, F1: 0.6884079454491551\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/predictions\\830.png\n",
      "Acc: 0.9932174682617188, F1: 0.8408521303258145\n",
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      "Acc: 0.9811973571777344, F1: 0.24297342958070958\n",
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      "Acc: 0.9940376281738281, F1: 0.8281851159722986\n",
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      "Acc: 0.9796257019042969, F1: 0.4216567406605306\n",
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      "Acc: 0.9856147766113281, F1: 0.7442522889114954\n",
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      "Acc: 0.9893455505371094, F1: 0.7707084804203267\n",
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      "Acc: 0.9728355407714844, F1: 0.7419085933818999\n",
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      "Acc: 0.9820060729980469, F1: 0.6074074074074074\n",
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      "Acc: 0.9837303161621094, F1: 0.13751263902932254\n",
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      "Acc: 0.9833259582519531, F1: 0.6758620689655173\n",
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      "Acc: 0.9923591613769531, F1: 0.4492713775089359\n",
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      "Acc: 0.9955863952636719, F1: 0.7720197044334975\n",
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      "Acc: 0.9958877563476562, F1: 0.7826612903225807\n",
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      "Acc: 0.9932861328125, F1: 0.6107916850950906\n",
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      "Acc: 0.997467041015625, F1: 0.8389131489568171\n",
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      "Acc: 0.997589111328125, F1: 0.8236607142857143\n",
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      "Acc: 0.9959793090820312, F1: 0.7797743418303384\n",
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      "Acc: 0.9970283508300781, F1: 0.8962301851605169\n",
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      "Acc: 0.925994873046875, F1: 0.03174286284687562\n",
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      "Acc: 0.98358154296875, F1: 0.6126012601260126\n",
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      "Acc: 0.9979400634765625, F1: 0.966715976331361\n",
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      "Acc: 0.994964599609375, F1: 0.0\n",
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      "Acc: 0.939849853515625, F1: 0.137417943107221\n",
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      "Acc: 0.9977798461914062, F1: 0.8911742707554225\n",
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      "Acc: 0.9989166259765625, F1: 0.9437177962742767\n",
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      "Acc: 0.9983253479003906, F1: 0.8796930665935873\n",
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      "Acc: 0.8571243286132812, F1: 0.07273717567835215\n",
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      "Acc: 0.9864997863769531, F1: 0.43276166052251963\n",
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      "Acc: 0.8960418701171875, F1: 0.11525225634699046\n",
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      "Acc: 0.9979362487792969, F1: 0.9383897050449835\n",
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      "Acc: 0.9649887084960938, F1: 0.0\n",
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      "Acc: 0.9754409790039062, F1: 0.28783185840707964\n",
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      "Acc: 0.9884757995605469, F1: 0.0\n",
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      "Acc: 0.9462699890136719, F1: 0.0\n",
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      "Acc: 0.9950027465820312, F1: 0.0\n",
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      "Acc: 0.9985389709472656, F1: 0.0\n",
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      "Acc: 0.9928932189941406, F1: 0.0\n",
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      "Acc: 0.975677490234375, F1: 0.0\n",
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      "Acc: 0.9986228942871094, F1: 0.9251503213767365\n",
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      "Acc: 0.947357177734375, F1: 0.0\n",
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      "Acc: 0.9871673583984375, F1: 0.0\n",
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      "Acc: 0.8974380493164062, F1: 0.23121354226238133\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1503.png\n",
      "Acc: 0.983734130859375, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1513.png\n",
      "Acc: 0.9937095642089844, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1527.png\n",
      "Acc: 0.9967002868652344, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1532.png\n",
      "Acc: 0.9892616271972656, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1550.png\n",
      "Acc: 0.9968757629394531, F1: 0.8918526343589066\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1567.png\n",
      "Acc: 0.99749755859375, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1577.png\n",
      "Acc: 0.9896736145019531, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1578.png\n",
      "Acc: 0.9962081909179688, F1: 0.8669700214132763\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1627.png\n",
      "Acc: 0.9854202270507812, F1: 0.6479366249078851\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1628.png\n",
      "Acc: 0.9962005615234375, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1637.png\n",
      "Acc: 0.996978759765625, F1: 0.9098155317695286\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1641.png\n",
      "Acc: 0.9639663696289062, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1671.png\n",
      "Acc: 0.9966926574707031, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\168.png\n",
      "Acc: 0.9677009582519531, F1: 0.4086051547111825\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1686.png\n",
      "Acc: 0.9851455688476562, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1696.png\n",
      "Acc: 0.9913520812988281, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\174.png\n",
      "Acc: 0.9807853698730469, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1744.png\n",
      "Acc: 0.9955558776855469, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1756.png\n",
      "Acc: 0.9981193542480469, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1772.png\n",
      "Acc: 0.9963455200195312, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1793.png\n",
      "Acc: 0.9973182678222656, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1797.png\n",
      "Acc: 0.9920616149902344, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1824.png\n",
      "Acc: 0.9726524353027344, F1: 0.35996786001249886\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1841.png\n",
      "Acc: 0.9448699951171875, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1846.png\n",
      "Acc: 0.9381256103515625, F1: 0.26976409148208175\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\185.png\n",
      "Acc: 0.992218017578125, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1854.png\n",
      "Acc: 0.9741134643554688, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1860.png\n",
      "Acc: 0.9696922302246094, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1869.png\n",
      "Acc: 0.9924201965332031, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1871.png\n",
      "Acc: 0.993560791015625, F1: 0.8719077249962058\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1876.png\n",
      "Acc: 0.9631423950195312, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1894.png\n",
      "Acc: 0.9888191223144531, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1896.png\n",
      "Acc: 0.9931488037109375, F1: 0.746542478125882\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1902.png\n",
      "Acc: 0.9956092834472656, F1: 0.9303648133583399\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1905.png\n",
      "Acc: 0.996826171875, F1: 0.9504643962848297\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1909.png\n",
      "Acc: 0.9562644958496094, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1919.png\n",
      "Acc: 0.9559783935546875, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1933.png\n",
      "Acc: 0.9781379699707031, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1935.png\n",
      "Acc: 0.9642143249511719, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\195.png\n",
      "Acc: 0.9973945617675781, F1: 0.9750520509917083\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1969.png\n",
      "Acc: 0.9954681396484375, F1: 0.7867910983488873\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1982.png\n",
      "Acc: 0.9751205444335938, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\1989.png\n",
      "Acc: 0.9884185791015625, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2.png\n",
      "Acc: 0.9955024719238281, F1: 0.9310163243812533\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2007.png\n",
      "Acc: 0.9696502685546875, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2011.png\n",
      "Acc: 0.9785652160644531, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2016.png\n",
      "Acc: 0.9742813110351562, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2030.png\n",
      "Acc: 0.9772071838378906, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2038.png\n",
      "Acc: 0.9871139526367188, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\204.png\n",
      "Acc: 0.9912147521972656, F1: 0.845093159346203\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2042.png\n",
      "Acc: 0.9733314514160156, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2048.png\n",
      "Acc: 0.9690513610839844, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2054.png\n",
      "Acc: 0.9443168640136719, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2057.png\n",
      "Acc: 0.9748039245605469, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2067.png\n",
      "Acc: 0.9991111755371094, F1: 0.9684666395994045\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2076.png\n",
      "Acc: 0.9251976013183594, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\209.png\n",
      "Acc: 0.93804931640625, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2098.png\n",
      "Acc: 0.8230705261230469, F1: 0.050328630807346585\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\210.png\n",
      "Acc: 0.9439468383789062, F1: 0.21042450295540033\n",
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      "Acc: 0.9314002990722656, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2156.png\n",
      "Acc: 0.9962844848632812, F1: 0.9223533163265306\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\217.png\n",
      "Acc: 0.9969482421875, F1: 0.8753894080996885\n",
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      "Acc: 0.9940681457519531, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2218.png\n",
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      "Acc: 0.9824790954589844, F1: 0.0\n",
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      "Acc: 0.99395751953125, F1: 0.0\n",
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      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\226.png\n",
      "Acc: 0.9980583190917969, F1: 0.9386968565578706\n",
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      "Acc: 0.9959297180175781, F1: 0.9306377169602809\n",
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      "Acc: 0.9900436401367188, F1: 0.0\n",
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      "Acc: 0.9959907531738281, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\23.png\n",
      "Acc: 0.9975700378417969, F1: 0.9381973416124963\n",
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      "Acc: 0.9938926696777344, F1: 0.0\n",
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      "Acc: 0.9876060485839844, F1: 0.0\n",
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      "Acc: 0.9875984191894531, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2354.png\n",
      "Acc: 0.9519157409667969, F1: 0.0\n",
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      "Acc: 0.9403648376464844, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2381.png\n",
      "Acc: 0.9653244018554688, F1: 0.5767762361486172\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2386.png\n",
      "Acc: 0.9920806884765625, F1: 0.8846410313402978\n",
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      "Acc: 0.9760169982910156, F1: 0.6145073272426268\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2393.png\n",
      "Acc: 0.973114013671875, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2411.png\n",
      "Acc: 0.9479560852050781, F1: 0.3645847887848726\n",
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      "Acc: 0.9927406311035156, F1: 0.6954712754040646\n",
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      "Acc: 0.9733238220214844, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2429.png\n",
      "Acc: 0.9875526428222656, F1: 0.6763859962312804\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2443.png\n",
      "Acc: 0.9717063903808594, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2465.png\n",
      "Acc: 0.98114013671875, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2469.png\n",
      "Acc: 0.9956398010253906, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2473.png\n",
      "Acc: 0.9896774291992188, F1: 0.6325366648560565\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2492.png\n",
      "Acc: 0.9960250854492188, F1: 0.9577110389610389\n",
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      "Acc: 0.987030029296875, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2506.png\n",
      "Acc: 0.9915237426757812, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2515.png\n",
      "Acc: 0.9362678527832031, F1: 0.323247053104873\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2516.png\n",
      "Acc: 0.9685554504394531, F1: 0.0\n",
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      "Acc: 0.9867439270019531, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2530.png\n",
      "Acc: 0.9917144775390625, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2536.png\n",
      "Acc: 0.9763526916503906, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2546.png\n",
      "Acc: 0.9751396179199219, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2548.png\n",
      "Acc: 0.9593238830566406, F1: 0.0\n",
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      "Acc: 0.9919776916503906, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2559.png\n",
      "Acc: 0.9679756164550781, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2576.png\n",
      "Acc: 0.9914016723632812, F1: 0.8619210977701544\n",
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      "Acc: 0.9903640747070312, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2601.png\n",
      "Acc: 0.9823455810546875, F1: 0.8318558349077169\n",
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      "Acc: 0.9603538513183594, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2604.png\n",
      "Acc: 0.9523124694824219, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2632.png\n",
      "Acc: 0.9902915954589844, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2635.png\n",
      "Acc: 0.9563140869140625, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2639.png\n",
      "Acc: 0.9598312377929688, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2647.png\n",
      "Acc: 0.9943809509277344, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2650.png\n",
      "Acc: 0.9898719787597656, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2663.png\n",
      "Acc: 0.8855552673339844, F1: 0.15430584918957013\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2690.png\n",
      "Acc: 0.890777587890625, F1: 0.2799517151192033\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2698.png\n",
      "Acc: 0.9789810180664062, F1: 0.7281160564492253\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2702.png\n",
      "Acc: 0.9974861145019531, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2706.png\n",
      "Acc: 0.9825248718261719, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2711.png\n",
      "Acc: 0.9757003784179688, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2739.png\n",
      "Acc: 0.9807662963867188, F1: 0.7673495754891104\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2743.png\n",
      "Acc: 0.9726295471191406, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\276.png\n",
      "Acc: 0.9937400817871094, F1: 0.8359820089955022\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2767.png\n",
      "Acc: 0.8801918029785156, F1: 0.4199464401145073\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2784.png\n",
      "Acc: 0.9807205200195312, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2786.png\n",
      "Acc: 0.9751701354980469, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2789.png\n",
      "Acc: 0.9489059448242188, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2791.png\n",
      "Acc: 0.9718055725097656, F1: 0.43220404086963204\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2795.png\n",
      "Acc: 0.9446983337402344, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2797.png\n",
      "Acc: 0.9460411071777344, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2806.png\n",
      "Acc: 0.9556732177734375, F1: 0.2207618025751073\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2811.png\n",
      "Acc: 0.9800262451171875, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2823.png\n",
