ANPR_model_test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\Sanchit\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\numpy\\_distributor_init.py:30: UserWarning: loaded more than 1 DLL from .libs:\n",
      "c:\\Users\\Sanchit\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\numpy\\.libs\\libopenblas.EL2C6PLE4ZYW3ECEVIV3OXXGRN2NRFM2.gfortran-win_amd64.dll\n",
      "c:\\Users\\Sanchit\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\numpy\\.libs\\libopenblas.FB5AE2TYXYH2IJRDKGDGQ3XBKLKTF43H.gfortran-win_amd64.dll\n",
      "  warnings.warn(\"loaded more than 1 DLL from .libs:\"\n"
     ]
    }
   ],
   "source": [
    "from license_plate_detection import load_model, Args\n",
    "from license_plate_recognition import load_char_recog_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fusing layers... \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Model Summary: 314 layers, 36481772 parameters, 6194944 gradients\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RepConv.fuse_repvgg_block\n",
      "RepConv.fuse_repvgg_block\n",
      "RepConv.fuse_repvgg_block\n",
      "IDetect.fuse\n",
      " Convert model to Traced-model... \n",
      " traced_script_module saved! \n",
      " model is traced! \n",
      "\n"
     ]
    }
   ],
   "source": [
    "config = Args()\n",
    "\n",
    "yolo_model = load_model(config)\n",
    "recog_model = load_char_recog_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n",
      "c:\\Users\\Sanchit\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\torch\\functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ..\\aten\\src\\ATen\\native\\TensorShape.cpp:3484.)\n",
      "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1505.9ms) Inference, (3.0ms) NMS\n",
      "Done. (1.520s)\n",
      "1/1 [==============================] - 0s 345ms/step\n",
      "1/1 [==============================] - 0s 94ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 101ms/step\n",
      "1/1 [==============================] - 0s 92ms/step\n",
      "1/1 [==============================] - 0s 92ms/step\n",
      "KL55R2473  KL55R2473\n",
      "No of images processed: 1\n",
      "Current Accuracy: 100.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1256.2ms) Inference, (2.5ms) NMS\n",
      "Done. (1.292s)\n",
      "1/1 [==============================] - 0s 71ms/step\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "1/1 [==============================] - 0s 34ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 69ms/step\n",
      "1/1 [==============================] - 0s 99ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "KL7BZ99  KL7BZ99\n",
      "No of images processed: 2\n",
      "Current Accuracy: 100.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (940.4ms) Inference, (1.0ms) NMS\n",
      "Done. (1.094s)\n",
      "1/1 [==============================] - 0s 81ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "1/1 [==============================] - 0s 81ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 85ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "FJR0Y31  FJR0Y31\n",
      "No of images processed: 3\n",
      "Current Accuracy: 100.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (862.4ms) Inference, (1.0ms) NMS\n",
      "Done. (0.900s)\n",
      "1/1 [==============================] - 0s 74ms/step\n",
      "1/1 [==============================] - 0s 82ms/step\n",
      "1/1 [==============================] - 0s 84ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 95ms/step\n",
      "RUD5L65  RUD5L65\n",
      "No of images processed: 4\n",
      "Current Accuracy: 100.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1087.2ms) Inference, (1.0ms) NMS\n",
      "Done. (1.154s)\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 53ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 116ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "ZAG0C54  ZAG0C54\n",
      "No of images processed: 5\n",
      "Current Accuracy: 100.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (830.8ms) Inference, (1.0ms) NMS\n",
      "Done. (0.850s)\n",
      "1/1 [==============================] - 0s 84ms/step\n",
      "1/1 [==============================] - 0s 84ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "1/1 [==============================] - 0s 94ms/step\n",
      "1/1 [==============================] - 0s 92ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "1/1 [==============================] - 0s 85ms/step\n",
      "NVH6Y89  NVH6Y89\n",
      "No of images processed: 6\n",
      "Current Accuracy: 100.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 licence-plates, Done. (936.3ms) Inference, (1.0ms) NMS\n",
      "Done. (1.005s)\n",
      "1/1 [==============================] - 0s 86ms/step\n",
      "1/1 [==============================] - 0s 100ms/step\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "1/1 [==============================] - 0s 92ms/step\n",
      "1/1 [==============================] - 0s 85ms/step\n",
      "1/1 [==============================] - 0s 81ms/step\n",
      "1/1 [==============================] - 0s 60ms/step\n",
      "ICP7A36  ICP7A36\n",
      "No of images processed: 7\n",
      "Current Accuracy: 100.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1012.2ms) Inference, (1.0ms) NMS\n",
      "Done. (1.064s)\n",
      "1/1 [==============================] - 0s 52ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 66ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "EEY8G30  EEY8G30\n",
      "No of images processed: 8\n",
      "Current Accuracy: 100.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 licence-plates, Done. (873.9ms) Inference, (1.0ms) NMS\n",
      "Done. (0.896s)\n",
      "1/1 [==============================] - 0s 80ms/step\n",
      "1/1 [==============================] - 0s 79ms/step\n",
      "1/1 [==============================] - 0s 86ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 70ms/step\n",
      "FAD3Z97  FAD3Z97\n",
      "No of images processed: 9\n",
      "Current Accuracy: 100.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1143.7ms) Inference, (1.9ms) NMS\n",
      "Done. (1.204s)\n",
      "1/1 [==============================] - 0s 84ms/step\n",
      "1/1 [==============================] - 0s 85ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 61ms/step\n",
      "1/1 [==============================] - 0s 61ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "DHF5B15  DHF5B15\n",
      "No of images processed: 10\n",
      "Current Accuracy: 100.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (832.0ms) Inference, (1.0ms) NMS\n",
      "Done. (0.861s)\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "1/1 [==============================] - 0s 107ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 34ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 102ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "XFJ2C50  XFJ2C50\n",
      "No of images processed: 11\n",
      "Current Accuracy: 100.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (923.7ms) Inference, (1.0ms) NMS\n",
      "Done. (0.952s)\n",
      "1/1 [==============================] - 0s 71ms/step\n",
      "1/1 [==============================] - 0s 76ms/step\n",
      "1/1 [==============================] - 0s 71ms/step\n",
      "1/1 [==============================] - 0s 79ms/step\n",
      "1/1 [==============================] - 0s 86ms/step\n",
      "1/1 [==============================] - 0s 92ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "VYP6B50  VYP6B50\n",
      "No of images processed: 12\n",
      "Current Accuracy: 100.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1009.1ms) Inference, (1.0ms) NMS\n",
      "Done. (1.064s)\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 52ms/step\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "1/1 [==============================] - 0s 54ms/step\n",
      "LLG8C31  LLG8C31\n",
      "No of images processed: 13\n",