      "Acc: 0.9987335205078125, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2830.png\n",
      "Acc: 0.9971542358398438, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2862.png\n",
      "Acc: 0.99029541015625, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2874.png\n",
      "Acc: 0.9936637878417969, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2882.png\n",
      "Acc: 0.9579620361328125, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2899.png\n",
      "Acc: 0.9942092895507812, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\290.png\n",
      "Acc: 0.9796867370605469, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2912.png\n",
      "Acc: 0.9897193908691406, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2918.png\n",
      "Acc: 0.9751319885253906, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2919.png\n",
      "Acc: 0.9882698059082031, F1: 0.8415030153084893\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2933.png\n",
      "Acc: 0.9920654296875, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2937.png\n",
      "Acc: 0.9636726379394531, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2946.png\n",
      "Acc: 0.98077392578125, F1: 0.6840521564694082\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2952.png\n",
      "Acc: 0.9530410766601562, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2955.png\n",
      "Acc: 0.9902191162109375, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2969.png\n",
      "Acc: 0.9622802734375, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2978.png\n",
      "Acc: 0.9986228942871094, F1: 0.9325107496728361\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\298.png\n",
      "Acc: 0.9959983825683594, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2981.png\n",
      "Acc: 0.9610786437988281, F1: 0.31445273130417256\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2985.png\n",
      "Acc: 0.9747810363769531, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2987.png\n",
      "Acc: 0.9560737609863281, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2988.png\n",
      "Acc: 0.9461479187011719, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\2996.png\n",
      "Acc: 0.9943771362304688, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\3.png\n",
      "Acc: 0.9968032836914062, F1: 0.9603069344448655\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\3010.png\n",
      "Acc: 0.9742088317871094, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\3014.png\n",
      "Acc: 0.84210205078125, F1: 0.1970202529681074\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\3022.png\n",
      "Acc: 0.9936943054199219, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\3024.png\n",
      "Acc: 0.9815597534179688, F1: 0.6878873966942148\n",
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      "Acc: 0.9974517822265625, F1: 0.0\n",
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      "Acc: 0.9681510925292969, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\3047.png\n",
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      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\305.png\n",
      "Acc: 0.9914169311523438, F1: 0.9001331557922769\n",
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      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\342.png\n",
      "Acc: 0.9983177185058594, F1: 0.9571220223626641\n",
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      "Acc: 0.99578857421875, F1: 0.8923766816143498\n",
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      "Acc: 0.9904403686523438, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\353.png\n",
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      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\36.png\n",
      "Acc: 0.9827346801757812, F1: 0.4515269025690742\n",
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      "Acc: 0.9697227478027344, F1: 0.4942330975594214\n",
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      "Acc: 0.9739913940429688, F1: 0.40526866713189114\n",
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      "Acc: 0.9805793762207031, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\387.png\n",
      "Acc: 0.9973678588867188, F1: 0.963426269479487\n",
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      "Acc: 0.9980201721191406, F1: 0.9715007413101971\n",
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      "Acc: 0.9983139038085938, F1: 0.9535616726202983\n",
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      "Acc: 0.9986152648925781, F1: 0.960963544467147\n",
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      "Acc: 0.9978523254394531, F1: 0.9149675275638122\n",
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      "Acc: 0.9986076354980469, F1: 0.9626292617999386\n",
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      "Acc: 0.8775291442871094, F1: 0.2142490026677109\n",
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      "Acc: 0.9965095520019531, F1: 0.9503823003090939\n",
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      "Acc: 0.9979133605957031, F1: 0.9370613278103785\n",
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      "Acc: 0.9809799194335938, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\450.png\n",
      "Acc: 0.9993247985839844, F1: 0.9445314948292072\n",
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      "Acc: 0.9976768493652344, F1: 0.9142374313476975\n",
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      "Acc: 0.9983367919921875, F1: 0.9331698344573881\n",
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      "Acc: 0.9945640563964844, F1: 0.0\n",
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      "Acc: 0.9994239807128906, F1: 0.9155008393956351\n",
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      "Acc: 0.9968109130859375, F1: 0.0\n",
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      "Acc: 0.9983444213867188, F1: 0.8897917724733367\n",
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      "Acc: 0.9784469604492188, F1: 0.40160982842618087\n",
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      "Acc: 0.9968070983886719, F1: 0.9190600522193212\n",
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      "Acc: 0.9970550537109375, F1: 0.8991377057747583\n",
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      "Acc: 0.9982376098632812, F1: 0.9338866628506011\n",
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      "Acc: 0.998443603515625, F1: 0.8982035928143712\n",
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      "Acc: 0.9914970397949219, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\521.png\n",
      "Acc: 0.9981575012207031, F1: 0.9427521630911462\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\539.png\n",
      "Acc: 0.9948310852050781, F1: 0.8974494815711799\n",
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      "Acc: 0.9867439270019531, F1: 0.8717096762284491\n",
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      "Acc: 0.9460525512695312, F1: 0.4480955354355292\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\548.png\n",
      "Acc: 0.9987335205078125, F1: 0.9072625698324023\n",
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      "Acc: 0.9970855712890625, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\556.png\n",
      "Acc: 0.9771652221679688, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\561.png\n",
      "Acc: 0.9601211547851562, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\579.png\n",
      "Acc: 0.9981689453125, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\58.png\n",
      "Acc: 0.9965972900390625, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\580.png\n",
      "Acc: 0.9988594055175781, F1: 0.9542463657230298\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\587.png\n",
      "Acc: 0.9988250732421875, F1: 0.9454094292803971\n",
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      "Acc: 0.9937324523925781, F1: 0.8468636406002423\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\636.png\n",
      "Acc: 0.9988975524902344, F1: 0.9751440612367764\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\642.png\n",
      "Acc: 0.99822998046875, F1: 0.8979322481302243\n",
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      "Acc: 0.9734115600585938, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\665.png\n",
      "Acc: 0.9981842041015625, F1: 0.948102921936328\n",
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      "Acc: 0.9984016418457031, F1: 0.9514428091319967\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\687.png\n",
      "Acc: 0.9987983703613281, F1: 0.9319801338803714\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\694.png\n",
      "Acc: 0.9989509582519531, F1: 0.9592894152479645\n",
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      "Acc: 0.9956283569335938, F1: 0.9386443944747832\n",
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      "Acc: 0.9948768615722656, F1: 0.0\n",
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      "Acc: 0.9969444274902344, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\713.png\n",
      "Acc: 0.9702377319335938, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\726.png\n",
      "Acc: 0.9936256408691406, F1: 0.811887875717663\n",
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      "Acc: 0.9897613525390625, F1: 0.0\n",
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      "Acc: 0.996002197265625, F1: 0.9260200480022589\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/predictions\\744.png\n",
      "Acc: 0.9861984252929688, F1: 0.8992481203007519\n",
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      "Acc: 0.9919319152832031, F1: 0.7476434792984131\n",
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      "Acc: 0.9978256225585938, F1: 0.9727194409878434\n",
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      "Acc: 0.9845085144042969, F1: 0.0\n",
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      "Acc: 0.9383354187011719, F1: 0.0\n",
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      "Acc: 0.9893569946289062, F1: 0.8729970866715222\n",
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      "Acc: 0.9975395202636719, F1: 0.9294542272776988\n",
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      "Acc: 0.9974594116210938, F1: 0.9252860668611174\n",
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      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1003.png\n",
      "Acc: 0.9989089965820312, F1: 0.9038978494623656\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1012.png\n",
      "Acc: 0.9982528686523438, F1: 0.803770351328192\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1016.png\n",
      "Acc: 0.9984054565429688, F1: 0.8777062609713283\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1021.png\n",
      "Acc: 0.9949531555175781, F1: 0.8480881846365829\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1035.png\n",
      "Acc: 0.9988288879394531, F1: 0.9586643328396391\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1064.png\n",
      "Acc: 0.9864997863769531, F1: 0.18249018249018248\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\107.png\n",
      "Acc: 0.9982070922851562, F1: 0.9718596575260448\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1071.png\n",
      "Acc: 0.99847412109375, F1: 0.823943661971831\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1072.png\n",
      "Acc: 0.9983978271484375, F1: 0.8180242634315424\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1084.png\n",
      "Acc: 0.9986000061035156, F1: 0.8785170473353194\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1087.png\n",
      "Acc: 0.9935760498046875, F1: 0.7947342759629449\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1092.png\n",
      "Acc: 0.998626708984375, F1: 0.9348534201954397\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1093.png\n",
      "Acc: 0.998077392578125, F1: 0.8711656441717791\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1097.png\n",
      "Acc: 0.9989280700683594, F1: 0.8957328385899814\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\110.png\n",
      "Acc: 0.9967002868652344, F1: 0.8709917971662938\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1105.png\n",
      "Acc: 0.9918479919433594, F1: 0.8247642476424765\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1121.png\n",
      "Acc: 0.996551513671875, F1: 0.6072980017376195\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1125.png\n",
      "Acc: 0.9981689453125, F1: 0.9002079002079002\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1136.png\n",
      "Acc: 0.9989738464355469, F1: 0.9331344767586378\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1137.png\n",
      "Acc: 0.9984016418457031, F1: 0.8969249692496924\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1155.png\n",
      "Acc: 0.9991874694824219, F1: 0.9397794741306191\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1156.png\n",
      "Acc: 0.9981193542480469, F1: 0.853752595668941\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1160.png\n",
      "Acc: 0.9980316162109375, F1: 0.9067582219009758\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1178.png\n",
      "Acc: 0.99884033203125, F1: 0.9415384615384615\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1194.png\n",
      "Acc: 0.9989280700683594, F1: 0.8856328856328857\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1198.png\n",
      "Acc: 0.9991874694824219, F1: 0.8569509738079247\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1205.png\n",
      "Acc: 0.9994354248046875, F1: 0.9217758985200846\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1209.png\n",
      "Acc: 0.9990730285644531, F1: 0.9656439983034073\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1214.png\n",
      "Acc: 0.9988288879394531, F1: 0.8514755684567006\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1220.png\n",
      "Acc: 0.9989509582519531, F1: 0.9313015238571072\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1224.png\n",
      "Acc: 0.9989089965820312, F1: 0.8961510530137982\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1234.png\n",
      "Acc: 0.994720458984375, F1: 0.591740412979351\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1246.png\n",
      "Acc: 0.9987258911132812, F1: 0.9062850729517397\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1291.png\n",
      "Acc: 0.9990653991699219, F1: 0.8903803131991052\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1294.png\n",
      "Acc: 0.9987716674804688, F1: 0.8789473684210526\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1307.png\n",
      "Acc: 0.9992904663085938, F1: 0.933428775948461\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1313.png\n",
      "Acc: 0.9993667602539062, F1: 0.9512910798122066\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1316.png\n",
      "Acc: 0.9977684020996094, F1: 0.8151658767772512\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\132.png\n",
      "Acc: 0.9971809387207031, F1: 0.9230448818077684\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1322.png\n",
      "Acc: 0.9990310668945312, F1: 0.7904290429042904\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1332.png\n",
      "Acc: 0.9991950988769531, F1: 0.9083803734259661\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1338.png\n",
      "Acc: 0.9990234375, F1: 0.9131614654002713\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1339.png\n",
      "Acc: 0.9986152648925781, F1: 0.8461212378126325\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1361.png\n",
      "Acc: 0.9982681274414062, F1: 0.9241056502841859\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1362.png\n",
      "Acc: 0.9986648559570312, F1: 0.948055802908875\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1384.png\n",
      "Acc: 0.9977836608886719, F1: 0.8175824175824176\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1413.png\n",
      "Acc: 0.9985389709472656, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1428.png\n",
      "Acc: 0.9993972778320312, F1: 0.9569482288828338\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1442.png\n",
      "Acc: 0.9991226196289062, F1: 0.9490022172949002\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1444.png\n",
      "Acc: 0.9990234375, F1: 0.9464435146443515\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1448.png\n",
      "Acc: 0.9990959167480469, F1: 0.9217046580773043\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1485.png\n",
      "Acc: 0.9995040893554688, F1: 0.9672048435923309\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1495.png\n",
      "Acc: 0.9985313415527344, F1: 0.9438366156090445\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\15.png\n",
      "Acc: 0.9990119934082031, F1: 0.9681544325587115\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1503.png\n",
      "Acc: 0.9986305236816406, F1: 0.9585593905113702\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1513.png\n",
      "Acc: 0.999053955078125, F1: 0.9225484072454716\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1527.png\n",
      "Acc: 0.9987373352050781, F1: 0.8390860476421974\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1532.png\n",
      "Acc: 0.9976768493652344, F1: 0.8838008013737836\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1550.png\n",
      "Acc: 0.9986686706542969, F1: 0.9509349079150851\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1567.png\n",
      "Acc: 0.9990959167480469, F1: 0.8460038986354775\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1577.png\n",
      "Acc: 0.9978790283203125, F1: 0.9068364611260054\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1578.png\n",
      "Acc: 0.9991607666015625, F1: 0.9674267100977199\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1627.png\n",
      "Acc: 0.9906272888183594, F1: 0.8086001402196775\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1628.png\n",
      "Acc: 0.99761962890625, F1: 0.6222760290556901\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1637.png\n",
      "Acc: 0.9994888305664062, F1: 0.9831700577744286\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1641.png\n",
      "Acc: 0.9987525939941406, F1: 0.9216015344042197\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1671.png\n",
      "Acc: 0.9994544982910156, F1: 0.9138034960819771\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\168.png\n",
      "Acc: 0.9977569580078125, F1: 0.9095662872962166\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1686.png\n",
      "Acc: 0.9979591369628906, F1: 0.9296145244046836\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1696.png\n",
      "Acc: 0.9984130859375, F1: 0.9041032733978792\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\174.png\n",
      "Acc: 0.9982070922851562, F1: 0.9528112449799196\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1744.png\n",
      "Acc: 0.9984970092773438, F1: 0.855359765051395\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1756.png\n",
      "Acc: 0.9994125366210938, F1: 0.8438133874239351\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1772.png\n",
      "Acc: 0.9986610412597656, F1: 0.8421052631578947\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1793.png\n",
      "Acc: 0.9994583129882812, F1: 0.891271056661562\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1797.png\n",
      "Acc: 0.9988327026367188, F1: 0.9309878213802436\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1824.png\n",
      "Acc: 0.9973869323730469, F1: 0.9282045907137617\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1841.png\n",
      "Acc: 0.9961776733398438, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1846.png\n",
      "Acc: 0.99755859375, F1: 0.9103892467096052\n",
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      "Acc: 0.9975471496582031, F1: 0.8570157883033134\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1854.png\n",
      "Acc: 0.9969291687011719, F1: 0.9408914017181879\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1860.png\n",
      "Acc: 0.9892463684082031, F1: 0.8450502940691474\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1869.png\n",
      "Acc: 0.9983329772949219, F1: 0.9007043853669621\n",
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      "Acc: 0.9976425170898438, F1: 0.9585901902975074\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1876.png\n",
      "Acc: 0.995697021484375, F1: 0.9445482253465736\n",
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      "Acc: 0.9968185424804688, F1: 0.8735597331716192\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1896.png\n",
      "Acc: 0.9969291687011719, F1: 0.9140599978648447\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1902.png\n",
      "Acc: 0.9967193603515625, F1: 0.9502545118000926\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1905.png\n",
      "Acc: 0.9970932006835938, F1: 0.9569637411047103\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1909.png\n",
      "Acc: 0.9985542297363281, F1: 0.8864249325741684\n",
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      "Acc: 0.9964447021484375, F1: 0.9600856531049251\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1933.png\n",
      "Acc: 0.9923324584960938, F1: 0.7875264270613108\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1935.png\n",
      "Acc: 0.9823951721191406, F1: 0.6838824577025824\n",
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      "Acc: 0.9978828430175781, F1: 0.9797437862695719\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1969.png\n",
      "Acc: 0.9843406677246094, F1: 0.6202238875011564\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\1982.png\n",
      "Acc: 0.9791259765625, F1: 0.277337559429477\n",
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      "Acc: 0.9971389770507812, F1: 0.8881932021466905\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2.png\n",
      "Acc: 0.9963798522949219, F1: 0.9465803546298902\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2007.png\n",
      "Acc: 0.9950981140136719, F1: 0.912839991860544\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2011.png\n",
      "Acc: 0.9952812194824219, F1: 0.8833789007259357\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2016.png\n",
      "Acc: 0.9887619018554688, F1: 0.7236916150815982\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2030.png\n",
      "Acc: 0.996978759765625, F1: 0.9348577068596808\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2038.png\n",
      "Acc: 0.9973945617675781, F1: 0.8953256704980843\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\204.png\n",
      "Acc: 0.9960823059082031, F1: 0.924301614210953\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2042.png\n",
      "Acc: 0.9975929260253906, F1: 0.9545552754771336\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2048.png\n",
      "Acc: 0.9918479919433594, F1: 0.8540798907476954\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2054.png\n",
      "Acc: 0.9746208190917969, F1: 0.7109778878317912\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2057.png\n",
      "Acc: 0.993255615234375, F1: 0.8649556981362664\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2067.png\n",
      "Acc: 0.9690895080566406, F1: 0.47624587938724067\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2076.png\n",
      "Acc: 0.9952468872070312, F1: 0.9574366331898613\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\209.png\n",
      "Acc: 0.9772834777832031, F1: 0.7795179384649561\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2098.png\n",
      "Acc: 0.98675537109375, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\210.png\n",
      "Acc: 0.9830665588378906, F1: 0.8536287796353085\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2132.png\n",
      "Acc: 0.9870223999023438, F1: 0.900363167760075\n",
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      "Acc: 0.995758056640625, F1: 0.9102357119793348\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\217.png\n",
      "Acc: 0.997833251953125, F1: 0.9070984625449787\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2215.png\n",
      "Acc: 0.997650146484375, F1: 0.7630769230769231\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2218.png\n",
      "Acc: 0.9706878662109375, F1: 0.43358395989974935\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2227.png\n",
      "Acc: 0.9939041137695312, F1: 0.8386836260852009\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2237.png\n",
      "Acc: 0.9908676147460938, F1: 0.56957928802589\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2245.png\n",
      "Acc: 0.99603271484375, F1: 0.764065335753176\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\226.png\n",
      "Acc: 0.9992179870605469, F1: 0.9763634267266229\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2266.png\n",
      "Acc: 0.9947891235351562, F1: 0.9122446357445715\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2276.png\n",
      "Acc: 0.9963417053222656, F1: 0.8347975882859604\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2278.png\n",
      "Acc: 0.9980239868164062, F1: 0.8021390374331551\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\23.png\n",
      "Acc: 0.9978256225585938, F1: 0.9476102941176471\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2302.png\n",
      "Acc: 0.9917488098144531, F1: 0.5930385700846661\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2321.png\n",
      "Acc: 0.9990272521972656, F1: 0.9037372593431483\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2334.png\n",
      "Acc: 0.9987106323242188, F1: 0.9487101669195751\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2336.png\n",
      "Acc: 0.9989814758300781, F1: 0.9581963363081258\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2354.png\n",
      "Acc: 0.9751091003417969, F1: 0.6510135315826069\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2376.png\n",
      "Acc: 0.9910316467285156, F1: 0.8394454688246944\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2381.png\n",
      "Acc: 0.990478515625, F1: 0.9181585677749361\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2386.png\n",
      "Acc: 0.9963226318359375, F1: 0.9433007881425715\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2390.png\n",
      "Acc: 0.9958343505859375, F1: 0.9511933494234379\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2393.png\n",
      "Acc: 0.9848480224609375, F1: 0.6150416747431673\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2411.png\n",
      "Acc: 0.9976463317871094, F1: 0.930053281940823\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2412.png\n",
      "Acc: 0.99859619140625, F1: 0.9536173430804135\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2421.png\n",
      "Acc: 0.9760818481445312, F1: 0.6140113272592957\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2429.png\n",
      "Acc: 0.9946517944335938, F1: 0.8827367012378722\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2443.png\n",
      "Acc: 0.9886398315429688, F1: 0.7490731378496798\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2465.png\n",
      "Acc: 0.9925270080566406, F1: 0.8332624053110903\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2469.png\n",
      "Acc: 0.9916954040527344, F1: 0.5122115169168721\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2473.png\n",
      "Acc: 0.9958457946777344, F1: 0.897196261682243\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2492.png\n",
      "Acc: 0.9974403381347656, F1: 0.9737058662173282\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\25.png\n",
      "Acc: 0.992706298828125, F1: 0.7452704503064216\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2506.png\n",
      "Acc: 0.9922561645507812, F1: 0.6844886540254896\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2515.png\n",
      "Acc: 0.9948539733886719, F1: 0.8442443135896548\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2516.png\n",
      "Acc: 0.9921989440917969, F1: 0.8895251472097672\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2518.png\n",
      "Acc: 0.9738349914550781, F1: 0.5029349952895137\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2530.png\n",
      "Acc: 0.9915351867675781, F1: 0.6091245376078915\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2536.png\n",
      "Acc: 0.9956245422363281, F1: 0.9095354523227384\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2546.png\n",
      "Acc: 0.996063232421875, F1: 0.9194001874414246\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2548.png\n",
      "Acc: 0.99688720703125, F1: 0.9266582779076038\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2552.png\n",
      "Acc: 0.9985885620117188, F1: 0.9114408808042126\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2559.png\n",
      "Acc: 0.9955291748046875, F1: 0.9267683079230192\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2576.png\n",
      "Acc: 0.9975967407226562, F1: 0.9597083653108212\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2584.png\n",
      "Acc: 0.9974899291992188, F1: 0.8567073170731707\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2601.png\n",
      "Acc: 0.9945640563964844, F1: 0.9404289118347895\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2603.png\n",
      "Acc: 0.9958648681640625, F1: 0.9347381095725467\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2604.png\n",
      "Acc: 0.9951057434082031, F1: 0.9239072415633711\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2632.png\n",
      "Acc: 0.9902915954589844, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2635.png\n",
      "Acc: 0.9947853088378906, F1: 0.9065682455061171\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2639.png\n",
      "Acc: 0.9949836730957031, F1: 0.8691932756391128\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2647.png\n",
      "Acc: 0.9895553588867188, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2650.png\n",
      "Acc: 0.9988174438476562, F1: 0.9396182313985196\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2663.png\n",
      "Acc: 0.9908332824707031, F1: 0.6952441344324667\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2690.png\n",
      "Acc: 0.9969635009765625, F1: 0.9254262694397601\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2698.png\n",
      "Acc: 0.9816818237304688, F1: 0.775523560209424\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2702.png\n",
      "Acc: 0.9991073608398438, F1: 0.7954545454545454\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2706.png\n",
      "Acc: 0.9942588806152344, F1: 0.8049760269534794\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2711.png\n",
      "Acc: 0.9961318969726562, F1: 0.9259745948313622\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2739.png\n",
      "Acc: 0.9980506896972656, F1: 0.9701501255914481\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2743.png\n",
      "Acc: 0.9932289123535156, F1: 0.7284687165366376\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\276.png\n",
      "Acc: 0.9978446960449219, F1: 0.9514145670306992\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2767.png\n",
      "Acc: 0.9936904907226562, F1: 0.9334727696886815\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2784.png\n",
      "Acc: 0.9907493591308594, F1: 0.7890020012181328\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2786.png\n",
      "Acc: 0.9887809753417969, F1: 0.7116949318694246\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2789.png\n",
      "Acc: 0.9728660583496094, F1: 0.6529058702971746\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2791.png\n",
      "Acc: 0.9742317199707031, F1: 0.5907796692312353\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2795.png\n",
      "Acc: 0.9912261962890625, F1: 0.9210110584518167\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2797.png\n",
      "Acc: 0.97607421875, F1: 0.7289541918755402\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2806.png\n",
      "Acc: 0.9810676574707031, F1: 0.5282767797737857\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2811.png\n",
      "Acc: 0.9964675903320312, F1: 0.9166816627676804\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2823.png\n",
      "Acc: 0.9988594055175781, F1: 0.673224043715847\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2830.png\n",
      "Acc: 0.9982795715332031, F1: 0.7666839110191412\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2862.png\n",
      "Acc: 0.9960250854492188, F1: 0.795445622300746\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2874.png\n",
      "Acc: 0.9988670349121094, F1: 0.9080779944289693\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2882.png\n",
      "Acc: 0.9715080261230469, F1: 0.4992961051149695\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2899.png\n",
      "Acc: 0.998809814453125, F1: 0.8968253968253969\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\290.png\n",
      "Acc: 0.9989662170410156, F1: 0.974436373926988\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2912.png\n",
      "Acc: 0.9966850280761719, F1: 0.8144351911168055\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2918.png\n",
      "Acc: 0.9946823120117188, F1: 0.8857564333715784\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2919.png\n",
      "Acc: 0.9966201782226562, F1: 0.9479191159181755\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2933.png\n",
      "Acc: 0.9980087280273438, F1: 0.8803849679193401\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2937.png\n",
      "Acc: 0.9968490600585938, F1: 0.9572861723032372\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2946.png\n",
      "Acc: 0.9963951110839844, F1: 0.926327278397131\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2952.png\n",
      "Acc: 0.9967041015625, F1: 0.92992700729927\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2955.png\n",
      "Acc: 0.9959297180175781, F1: 0.7764508694741253\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2969.png\n",
      "Acc: 0.9893951416015625, F1: 0.6417525773195877\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2978.png\n",
      "Acc: 0.9987945556640625, F1: 0.9406015037593985\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\298.png\n",
      "Acc: 0.9995002746582031, F1: 0.9392675011590171\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2981.png\n",
      "Acc: 0.998626708984375, F1: 0.9257425742574258\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2985.png\n",
      "Acc: 0.9917221069335938, F1: 0.858355091383812\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2987.png\n",
      "Acc: 0.9864692687988281, F1: 0.8260507086459713\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2988.png\n",
      "Acc: 0.9914474487304688, F1: 0.9171532037543418\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\2996.png\n",
      "Acc: 0.9989471435546875, F1: 0.9042331714087439\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\3.png\n",
      "Acc: 0.997650146484375, F1: 0.9707335613835044\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\3010.png\n",
      "Acc: 0.9968452453613281, F1: 0.8010584556170315\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\3014.png\n",
      "Acc: 0.9963912963867188, F1: 0.9015813566375364\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\3022.png\n",
      "Acc: 0.9983406066894531, F1: 0.8512820512820513\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\3024.png\n",
      "Acc: 0.9987945556640625, F1: 0.9721487748986427\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\3040.png\n",
      "Acc: 0.9994430541992188, F1: 0.9048239895697523\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\3041.png\n",
      "Acc: 0.99884033203125, F1: 0.7781021897810219\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\3046.png\n",
      "Acc: 0.9959793090820312, F1: 0.8898871709151692\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\3047.png\n",
      "Acc: 0.9992942810058594, F1: 0.8816378758797185\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\305.png\n",
      "Acc: 0.9976615905761719, F1: 0.9734827183458061\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\325.png\n",
      "Acc: 0.999176025390625, F1: 0.945646703573226\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\342.png\n",
      "Acc: 0.9985389709472656, F1: 0.9626523647001463\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\347.png\n",
      "Acc: 0.9982528686523438, F1: 0.9535873530603972\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\348.png\n",
      "Acc: 0.9975013732910156, F1: 0.8820457410408789\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\353.png\n",
      "Acc: 0.998870849609375, F1: 0.8986995208761123\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\36.png\n",
      "Acc: 0.9988059997558594, F1: 0.9155651470191529\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\363.png\n",
      "Acc: 0.9987869262695312, F1: 0.9603590127150337\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\37.png\n",
      "Acc: 0.9987258911132812, F1: 0.9317252657399836\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\372.png\n",
      "Acc: 0.9974174499511719, F1: 0.937215988129463\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\387.png\n",
      "Acc: 0.9984359741210938, F1: 0.9779308859941866\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\401.png\n",
      "Acc: 0.9983291625976562, F1: 0.9763294422827496\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\405.png\n",
      "Acc: 0.9989204406738281, F1: 0.9705054715997915\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\406.png\n",
      "Acc: 0.9994125366210938, F1: 0.9836379090522737\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\408.png\n",
      "Acc: 0.9988136291503906, F1: 0.9557295373665481\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\410.png\n",
      "Acc: 0.9992294311523438, F1: 0.9796165489404641\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\421.png\n",
      "Acc: 0.9976043701171875, F1: 0.9241912119748914\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\424.png\n",
      "Acc: 0.9984931945800781, F1: 0.9785710410676504\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\429.png\n",
      "Acc: 0.99920654296875, F1: 0.9766711529834007\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\447.png\n",
      "Acc: 0.9984474182128906, F1: 0.9589841781719238\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\450.png\n",
      "Acc: 0.9994621276855469, F1: 0.9544426494345719\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\453.png\n",
      "Acc: 0.9987220764160156, F1: 0.955587962349198\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\469.png\n",
      "Acc: 0.9990425109863281, F1: 0.963754512635379\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\471.png\n",
      "Acc: 0.9995651245117188, F1: 0.9612244897959183\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\476.png\n",
      "Acc: 0.9995231628417969, F1: 0.9291784702549575\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\489.png\n",
      "Acc: 0.9995193481445312, F1: 0.9214463840399002\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\49.png\n",
      "Acc: 0.9977684020996094, F1: 0.8577680525164114\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\490.png\n",
      "Acc: 0.9934539794921875, F1: 0.7545766590389016\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\50.png\n",
      "Acc: 0.9969215393066406, F1: 0.9245300663985785\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\502.png\n",
      "Acc: 0.9991874694824219, F1: 0.9742535960352955\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\503.png\n",
      "Acc: 0.9985084533691406, F1: 0.9458973294589733\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\504.png\n",
      "Acc: 0.9988365173339844, F1: 0.9249692496924969\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\505.png\n",
      "Acc: 0.9947853088378906, F1: 0.7653218884120172\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\521.png\n",
      "Acc: 0.9987754821777344, F1: 0.9613206410410893\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\539.png\n",
      "Acc: 0.9983253479003906, F1: 0.9688762850053173\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\542.png\n",
      "Acc: 0.9969291687011719, F1: 0.9665350239035544\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\544.png\n",
      "Acc: 0.9979743957519531, F1: 0.9565430886324576\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\548.png\n",
      "Acc: 0.99932861328125, F1: 0.9501698754246886\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\550.png\n",
      "Acc: 0.9990921020507812, F1: 0.835635359116022\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\556.png\n",
      "Acc: 0.9965782165527344, F1: 0.9239508266214498\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\561.png\n",
      "Acc: 0.9948272705078125, F1: 0.9314943922400728\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\579.png\n",
      "Acc: 0.9997406005859375, F1: 0.930327868852459\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\58.png\n",
      "Acc: 0.9991645812988281, F1: 0.8734835355285961\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\580.png\n",
      "Acc: 0.9992790222167969, F1: 0.9716088328075709\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\587.png\n",
      "Acc: 0.9992752075195312, F1: 0.9663001064207166\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\624.png\n",
      "Acc: 0.9969635009765625, F1: 0.9204\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\636.png\n",
      "Acc: 0.9993972778320312, F1: 0.9865394445391038\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\642.png\n",
      "Acc: 0.9991073608398438, F1: 0.949590693666523\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\646.png\n",
      "Acc: 0.9949684143066406, F1: 0.8971219093674441\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\665.png\n",
      "Acc: 0.9987068176269531, F1: 0.9627677100494234\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\666.png\n",
      "Acc: 0.9987525939941406, F1: 0.9615971814445097\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\687.png\n",
      "Acc: 0.9995155334472656, F1: 0.9711035267349261\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\694.png\n",
      "Acc: 0.9991378784179688, F1: 0.9666371420135813\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\698.png\n",
      "Acc: 0.9985847473144531, F1: 0.9793049590003905\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\709.png\n",
      "Acc: 0.9986839294433594, F1: 0.866949479367528\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\71.png\n",
      "Acc: 0.9992294311523438, F1: 0.8832369942196532\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\713.png\n",
      "Acc: 0.9989738464355469, F1: 0.955981017836688\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\726.png\n",
      "Acc: 0.9965705871582031, F1: 0.9076338230761327\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\729.png\n",
      "Acc: 0.9984283447265625, F1: 0.9189933149823044\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\73.png\n",
      "Acc: 0.9981117248535156, F1: 0.9670768207515796\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\744.png\n",
      "Acc: 0.9958381652832031, F1: 0.9686665326402252\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\752.png\n",
      "Acc: 0.9644851684570312, F1: 0.20058389146488065\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\756.png\n",
      "Acc: 0.9990615844726562, F1: 0.9639929742388759\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\76.png\n",
      "Acc: 0.998321533203125, F1: 0.9790894401672845\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\760.png\n",
      "Acc: 0.9990615844726562, F1: 0.9123931623931624\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\774.png\n",
      "Acc: 0.9942398071289062, F1: 0.8426755574077933\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\777.png\n",
      "Acc: 0.9953727722167969, F1: 0.7982032939610714\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\789.png\n",
      "Acc: 0.9955902099609375, F1: 0.959441442705775\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\805.png\n",
      "Acc: 0.9942054748535156, F1: 0.9115265886190227\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\815.png\n",
      "Acc: 0.9950370788574219, F1: 0.9467436243808588\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\818.png\n",
      "Acc: 0.9976959228515625, F1: 0.802226588081205\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\828.png\n",
      "Acc: 0.9992790222167969, F1: 0.9211514392991239\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/predictions\\830.png\n",
      "Acc: 0.9986610412597656, F1: 0.9627586206896551\n",
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      "Acc: 0.9979362487792969, F1: 0.8138974888200894\n",
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      "Acc: 0.9956550598144531, F1: 0.8841419997965619\n",
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      "Acc: 0.9842262268066406, F1: 0.0\n",
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      "Acc: 0.9953689575195312, F1: 0.8808402041617589\n",
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      "Acc: 0.9981689453125, F1: 0.9491309877066554\n",
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      "Acc: 0.9879646301269531, F1: 0.862796260056534\n",
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      "Acc: 0.9982414245605469, F1: 0.9404469706756233\n",
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      "Acc: 0.9907417297363281, F1: 0.0\n",
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      "Acc: 0.9969253540039062, F1: 0.9123531970421923\n",
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      "Acc: 0.9958343505859375, F1: 0.5635491606714629\n",
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      "Acc: 0.9986228942871094, F1: 0.9152781037315184\n",
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      "Acc: 0.9992713928222656, F1: 0.9727103871981712\n",
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      "Acc: 0.998748779296875, F1: 0.9100877192982456\n",
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      "Acc: 0.9981956481933594, F1: 0.8470740381506627\n",
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      "Acc: 0.9987716674804688, F1: 0.8992490613266583\n",
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      "Acc: 0.9991798400878906, F1: 0.9311559398014729\n",
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      "Acc: 0.9991989135742188, F1: 0.9428415895481764\n",
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      "Acc: 0.9991836547851562, F1: 0.9686768149882904\n",
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      "Acc: 0.9989585876464844, F1: 0.9106967615309126\n",
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      "Acc: 0.9987869262695312, F1: 0.8777863182167563\n",
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      "Acc: 0.9974250793457031, F1: 0.7969924812030075\n",
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      "Acc: 0.9968986511230469, F1: 0.9132244636567403\n",
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      "Acc: 0.9984321594238281, F1: 0.9448248086991542\n",
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      "Acc: 0.9850616455078125, F1: 0.1336283185840708\n",
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      "Acc: 0.9969902038574219, F1: 0.9530105413614436\n",
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      "Acc: 0.9987945556640625, F1: 0.8727858293075684\n",
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      "Acc: 0.9988861083984375, F1: 0.8805237315875614\n",
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      "Acc: 0.9988250732421875, F1: 0.8948805460750853\n",
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      "Acc: 0.9930686950683594, F1: 0.7517420412624676\n",
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      "Acc: 0.9987335205078125, F1: 0.9413427561837456\n",
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      "Acc: 0.9983940124511719, F1: 0.8906209405040271\n",
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      "Acc: 0.9986686706542969, F1: 0.8795305488436314\n",
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      "Acc: 0.9979095458984375, F1: 0.9095709570957096\n",
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      "Acc: 0.9662818908691406, F1: 0.06830399494044483\n",
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      "Acc: 0.9928741455078125, F1: 0.4403834631515878\n",
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      "Acc: 0.9984359741210938, F1: 0.9163606691146471\n",
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      "Acc: 0.9986000061035156, F1: 0.9159606136936111\n",
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      "Acc: 0.998626708984375, F1: 0.9138343705122068\n",
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      "Acc: 0.9983901977539062, F1: 0.8956478733926805\n",
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      "Acc: 0.9952964782714844, F1: 0.7469731171762775\n",
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      "Acc: 0.998443603515625, F1: 0.9239940387481371\n",
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      "Acc: 0.999176025390625, F1: 0.9607129865405603\n",
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      "Acc: 0.9985237121582031, F1: 0.8371897349600337\n",
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      "Acc: 0.9990463256835938, F1: 0.8306233062330624\n",
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      "Acc: 0.999114990234375, F1: 0.8786610878661087\n",
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      "Acc: 0.9986648559570312, F1: 0.9507874015748031\n",
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      "Acc: 0.9983711242675781, F1: 0.7837974683544304\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1220.png\n",
      "Acc: 0.9985694885253906, F1: 0.9018067556952082\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1224.png\n",
      "Acc: 0.9987449645996094, F1: 0.8816972312117943\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1234.png\n",
      "Acc: 0.99365234375, F1: 0.5478260869565217\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1246.png\n",
      "Acc: 0.9986610412597656, F1: 0.9017632241813602\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1291.png\n",
      "Acc: 0.9986648559570312, F1: 0.856909239574816\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1294.png\n",
      "Acc: 0.9988441467285156, F1: 0.8916696460493386\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1307.png\n",
      "Acc: 0.9994010925292969, F1: 0.9440684004275026\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1313.png\n",
      "Acc: 0.9993629455566406, F1: 0.9547302792084575\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1316.png\n",
      "Acc: 0.9989662170410156, F1: 0.9048789048789049\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\132.png\n",
      "Acc: 0.9975433349609375, F1: 0.9330839567747299\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1322.png\n",
      "Acc: 0.9994316101074219, F1: 0.8941009239516702\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1332.png\n",
      "Acc: 0.9987983703613281, F1: 0.870954526833265\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1338.png\n",
      "Acc: 0.999267578125, F1: 0.9366336633663367\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1339.png\n",
      "Acc: 0.9990577697753906, F1: 0.9028706252457727\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1361.png\n",
      "Acc: 0.9975433349609375, F1: 0.8950798305637016\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1362.png\n",
      "Acc: 0.9977760314941406, F1: 0.9161513015964332\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1384.png\n",
      "Acc: 0.99700927734375, F1: 0.7696827262044653\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1413.png\n",
      "Acc: 0.997161865234375, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1428.png\n",
      "Acc: 0.9995002746582031, F1: 0.9652796183408429\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1442.png\n",
      "Acc: 0.9987106323242188, F1: 0.9286317567567568\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1444.png\n",
      "Acc: 0.9990158081054688, F1: 0.9451297320289238\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1448.png\n",
      "Acc: 0.9989013671875, F1: 0.8995115143056525\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1485.png\n",
      "Acc: 0.9992141723632812, F1: 0.9441128594682583\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1495.png\n",
      "Acc: 0.9979133605957031, F1: 0.9211701974347889\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\15.png\n",
      "Acc: 0.9983673095703125, F1: 0.9468718967229395\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1503.png\n",
      "Acc: 0.9980049133300781, F1: 0.9411102353338588\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1513.png\n",
      "Acc: 0.9990158081054688, F1: 0.9242068155111633\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1527.png\n",
      "Acc: 0.9989089965820312, F1: 0.8555555555555555\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1532.png\n",
      "Acc: 0.9968948364257812, F1: 0.8430389510219822\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1550.png\n",
      "Acc: 0.9975357055664062, F1: 0.9128675478823847\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1567.png\n",
      "Acc: 0.9984550476074219, F1: 0.7635726795096323\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1577.png\n",
      "Acc: 0.9965324401855469, F1: 0.8561936402467963\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1578.png\n",
      "Acc: 0.9978752136230469, F1: 0.9219122388896678\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1627.png\n",
      "Acc: 0.9944229125976562, F1: 0.8680743548096012\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1628.png\n",
      "Acc: 0.9980125427246094, F1: 0.7411823149528067\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1637.png\n",
      "Acc: 0.9986305236816406, F1: 0.9570214294265533\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1641.png\n",
      "Acc: 0.9987640380859375, F1: 0.922077922077922\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1671.png\n",
      "Acc: 0.9965133666992188, F1: 0.4859392575928009\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\168.png\n",
      "Acc: 0.9984130859375, F1: 0.9389850396010561\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1686.png\n",
      "Acc: 0.9971542358398438, F1: 0.9048469387755103\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1696.png\n",
      "Acc: 0.9984779357910156, F1: 0.9083390764989663\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\174.png\n",
      "Acc: 0.9980049133300781, F1: 0.9476947694769476\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1744.png\n",
      "Acc: 0.9977874755859375, F1: 0.8006872852233677\n",
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      "Acc: 0.9991378784179688, F1: 0.7779960707269156\n",
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      "Acc: 0.9981155395507812, F1: 0.7950207468879668\n",
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      "Acc: 0.9988746643066406, F1: 0.7354260089686099\n",
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      "Acc: 0.99871826171875, F1: 0.9234624145785877\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\1824.png\n",
      "Acc: 0.9959983825683594, F1: 0.8945622675645793\n",
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      "Acc: 0.9979133605957031, F1: 0.9205057404447028\n",
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      "Acc: 0.9959449768066406, F1: 0.785901309164149\n",
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      "Acc: 0.9796638488769531, F1: 0.36437343507809705\n",
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      "Acc: 0.9879531860351562, F1: 0.8282388774067225\n",
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      "Acc: 0.997711181640625, F1: 0.9587402007976894\n",
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      "Acc: 0.994842529296875, F1: 0.925763233033165\n",
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      "Acc: 0.9913520812988281, F1: 0.7030001310100877\n",
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      "Acc: 0.993743896484375, F1: 0.9014423076923077\n",
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      "Acc: 0.9956092834472656, F1: 0.9377669640443363\n",
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      "Acc: 0.9974212646484375, F1: 0.8089315997738835\n",
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      "Acc: 0.9956207275390625, F1: 0.9510614715662035\n",
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      "Acc: 0.9886856079101562, F1: 0.6549557933922755\n",
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      "Acc: 0.9778213500976562, F1: 0.5543461597424498\n",
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      "Acc: 0.9971694946289062, F1: 0.9727245993236289\n",
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      "Acc: 0.9916419982910156, F1: 0.8527850567761875\n",
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      "Acc: 0.9940299987792969, F1: 0.8507960720755077\n",
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      "Acc: 0.9850807189941406, F1: 0.6026617901046429\n",
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      "Acc: 0.9963417053222656, F1: 0.8364876385336744\n",
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      "Acc: 0.9954681396484375, F1: 0.9135874308990398\n",
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      "Acc: 0.9972152709960938, F1: 0.9473684210526315\n",
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      "Acc: 0.9932899475097656, F1: 0.8836563264766188\n",
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      "Acc: 0.9698638916015625, F1: 0.6312890880238962\n",
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      "Acc: 0.984649658203125, F1: 0.6133743274404304\n",
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      "Acc: 0.9626045227050781, F1: 0.38404021363493557\n",
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      "Acc: 0.9872589111328125, F1: 0.8934948979591837\n",
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      "Acc: 0.964447021484375, F1: 0.6055861193398223\n",
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      "Acc: 0.9920310974121094, F1: 0.5817817817817817\n",
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      "Acc: 0.9746818542480469, F1: 0.7593284258621315\n",
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      "Acc: 0.9843978881835938, F1: 0.8812496370710179\n",
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      "Acc: 0.9976387023925781, F1: 0.9537749234560525\n",
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      "Acc: 0.9968185424804688, F1: 0.8626934474810668\n",
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      "Acc: 0.9944496154785156, F1: 0.5277507302823758\n",
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      "Acc: 0.9753379821777344, F1: 0.5031127507493659\n",
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      "Acc: 0.9938926696777344, F1: 0.8298437666064407\n",
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      "Acc: 0.9973373413085938, F1: 0.8194516295913088\n",
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      "Acc: 0.9987678527832031, F1: 0.9031484257871064\n",
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      "Acc: 0.9992523193359375, F1: 0.9773515137508666\n",
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      "Acc: 0.9955978393554688, F1: 0.9291415940071227\n",
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      "Acc: 0.9956207275390625, F1: 0.7837226827430294\n",
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      "Acc: 0.9979438781738281, F1: 0.7951349296845306\n",
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      "Acc: 0.9986343383789062, F1: 0.8763812154696132\n",
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      "Acc: 0.9990272521972656, F1: 0.8875165416850463\n",
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      "Acc: 0.9974784851074219, F1: 0.889298274995813\n",
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      "Acc: 0.9968948364257812, F1: 0.8738766656337156\n",
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      "Acc: 0.9678268432617188, F1: 0.4974377309021571\n",
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      "Acc: 0.9930686950683594, F1: 0.8810007204139105\n",
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      "Acc: 0.9890594482421875, F1: 0.8997132666620044\n",
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      "Acc: 0.9961509704589844, F1: 0.9415309729385177\n",
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      "Acc: 0.9940643310546875, F1: 0.9275672656177265\n",
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      "Acc: 0.9883842468261719, F1: 0.746397934538186\n",
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      "Acc: 0.9964599609375, F1: 0.878183250196902\n",
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      "Acc: 0.9963111877441406, F1: 0.8654140570633264\n",
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      "Acc: 0.9784698486328125, F1: 0.6250332181769864\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2429.png\n",
      "Acc: 0.993377685546875, F1: 0.8543624161073825\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2443.png\n",
      "Acc: 0.9865531921386719, F1: 0.7035573122529645\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2465.png\n",
      "Acc: 0.9914970397949219, F1: 0.8107970460911638\n",
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      "Acc: 0.9938087463378906, F1: 0.5828835774865073\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2473.png\n",
      "Acc: 0.9939041137695312, F1: 0.8160681399631676\n",
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      "Acc: 0.9969482421875, F1: 0.967979506884406\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\25.png\n",
      "Acc: 0.9934310913085938, F1: 0.754\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2506.png\n",
      "Acc: 0.9886322021484375, F1: 0.592896174863388\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2515.png\n",
      "Acc: 0.9902000427246094, F1: 0.7424044921287476\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2516.png\n",
      "Acc: 0.9923324584960938, F1: 0.8860544217687075\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2518.png\n",
      "Acc: 0.9752693176269531, F1: 0.5083048919226394\n",
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      "Acc: 0.9879531860351562, F1: 0.5790455878432418\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2536.png\n",
      "Acc: 0.9896278381347656, F1: 0.7261557055091147\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2546.png\n",
      "Acc: 0.9945106506347656, F1: 0.8930985810861006\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2548.png\n",
      "Acc: 0.9974937438964844, F1: 0.9381414179455795\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2552.png\n",
      "Acc: 0.9982376098632812, F1: 0.888189738625363\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2559.png\n",
      "Acc: 0.9932518005371094, F1: 0.8830877007468112\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2576.png\n",
      "Acc: 0.9965553283691406, F1: 0.9427937915742793\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2584.png\n",
      "Acc: 0.9976158142089844, F1: 0.8822310156397212\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2601.png\n",
      "Acc: 0.9908103942871094, F1: 0.8960248608053865\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2603.png\n",
      "Acc: 0.9905738830566406, F1: 0.8253092965712265\n",
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      "Acc: 0.9802207946777344, F1: 0.6916076845298281\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2632.png\n",
      "Acc: 0.9919700622558594, F1: 0.2948073701842546\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2635.png\n",
      "Acc: 0.9928703308105469, F1: 0.8723098995695839\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2639.png\n",
      "Acc: 0.9946098327636719, F1: 0.8651846197881882\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2647.png\n",
      "Acc: 0.9943809509277344, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2650.png\n",
      "Acc: 0.9973373413085938, F1: 0.8486556808326106\n",
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      "Acc: 0.99310302734375, F1: 0.7519890260631001\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2690.png\n",
      "Acc: 0.9967422485351562, F1: 0.9207939157855686\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\2698.png\n",
      "Acc: 0.9814987182617188, F1: 0.771010387157696\n",
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      "Acc: 0.9972877502441406, F1: 0.5834797891036907\n",
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      "Acc: 0.9942436218261719, F1: 0.8029254277132036\n",
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      "Acc: 0.9969863891601562, F1: 0.9377462568951931\n",
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      "Acc: 0.9946365356445312, F1: 0.9238518197573656\n",
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      "Acc: 0.9875717163085938, F1: 0.6607663473552686\n",
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      "Acc: 0.9914093017578125, F1: 0.7957925281102648\n",
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      "Acc: 0.9798545837402344, F1: 0.3174356985911852\n",
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      "Acc: 0.9756202697753906, F1: 0.5543546475141203\n",
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      "Acc: 0.992919921875, F1: 0.9341189833877609\n",
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      "Acc: 0.9543647766113281, F1: 0.2925069489620912\n",
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      "Acc: 0.9942512512207031, F1: 0.8992579717895581\n",
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      "Acc: 0.9974174499511719, F1: 0.9365926758452748\n",
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      "Acc: 0.9972801208496094, F1: 0.6766439909297052\n",
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      "Acc: 0.9954719543457031, F1: 0.7816007359705611\n",
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      "Acc: 0.9982452392578125, F1: 0.8750678978815861\n",
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      "Acc: 0.9750595092773438, F1: 0.5850996319329864\n",
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      "Acc: 0.9950904846191406, F1: 0.9274234478091693\n",
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      "Acc: 0.9971847534179688, F1: 0.8363636363636363\n",
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      "Acc: 0.9956817626953125, F1: 0.9418831502207619\n",
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      "Acc: 0.9973335266113281, F1: 0.9435698716396221\n",
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      "Acc: 0.9957199096679688, F1: 0.9122614951517047\n",
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      "Acc: 0.9879493713378906, F1: 0.5808677192516917\n",
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      "Acc: 0.9981269836425781, F1: 0.915330229349888\n",
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      "Acc: 0.9993743896484375, F1: 0.9244239631336405\n",
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      "Acc: 0.989105224609375, F1: 0.8204225352112676\n",
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      "Acc: 0.9949455261230469, F1: 0.8711966559735589\n",
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      "Acc: 0.9979438781738281, F1: 0.9542794130121299\n",
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      "Acc: 0.9969978332519531, F1: 0.6027258960121151\n",
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      "Acc: 0.9989089965820312, F1: 0.8027586206896552\n",
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      "Acc: 0.9977073669433594, F1: 0.9744635649033354\n",
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      "Acc: 0.9986038208007812, F1: 0.9104258443465492\n",
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      "Acc: 0.998138427734375, F1: 0.9532746074301034\n",
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      "Acc: 0.9974098205566406, F1: 0.9332546937973066\n",
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      "Acc: 0.9956398010253906, F1: 0.8075433574675871\n",
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      "Acc: 0.9940948486328125, F1: 0.631252977608385\n",
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      "Acc: 0.9989166259765625, F1: 0.925026399155227\n",
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      "Acc: 0.9979171752929688, F1: 0.9344852411807055\n",
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      "Acc: 0.998443603515625, F1: 0.917741935483871\n",
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      "Acc: 0.9955711364746094, F1: 0.8962929879410451\n",
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      "Acc: 0.9976577758789062, F1: 0.9671235810666096\n",
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      "Acc: 0.9978294372558594, F1: 0.9693443241204677\n",
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      "Acc: 0.9989395141601562, F1: 0.9715222290514239\n",
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      "Acc: 0.9988670349121094, F1: 0.96844118584635\n",
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      "Acc: 0.9987907409667969, F1: 0.9545649992833596\n",
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      "Acc: 0.9991378784179688, F1: 0.9772177419354838\n",
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      "Acc: 0.99615478515625, F1: 0.8723080820876615\n",
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      "Acc: 0.9978179931640625, F1: 0.969071050070293\n",
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      "Acc: 0.99853515625, F1: 0.9570565868933124\n",
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      "Acc: 0.9970436096191406, F1: 0.9194135385255278\n",
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      "Acc: 0.9994163513183594, F1: 0.9501466275659824\n",
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      "Acc: 0.9984855651855469, F1: 0.9461840856716822\n",
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      "Acc: 0.9988212585449219, F1: 0.9551849166062364\n",
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      "Acc: 0.9993095397949219, F1: 0.9371745921555016\n",
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      "Acc: 0.9992294311523438, F1: 0.8937960042060988\n",
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      "Acc: 0.9992713928222656, F1: 0.8788839568801522\n",
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      "Acc: 0.9968948364257812, F1: 0.816003616636528\n",
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      "Acc: 0.9916534423828125, F1: 0.6991199119911992\n",
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      "Acc: 0.9955902099609375, F1: 0.895270882406233\n",
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      "Acc: 0.9983711242675781, F1: 0.9468707229065572\n",
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      "Acc: 0.9982147216796875, F1: 0.933654664020414\n",
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      "Acc: 0.99847412109375, F1: 0.9014292755051749\n",
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      "Acc: 0.9961891174316406, F1: 0.816932380428807\n",
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      "Acc: 0.9983749389648438, F1: 0.9491161012900143\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\539.png\n",
      "Acc: 0.9978523254394531, F1: 0.9603213757135809\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\542.png\n",
      "Acc: 0.9970970153808594, F1: 0.9688535996398314\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\544.png\n",
      "Acc: 0.9968338012695312, F1: 0.9328587607183304\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\548.png\n",
      "Acc: 0.9984970092773438, F1: 0.8957671957671958\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\550.png\n",
      "Acc: 0.9988975524902344, F1: 0.7940128296507484\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\556.png\n",
      "Acc: 0.9961433410644531, F1: 0.914008675682572\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\561.png\n",
      "Acc: 0.9949607849121094, F1: 0.9346912542641025\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\579.png\n",
      "Acc: 0.9997367858886719, F1: 0.9295199182839632\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\58.png\n",
      "Acc: 0.9989738464355469, F1: 0.8436955258570599\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\580.png\n",
      "Acc: 0.9991340637207031, F1: 0.9657461898294855\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\587.png\n",
      "Acc: 0.9988250732421875, F1: 0.9467496542185339\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\624.png\n",
      "Acc: 0.9964637756347656, F1: 0.9101134490448948\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\636.png\n",
      "Acc: 0.9986038208007812, F1: 0.9694745621351126\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\642.png\n",
      "Acc: 0.999481201171875, F1: 0.9720739219712525\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\646.png\n",
      "Acc: 0.9951858520507812, F1: 0.9018357187305538\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\665.png\n",
      "Acc: 0.9985160827636719, F1: 0.9573043573702118\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\666.png\n",
      "Acc: 0.9989356994628906, F1: 0.967311072056239\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\687.png\n",
      "Acc: 0.9989547729492188, F1: 0.9412017167381974\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\694.png\n",
      "Acc: 0.9990425109863281, F1: 0.963691595544626\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\698.png\n",
      "Acc: 0.9981193542480469, F1: 0.9721579036539222\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\709.png\n",
      "Acc: 0.9982490539550781, F1: 0.8100951592883741\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\71.png\n",
      "Acc: 0.9992408752441406, F1: 0.8838295388207823\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\713.png\n",
      "Acc: 0.998565673828125, F1: 0.9395109395109396\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\726.png\n",
      "Acc: 0.996490478515625, F1: 0.9067126343540864\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\729.png\n",
      "Acc: 0.9967575073242188, F1: 0.8622812702527544\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\73.png\n",
      "Acc: 0.9976387023925781, F1: 0.9599741351438733\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\744.png\n",
      "Acc: 0.9932594299316406, F1: 0.9507676019057703\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\752.png\n",
      "Acc: 0.968353271484375, F1: 0.35227982510930667\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\756.png\n",
      "Acc: 0.9981575012207031, F1: 0.9319622482039724\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\76.png\n",
      "Acc: 0.9974288940429688, F1: 0.9680204972480546\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\760.png\n",
      "Acc: 0.9990921020507812, F1: 0.9141414141414141\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\774.png\n",
      "Acc: 0.9983558654785156, F1: 0.9484388084699127\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\777.png\n",
      "Acc: 0.9945449829101562, F1: 0.763558201058201\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\789.png\n",
      "Acc: 0.9934158325195312, F1: 0.9393620011242271\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\805.png\n",
      "Acc: 0.9926681518554688, F1: 0.8873255950287255\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\815.png\n",
      "Acc: 0.9964790344238281, F1: 0.9601725997842503\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\818.png\n",
      "Acc: 0.9985237121582031, F1: 0.8633956936110131\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\828.png\n",
      "Acc: 0.9972648620605469, F1: 0.7351311414850388\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\830.png\n",
      "Acc: 0.9972305297851562, F1: 0.9233206590621039\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\837.png\n",
      "Acc: 0.9976921081542969, F1: 0.7836968180193064\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\853.png\n",
      "Acc: 0.9958267211914062, F1: 0.8740791896869244\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\879.png\n",
      "Acc: 0.9969711303710938, F1: 0.8294673539518901\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\882.png\n",
      "Acc: 0.9905586242675781, F1: 0.7873528653664404\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\889.png\n",
      "Acc: 0.9965133666992188, F1: 0.9113310050446255\n",
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      "Acc: 0.9885940551757812, F1: 0.8710984652526298\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\904.png\n",
      "Acc: 0.99713134765625, F1: 0.9063511830635118\n",
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      "Acc: 0.9900703430175781, F1: 0.0\n",
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      "Acc: 0.9969711303710938, F1: 0.9096700796359499\n",
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      "Acc: 0.9874496459960938, F1: 0.31315240083507306\n",
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      "Acc: 0.9982070922851562, F1: 0.8932303498409814\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\936.png\n",
      "Acc: 0.998626708984375, F1: 0.950097033545883\n",
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      "Acc: 0.998382568359375, F1: 0.8848451928299838\n",
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      "Acc: 0.9981307983398438, F1: 0.8316151202749141\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\964.png\n",
      "Acc: 0.9988288879394531, F1: 0.9047471300031027\n",
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      "Acc: 0.9991722106933594, F1: 0.9299774120684091\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\990.png\n",
      "Acc: 0.9984321594238281, F1: 0.8901363271852446\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/predictions\\995.png\n",
      "Acc: 0.9990615844726562, F1: 0.9640456007015492\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1003.png\n",
      "Acc: 0.9987983703613281, F1: 0.9011609664261061\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1012.png\n",
      "Acc: 0.9985542297363281, F1: 0.853837254145777\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1016.png\n",
      "Acc: 0.9982109069824219, F1: 0.8598745144905886\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1021.png\n",
      "Acc: 0.9949989318847656, F1: 0.8512762336925694\n",
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      "Acc: 0.9987678527832031, F1: 0.956333648776531\n",
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      "Acc: 0.9949188232421875, F1: 0.19272727272727272\n",
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      "Acc: 0.9967460632324219, F1: 0.9491687026994815\n",
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      "Acc: 0.9986572265625, F1: 0.8523489932885906\n",
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      "Acc: 0.9984130859375, F1: 0.8243243243243243\n",
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      "Acc: 0.9989662170410156, F1: 0.9070963318477888\n",
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      "Acc: 0.9864234924316406, F1: 0.36706384492263916\n",
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      "Acc: 0.9984626770019531, F1: 0.9270588235294117\n",
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      "Acc: 0.9973220825195312, F1: 0.8149710068529257\n",
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      "Acc: 0.9989089965820312, F1: 0.8936802973977696\n",
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      "Acc: 0.9970741271972656, F1: 0.8787351778656126\n",
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      "Acc: 0.9850959777832031, F1: 0.6596393414060459\n",
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      "Acc: 0.9976158142089844, F1: 0.6901338621715419\n",
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      "Acc: 0.9986305236816406, F1: 0.9286991062562066\n",
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      "Acc: 0.9988975524902344, F1: 0.9306788198608779\n",
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      "Acc: 0.9985542297363281, F1: 0.9090036014405762\n",
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      "Acc: 0.9994239807128906, F1: 0.9599787967134906\n",
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      "Acc: 0.9989585876464844, F1: 0.9305520223861613\n",
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      "Acc: 0.9983673095703125, F1: 0.9189086775293672\n",
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      "Acc: 0.9991493225097656, F1: 0.9580274797666102\n",
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      "Acc: 0.9989891052246094, F1: 0.8953809711804185\n",
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      "Acc: 0.999237060546875, F1: 0.8668442077230359\n",
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      "Acc: 0.9993743896484375, F1: 0.9106753812636166\n",
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      "Acc: 0.9989509582519531, F1: 0.9607535321821036\n",
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      "Acc: 0.9988555908203125, F1: 0.8586239396795476\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1220.png\n",
      "Acc: 0.9988327026367188, F1: 0.9202294056308655\n",
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      "Acc: 0.9990386962890625, F1: 0.9088277858176556\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1234.png\n",
      "Acc: 0.9979400634765625, F1: 0.7884012539184952\n",
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      "Acc: 0.9985580444335938, F1: 0.8951747088186356\n",
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      "Acc: 0.9987525939941406, F1: 0.8558836491846629\n",
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      "Acc: 0.9986915588378906, F1: 0.8774562343694177\n",
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      "Acc: 0.9992637634277344, F1: 0.931487397941072\n",
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      "Acc: 0.9993667602539062, F1: 0.9526795895096921\n",
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      "Acc: 0.9987831115722656, F1: 0.8893513701005896\n",
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      "Acc: 0.9979476928710938, F1: 0.9416612448492735\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1322.png\n",
      "Acc: 0.9994125366210938, F1: 0.8850746268656716\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1332.png\n",
      "Acc: 0.9987716674804688, F1: 0.8619210977701544\n",
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      "Acc: 0.99896240234375, F1: 0.9074829931972789\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1339.png\n",
      "Acc: 0.998931884765625, F1: 0.8865478119935171\n",
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      "Acc: 0.9977378845214844, F1: 0.9037493913325759\n",
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      "Acc: 0.9979095458984375, F1: 0.9224235560588901\n",
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      "Acc: 0.9972572326660156, F1: 0.7840192249924902\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1413.png\n",
      "Acc: 0.9993972778320312, F1: 0.7584097859327217\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1428.png\n",
      "Acc: 0.9992561340332031, F1: 0.9472259810554804\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1442.png\n",
      "Acc: 0.9992103576660156, F1: 0.9545354711179442\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1444.png\n",
      "Acc: 0.9986572265625, F1: 0.9249466950959488\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1448.png\n",
      "Acc: 0.9989891052246094, F1: 0.9116372124041348\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1485.png\n",
      "Acc: 0.9993553161621094, F1: 0.9572692793931732\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1495.png\n",
      "Acc: 0.9985923767089844, F1: 0.9461706783369803\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\15.png\n",
      "Acc: 0.9988632202148438, F1: 0.9639835629683345\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1503.png\n",
      "Acc: 0.9984130859375, F1: 0.952962460425147\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1513.png\n",
      "Acc: 0.9991531372070312, F1: 0.9336521219366407\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1527.png\n",
      "Acc: 0.9989242553710938, F1: 0.8598409542743539\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1532.png\n",
      "Acc: 0.993560791015625, F1: 0.5720081135902637\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1550.png\n",
      "Acc: 0.9982566833496094, F1: 0.9367998893652331\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1567.png\n",
      "Acc: 0.9991722106933594, F1: 0.8502415458937198\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1577.png\n",
      "Acc: 0.99737548828125, F1: 0.887176123319121\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1578.png\n",
      "Acc: 0.9986114501953125, F1: 0.9471391228579727\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1627.png\n",
      "Acc: 0.9930839538574219, F1: 0.8492558410243618\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1628.png\n",
      "Acc: 0.9983673095703125, F1: 0.7759162303664922\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1637.png\n",
      "Acc: 0.9993476867675781, F1: 0.9790927986306395\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1641.png\n",
      "Acc: 0.99822998046875, F1: 0.8914365933551708\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1671.png\n",
      "Acc: 0.9994049072265625, F1: 0.9063625450180072\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\168.png\n",
      "Acc: 0.9977607727050781, F1: 0.9110201606790965\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1686.png\n",
      "Acc: 0.9973297119140625, F1: 0.9106002554278416\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1696.png\n",
      "Acc: 0.9981765747070312, F1: 0.8847637415621986\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\174.png\n",
      "Acc: 0.9981117248535156, F1: 0.9506529757750972\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1744.png\n",
      "Acc: 0.9981422424316406, F1: 0.8267520455353966\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1756.png\n",
      "Acc: 0.9993705749511719, F1: 0.8290155440414507\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1772.png\n",
      "Acc: 0.9987602233886719, F1: 0.85340550293189\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1793.png\n",
      "Acc: 0.9990882873535156, F1: 0.7962489343563512\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1797.png\n",
      "Acc: 0.99908447265625, F1: 0.9447513812154696\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1824.png\n",
      "Acc: 0.9963645935058594, F1: 0.9035717899423252\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1841.png\n",
      "Acc: 0.9962005615234375, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1846.png\n",
      "Acc: 0.995941162109375, F1: 0.859370869680148\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\185.png\n",
      "Acc: 0.9963760375976562, F1: 0.799662589624631\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1854.png\n",
      "Acc: 0.9921340942382812, F1: 0.8287090878883535\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1860.png\n",
      "Acc: 0.9892082214355469, F1: 0.8433814980900183\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1869.png\n",
      "Acc: 0.9983711242675781, F1: 0.892416225749559\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1871.png\n",
      "Acc: 0.9972496032714844, F1: 0.9491716602044413\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1876.png\n",
      "Acc: 0.9971199035644531, F1: 0.96029450433868\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1894.png\n",
      "Acc: 0.9978103637695312, F1: 0.9098901098901099\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1896.png\n",
      "Acc: 0.9954185485839844, F1: 0.8505661316411597\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1902.png\n",
      "Acc: 0.9953346252441406, F1: 0.9280545914465557\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1905.png\n",
      "Acc: 0.9970512390136719, F1: 0.9562609630509817\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1909.png\n",
      "Acc: 0.99725341796875, F1: 0.8053001622498648\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1919.png\n",
      "Acc: 0.9958877563476562, F1: 0.9530405994075623\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1933.png\n",
      "Acc: 0.9895591735839844, F1: 0.6936079704466585\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1935.png\n",
      "Acc: 0.9886054992675781, F1: 0.8165346108961365\n",
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      "Acc: 0.9975051879882812, F1: 0.9760807548825982\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1969.png\n",
      "Acc: 0.9843635559082031, F1: 0.6200760033367319\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1982.png\n",
      "Acc: 0.9751205444335938, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\1989.png\n",
      "Acc: 0.9974479675292969, F1: 0.8962308050255933\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2.png\n",
      "Acc: 0.9954452514648438, F1: 0.9314423518603583\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2007.png\n",
      "Acc: 0.9909019470214844, F1: 0.8292403522588959\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2011.png\n",
      "Acc: 0.992828369140625, F1: 0.8143393245111594\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2016.png\n",
      "Acc: 0.9838600158691406, F1: 0.5909310644880595\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2030.png\n",
      "Acc: 0.997039794921875, F1: 0.9326739545375672\n",
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      "Acc: 0.9972305297851562, F1: 0.8865979381443299\n",
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      "Acc: 0.9944686889648438, F1: 0.897104740278172\n",
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      "Acc: 0.9976043701171875, F1: 0.9543405554747709\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2048.png\n",
      "Acc: 0.9928703308105469, F1: 0.8732623584457856\n",
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      "Acc: 0.973602294921875, F1: 0.6948315399541365\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2057.png\n",
      "Acc: 0.9906234741210938, F1: 0.8097817675282464\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2067.png\n",
      "Acc: 0.9650993347167969, F1: 0.44601877081441116\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2076.png\n",
      "Acc: 0.989013671875, F1: 0.9025644495568036\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\209.png\n",
      "Acc: 0.9822769165039062, F1: 0.8358419899653735\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2098.png\n",
      "Acc: 0.98675537109375, F1: 0.0\n",
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      "Acc: 0.9795112609863281, F1: 0.8108603021445927\n",
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      "Acc: 0.9839973449707031, F1: 0.8720217212239544\n",
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      "Acc: 0.9975433349609375, F1: 0.951189934818857\n",
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      "Acc: 0.99755859375, F1: 0.9015990159901599\n",
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      "Acc: 0.9982833862304688, F1: 0.8376623376623377\n",
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      "Acc: 0.9757156372070312, F1: 0.5202712886209495\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2227.png\n",
      "Acc: 0.9931068420410156, F1: 0.8188471177944863\n",
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      "Acc: 0.9946403503417969, F1: 0.6927618631095561\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2245.png\n",
      "Acc: 0.9984893798828125, F1: 0.8932614555256064\n",
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      "Acc: 0.9994049072265625, F1: 0.9819402639499885\n",
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      "Acc: 0.9953269958496094, F1: 0.9213685088901726\n",
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      "Acc: 0.9984016418457031, F1: 0.9197779054183419\n",
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      "Acc: 0.9991264343261719, F1: 0.889318511358144\n",
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      "Acc: 0.9979171752929688, F1: 0.9501187648456056\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2302.png\n",
      "Acc: 0.9977760314941406, F1: 0.8323267184354328\n",
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      "Acc: 0.9993171691894531, F1: 0.9236022193768673\n",
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      "Acc: 0.9988861083984375, F1: 0.9551597051597052\n",
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      "Acc: 0.9975738525390625, F1: 0.9061670109176748\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2354.png\n",
      "Acc: 0.9766197204589844, F1: 0.6788240842634806\n",
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      "Acc: 0.9925880432128906, F1: 0.8712648247531969\n",
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      "Acc: 0.9908370971679688, F1: 0.914695645997585\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2386.png\n",
      "Acc: 0.9968910217285156, F1: 0.9525196621031168\n",
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      "Acc: 0.9905662536621094, F1: 0.8778584481651602\n",
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      "Acc: 0.9904212951660156, F1: 0.7925993227058726\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2411.png\n",
      "Acc: 0.9974632263183594, F1: 0.9158121281174832\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2412.png\n",
      "Acc: 0.9970550537109375, F1: 0.8953929539295393\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2421.png\n",
      "Acc: 0.9776840209960938, F1: 0.663754454535004\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2429.png\n",
      "Acc: 0.9939308166503906, F1: 0.8661112513674998\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2443.png\n",
      "Acc: 0.9891128540039062, F1: 0.7627992021276596\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2465.png\n",
      "Acc: 0.9891700744628906, F1: 0.7766501455432303\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2469.png\n",
      "Acc: 0.993560791015625, F1: 0.5752390538500252\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2473.png\n",
      "Acc: 0.9937553405761719, F1: 0.8535909131562472\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2492.png\n",
      "Acc: 0.997039794921875, F1: 0.9692136792827105\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\25.png\n",
      "Acc: 0.9961128234863281, F1: 0.8390459643026378\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2506.png\n",
      "Acc: 0.9851264953613281, F1: 0.5315391084945332\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2515.png\n",
      "Acc: 0.9924812316894531, F1: 0.7894905479013137\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2516.png\n",
      "Acc: 0.9907455444335938, F1: 0.8715722604552674\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2518.png\n",
      "Acc: 0.9765090942382812, F1: 0.5276158330776312\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2530.png\n",
      "Acc: 0.9888839721679688, F1: 0.5956147654732168\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2536.png\n",
      "Acc: 0.9911231994628906, F1: 0.7893927052221921\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2546.png\n",
      "Acc: 0.9966011047363281, F1: 0.9314457182426714\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2548.png\n",
      "Acc: 0.9982681274414062, F1: 0.9580096189419164\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2552.png\n",
      "Acc: 0.9991416931152344, F1: 0.9473930324994155\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2559.png\n",
      "Acc: 0.9955596923828125, F1: 0.9258315279724736\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2576.png\n",
      "Acc: 0.9969825744628906, F1: 0.9489512746047112\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2584.png\n",
      "Acc: 0.9978713989257812, F1: 0.8890656063618291\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2601.png\n",
      "Acc: 0.992828369140625, F1: 0.9202037351443124\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2603.png\n",
      "Acc: 0.9954032897949219, F1: 0.9263042015778852\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2604.png\n",
      "Acc: 0.990936279296875, F1: 0.8274509803921568\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2632.png\n",
      "Acc: 0.9902915954589844, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2635.png\n",
      "Acc: 0.9952430725097656, F1: 0.9145948907609068\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2639.png\n",
      "Acc: 0.9959144592285156, F1: 0.895786708183322\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2647.png\n",
      "Acc: 0.9943809509277344, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2650.png\n",
      "Acc: 0.9983940124511719, F1: 0.9161521609241187\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2663.png\n",
      "Acc: 0.992889404296875, F1: 0.7462564661040022\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2690.png\n",
      "Acc: 0.9970245361328125, F1: 0.9276974416017798\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2698.png\n",
      "Acc: 0.98162841796875, F1: 0.7714502657555049\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2702.png\n",
      "Acc: 0.9984207153320312, F1: 0.6810477657935285\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2706.png\n",
      "Acc: 0.9965324401855469, F1: 0.8940435948245716\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2711.png\n",
      "Acc: 0.9973373413085938, F1: 0.9458578963698417\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2739.png\n",
      "Acc: 0.9979171752929688, F1: 0.9688782489740082\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2743.png\n",
      "Acc: 0.9912948608398438, F1: 0.7344040968342644\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\276.png\n",
      "Acc: 0.9980049133300781, F1: 0.9544226579520697\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2767.png\n",
      "Acc: 0.9939689636230469, F1: 0.9380752810309037\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2784.png\n",
      "Acc: 0.9920806884765625, F1: 0.8170602749383151\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2786.png\n",
      "Acc: 0.9871826171875, F1: 0.6690307328605201\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2789.png\n",
      "Acc: 0.9709815979003906, F1: 0.607502192869305\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2791.png\n",
      "Acc: 0.9739723205566406, F1: 0.5103695730175817\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2795.png\n",
      "Acc: 0.9916534423828125, F1: 0.9265821085833166\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2797.png\n",
      "Acc: 0.9538040161132812, F1: 0.2622151821615694\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2806.png\n",
      "Acc: 0.9842414855957031, F1: 0.6599720141575438\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2811.png\n",
      "Acc: 0.9971122741699219, F1: 0.9271204390103014\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2823.png\n",
      "Acc: 0.9987335205078125, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2830.png\n",
      "Acc: 0.9970245361328125, F1: 0.6566901408450704\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2862.png\n",
      "Acc: 0.9965476989746094, F1: 0.8038153045740299\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2874.png\n",
      "Acc: 0.998321533203125, F1: 0.8756359525155455\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2882.png\n",
      "Acc: 0.9743690490722656, F1: 0.5697086135126481\n",
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      "Acc: 0.9981269836425781, F1: 0.8452568547116294\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\290.png\n",
      "Acc: 0.9988670349121094, F1: 0.9719890597000849\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2912.png\n",
      "Acc: 0.996551513671875, F1: 0.8215554678247138\n",
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      "Acc: 0.994415283203125, F1: 0.8823907455012854\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2919.png\n",
      "Acc: 0.9957542419433594, F1: 0.9353621000058076\n",
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      "Acc: 0.9966659545898438, F1: 0.8179166666666666\n",
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      "Acc: 0.9957695007324219, F1: 0.9445139340571371\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2946.png\n",
      "Acc: 0.9970550537109375, F1: 0.9390686661404893\n",
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      "Acc: 0.9959373474121094, F1: 0.9154157731713128\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2955.png\n",
      "Acc: 0.9953994750976562, F1: 0.7448159119763013\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2969.png\n",
      "Acc: 0.9907417297363281, F1: 0.7047804403357256\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2978.png\n",
      "Acc: 0.9986839294433594, F1: 0.9402183330445331\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\298.png\n",
      "Acc: 0.9994888305664062, F1: 0.9366130558183539\n",
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      "Acc: 0.9981727600097656, F1: 0.9079377282337113\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2985.png\n",
      "Acc: 0.9903411865234375, F1: 0.8385615914307575\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2987.png\n",
      "Acc: 0.9888992309570312, F1: 0.8609119587037568\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2988.png\n",
      "Acc: 0.9885292053222656, F1: 0.8863696481880361\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\2996.png\n",
      "Acc: 0.998382568359375, F1: 0.8385376999238385\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\3.png\n",
      "Acc: 0.9973907470703125, F1: 0.9675583380762663\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\3010.png\n",
      "Acc: 0.9962997436523438, F1: 0.7552976791120081\n",
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      "Acc: 0.99676513671875, F1: 0.9119418483904466\n",
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      "Acc: 0.998992919921875, F1: 0.9171374764595104\n",
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      "Acc: 0.998291015625, F1: 0.9612322602976808\n",
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      "Acc: 0.9992485046386719, F1: 0.8627177700348432\n",
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      "Acc: 0.9986495971679688, F1: 0.6722222222222223\n",
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      "Acc: 0.9928245544433594, F1: 0.7916712814265146\n",
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      "Acc: 0.9969444274902344, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\305.png\n",
      "Acc: 0.9978408813476562, F1: 0.9754233608336952\n",
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      "Acc: 0.9985427856445312, F1: 0.9070107108081792\n",
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      "Acc: 0.9982986450195312, F1: 0.9564793130366901\n",
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      "Acc: 0.9978523254394531, F1: 0.942533428600592\n",
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      "Acc: 0.9902610778808594, F1: 0.6445774745927886\n",
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      "Acc: 0.9990463256835938, F1: 0.90234375\n",
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      "Acc: 0.9990196228027344, F1: 0.9318844420885237\n",
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      "Acc: 0.998779296875, F1: 0.9599198396793587\n",
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      "Acc: 0.9986495971679688, F1: 0.9284270117266478\n",
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      "Acc: 0.99652099609375, F1: 0.9176002891217926\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\387.png\n",
      "Acc: 0.9981918334960938, F1: 0.9744667097608274\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\401.png\n",
      "Acc: 0.9984321594238281, F1: 0.9777247845645223\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\405.png\n",
      "Acc: 0.9984092712402344, F1: 0.9566933222556859\n",
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      "Acc: 0.9990272521972656, F1: 0.9727009956107483\n",
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      "Acc: 0.9990463256835938, F1: 0.9646493212669683\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\410.png\n",
      "Acc: 0.99884033203125, F1: 0.9690868415700631\n",
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      "Acc: 0.9962806701660156, F1: 0.8768472906403941\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\424.png\n",
      "Acc: 0.9982795715332031, F1: 0.975556880385887\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\429.png\n",
      "Acc: 0.9984817504882812, F1: 0.9549059596646272\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\447.png\n",
      "Acc: 0.9972038269042969, F1: 0.9226711678447094\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\450.png\n",
      "Acc: 0.9994087219238281, F1: 0.9493960169768201\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\453.png\n",
      "Acc: 0.9984588623046875, F1: 0.9461333333333334\n",
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      "Acc: 0.9987220764160156, F1: 0.949812734082397\n",
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      "Acc: 0.9995765686035156, F1: 0.9614984391259105\n",
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      "Acc: 0.999420166015625, F1: 0.9138321995464853\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\489.png\n",
      "Acc: 0.9994277954101562, F1: 0.906832298136646\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\49.png\n",
      "Acc: 0.9958953857421875, F1: 0.7674016428880243\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\490.png\n",
      "Acc: 0.996826171875, F1: 0.8593168752113629\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\50.png\n",
      "Acc: 0.997039794921875, F1: 0.9270676691729324\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\502.png\n",
      "Acc: 0.998321533203125, F1: 0.9447513812154696\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\503.png\n",
      "Acc: 0.9985466003417969, F1: 0.9456568249893025\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\504.png\n",
      "Acc: 0.9985237121582031, F1: 0.9029832038104788\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\505.png\n",
      "Acc: 0.9946517944335938, F1: 0.7607508532423208\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\521.png\n",
      "Acc: 0.9982223510742188, F1: 0.9443914081145585\n",
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      "Acc: 0.997589111328125, F1: 0.9548377876232671\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\542.png\n",
      "Acc: 0.9962806701660156, F1: 0.9598054169930329\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\544.png\n",
      "Acc: 0.9975395202636719, F1: 0.9467777869461177\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\548.png\n",
      "Acc: 0.9985809326171875, F1: 0.898360655737705\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\550.png\n",
      "Acc: 0.9988670349121094, F1: 0.8002689979825152\n",
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      "Acc: 0.9973297119140625, F1: 0.9417249417249417\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\561.png\n",
      "Acc: 0.9933433532714844, F1: 0.9097211443944332\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\579.png\n",
      "Acc: 0.9996528625488281, F1: 0.9074262461851476\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\58.png\n",
      "Acc: 0.9991912841796875, F1: 0.8795454545454545\n",
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      "Acc: 0.9994049072265625, F1: 0.976688583383144\n",
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      "Acc: 0.9990043640136719, F1: 0.9538787771691112\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\624.png\n",
      "Acc: 0.9964828491210938, F1: 0.9087670690678805\n",
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      "Acc: 0.9990272521972656, F1: 0.9783292258009688\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/predictions\\642.png\n",
      "Acc: 0.99932861328125, F1: 0.9628848587094053\n",
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      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\1003.png\n",
      "Acc: 0.979522705078125, F1: 0.0029717682020802376\n",
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      "Acc: 0.981414794921875, F1: 0.0065252854812398045\n",
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      "Acc: 0.97930908203125, F1: 0.017391304347826087\n",
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      "Acc: 0.966766357421875, F1: 0.005479452054794521\n",
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      "Acc: 0.96820068359375, F1: 0.0038240917782026767\n",
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      "Acc: 0.9834136962890625, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\107.png\n",
      "Acc: 0.956817626953125, F1: 0.008409250175192713\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\1071.png\n",
      "Acc: 0.978851318359375, F1: 0.005738880918220947\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\1072.png\n",
      "Acc: 0.9785614013671875, F1: 0.016794961511546535\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\1084.png\n",
      "Acc: 0.980316162109375, F1: 0.007692307692307693\n",
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      "Acc: 0.956207275390625, F1: 0.005544005544005544\n",
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      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\429.png\n",
      "Acc: 0.969696044921875, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\447.png\n",
      "Acc: 0.965545654296875, F1: 0.017406440382941687\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\450.png\n",
      "Acc: 0.97808837890625, F1: 0.008287292817679558\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\453.png\n",
      "Acc: 0.967681884765625, F1: 0.001885014137606032\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\469.png\n",
      "Acc: 0.9712677001953125, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\471.png\n",
      "Acc: 0.9776763916015625, F1: 0.005438477226376614\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\476.png\n",
      "Acc: 0.9855499267578125, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\489.png\n",
      "Acc: 0.980438232421875, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\49.png\n",
      "Acc: 0.98016357421875, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\490.png\n",
      "Acc: 0.972808837890625, F1: 0.013289036544850499\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\50.png\n",
      "Acc: 0.967041015625, F1: 0.007352941176470588\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\502.png\n",
      "Acc: 0.9682464599609375, F1: 0.013276434329065908\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\503.png\n",
      "Acc: 0.97052001953125, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\504.png\n",
      "Acc: 0.978057861328125, F1: 0.005532503457814661\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\505.png\n",
      "Acc: 0.9769134521484375, F1: 0.0026367831245880024\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\521.png\n",
      "Acc: 0.96783447265625, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\539.png\n",
      "Acc: 0.954803466796875, F1: 0.0026936026936026937\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\542.png\n",
      "Acc: 0.940216064453125, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\544.png\n",
      "Acc: 0.9605865478515625, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\548.png\n",
      "Acc: 0.9791412353515625, F1: 0.005818181818181818\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\550.png\n",
      "Acc: 0.9807891845703125, F1: 0.023273855702094646\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\556.png\n",
      "Acc: 0.962371826171875, F1: 0.028368794326241134\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\561.png\n",
      "Acc: 0.946563720703125, F1: 0.006806579693703914\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\579.png\n",
      "Acc: 0.982574462890625, F1: 0.006956521739130435\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\58.png\n",
      "Acc: 0.98468017578125, F1: 0.007905138339920948\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\580.png\n",
      "Acc: 0.9739532470703125, F1: 0.018401380103507763\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\587.png\n",
      "Acc: 0.97552490234375, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\624.png\n",
      "Acc: 0.9657745361328125, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\636.png\n",
      "Acc: 0.9627227783203125, F1: 0.007314099959366111\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\642.png\n",
      "Acc: 0.9728851318359375, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\646.png\n",
      "Acc: 0.9544677734375, F1: 0.00267379679144385\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\665.png\n",
      "Acc: 0.967803955078125, F1: 0.022242817423540315\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\666.png\n",
      "Acc: 0.9698638916015625, F1: 0.015944195316392625\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\687.png\n",
      "Acc: 0.9759521484375, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\694.png\n",
      "Acc: 0.9698028564453125, F1: 0.004026170105686965\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\698.png\n",
      "Acc: 0.9514312744140625, F1: 0.0062441461130190445\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\709.png\n",
      "Acc: 0.9823455810546875, F1: 0.013640238704177323\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\71.png\n",
      "Acc: 0.9853668212890625, F1: 0.008273009307135471\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\713.png\n",
      "Acc: 0.9747161865234375, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\726.png\n",
      "Acc: 0.968231201171875, F1: 0.015137180700094607\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\729.png\n",
      "Acc: 0.9775543212890625, F1: 0.005409060175794456\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\73.png\n",
      "Acc: 0.9574737548828125, F1: 0.005708169818052087\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\744.png\n",
      "Acc: 0.9215850830078125, F1: 0.0015543034777540316\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\752.png\n",
      "Acc: 0.9462890625, F1: 0.0017016449234259785\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\756.png\n",
      "Acc: 0.973388671875, F1: 0.018018018018018018\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\76.png\n",
      "Acc: 0.9485931396484375, F1: 0.0023689665383476457\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\760.png\n",
      "Acc: 0.9802398681640625, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\774.png\n",
      "Acc: 0.9723052978515625, F1: 0.008738394320043691\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\777.png\n",
      "Acc: 0.977081298828125, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\789.png\n",
      "Acc: 0.9337615966796875, F1: 0.00822481151473612\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\805.png\n",
      "Acc: 0.9528656005859375, F1: 0.002583144979011947\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\815.png\n",
      "Acc: 0.9422149658203125, F1: 0.004207204838285564\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\818.png\n",
      "Acc: 0.9798431396484375, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\828.png\n",
      "Acc: 0.97705078125, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\830.png\n",
      "Acc: 0.965606689453125, F1: 0.02592912705272256\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\837.png\n",
      "Acc: 0.9790802001953125, F1: 0.011535688536409516\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\853.png\n",
      "Acc: 0.96954345703125, F1: 0.003992015968063872\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\879.png\n",
      "Acc: 0.9775390625, F1: 0.005405405405405406\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\882.png\n",
      "Acc: 0.96630859375, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\889.png\n",
      "Acc: 0.9655914306640625, F1: 0.003535130357931949\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\898.png\n",
      "Acc: 0.9407806396484375, F1: 0.0020570840833119054\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\904.png\n",
      "Acc: 0.97186279296875, F1: 0.016008537886873\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\912.png\n",
      "Acc: 0.98248291015625, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\914.png\n",
      "Acc: 0.9681396484375, F1: 0.01509433962264151\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\921.png\n",
      "Acc: 0.9829864501953125, F1: 0.007123775601068566\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\928.png\n",
      "Acc: 0.9780426025390625, F1: 0.010996563573883162\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\936.png\n",
      "Acc: 0.9758453369140625, F1: 0.029429797670141016\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\947.png\n",
      "Acc: 0.978240966796875, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\949.png\n",
      "Acc: 0.97955322265625, F1: 0.005934718100890208\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\964.png\n",
      "Acc: 0.9793853759765625, F1: 0.011704462326261888\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\989.png\n",
      "Acc: 0.9808197021484375, F1: 0.015661707126076743\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\990.png\n",
      "Acc: 0.97894287109375, F1: 0.0\n",
      "Processing: E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/predictions\\995.png\n",
      "Acc: 0.9755401611328125, F1: 0.009882643607164917\n",
      "\n",
      "--- Final Leaderboard ---\n",
      "            Group  Mean Accuracy  Mean F1-Score\n",
      "1             BBA       0.996259       0.863559\n",
      "7   Oum Elbaouaki       0.995623       0.851597\n",
      "9   Sidi Belabbes       0.995403       0.843658\n",
      "3          Eloued       0.995100       0.835416\n",
      "8           Saida       0.994753       0.826697\n",
      "0   Algiers ENSIA       0.994602       0.812376\n",
      "2          Bechar       0.994211       0.790564\n",
      "4       Khenchela       0.988743       0.709527\n",
      "5    Laghouat ENS       0.979399       0.280524\n",
      "11          Taref       0.968053       0.005407\n",
      "6   Laghouat Univ       0.000000       0.000000\n",
      "10     Souk Ahras       0.000000       0.000000\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import cv2\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.metrics import f1_score, accuracy_score\n",
    "\n",
    "def calculate_segmentation_metrics(pred_path, gt_path):\n",
    "\n",
    "    # 0 flag loads in grayscale\n",
    "    pred_img = cv2.imread(pred_path, 0)\n",
    "    gt_img = cv2.imread(gt_path, 0)\n",
    "\n",
    "    # ensure images loaded correctly\n",
    "    if pred_img is None or gt_img is None:\n",
    "        raise ValueError(f\"Could not load images: {pred_path} or {gt_path}\")\n",
    "\n",
    "    # Only trigger this block if the dimensions do NOT match\n",
    "    if pred_img.shape != gt_img.shape:\n",
    "        # Standardize to 256x256 if there is a mismatch\n",
    "        target_size = (256, 256)\n",
    "        \n",
    "        # Resize Prediction if needed\n",
    "        if pred_img.shape != target_size:\n",
    "            pred_img = cv2.resize(pred_img, target_size, interpolation=cv2.INTER_NEAREST)\n",
    "                \n",
    "        # Resize Ground Truth if needed\n",
    "        if gt_img.shape != target_size:\n",
    "            gt_img = cv2.resize(gt_img, target_size, interpolation=cv2.INTER_NEAREST)\n",
    "\n",
    "    # 3. Threshold and flatten into 1D arrays for Metric Calculation\n",
    "    # (0 = Background, 1 = Tumor)\n",
    "    pred = (pred_img > 127).astype(np.uint8).flatten()\n",
    "    gt = (gt_img > 127).astype(np.uint8).flatten()\n",
    "\n",
    "    # 4. Calculate Metrics\n",
    "    acc = accuracy_score(gt, pred)\n",
    "    f1 = f1_score(gt, pred, zero_division=1)\n",
    "\n",
    "    return acc, f1\n",
    "\n",
    "# --- Main Evaluation Loop ---\n",
    "\n",
    "gt_dir = \"E:/foudil cours/AI competition 2025/Dataset/Competition_Data/private_test/masks/\"\n",
    "\n",
    "# Formatted list for readability\n",
    "group_folders = [\n",
    "    \"E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Algiers ENSIA/\",\n",
    "    \"E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/BBA/\",\n",
    "    \"E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Bechar/\",\n",
    "    \"E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Eloued/\",\n",
    "    \"E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Khenchela/\",\n",
    "    \"E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat ENS/\",\n",
    "    \"E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Laghouat Univ/\",\n",
    "    \"E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Oum Elbaouaki/\",\n",
    "    \"E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Saida/\",\n",
    "    \"E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Sidi Belabbes/\",\n",
    "    \"E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Souk Ahras/\",\n",
    "    \"E:/foudil cours/AI competition 2025/Dataset/Competition_Data/submissions/Taref/\"\n",
    "]\n",
    "\n",
    "leaderboard = []\n",
    "\n",
    "for folder in group_folders:\n",
    "    group_name = os.path.basename(folder.rstrip('/'))\n",
    "    group_accs, group_f1s = [], []\n",
    "    \n",
    "    for filename in os.listdir(gt_dir):\n",
    "        p_path = os.path.join(folder, \"predictions\", filename) \n",
    "        g_path = os.path.join(gt_dir, filename)\n",
    "\n",
    "        print(f\"Processing: {p_path}\")\n",
    "       \n",
    "        if os.path.exists(p_path):\n",
    "            try:\n",
    "                acc, f1 = calculate_segmentation_metrics(p_path, g_path)\n",
    "                print(f\"Acc: {acc}, F1: {f1}\")\n",
    "                group_accs.append(acc)\n",
    "                group_f1s.append(f1)\n",
    "            except Exception as e:\n",
    "                print(f\"Error processing {filename}: {e}\")\n",
    "        else:\n",
    "            print(\"File not found: \",p_path)\n",
    "    \n",
    "    #  calculate mean from found files\n",
    "    if group_accs:\n",
    "        leaderboard.append({\n",
    "            \"Group\": group_name,\n",
    "            \"Mean Accuracy\": np.mean(group_accs),\n",
    "            \"Mean F1-Score\": np.mean(group_f1s)\n",
    "        })\n",
    "    else:\n",
    "        leaderboard.append({\n",
    "            \"Group\": group_name,\n",
    "            \"Mean Accuracy\": 0,\n",
    "            \"Mean F1-Score\": 0\n",
    "        })\n",
    "\n",
    "# final ranking\n",
    "final_df = pd.DataFrame(leaderboard).sort_values(by=\"Mean F1-Score\", ascending=False)\n",
    "print(\"\\n--- Final Leaderboard ---\")\n",
    "print(final_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8f4011f6-02f6-4b22-934d-acf27b5e849e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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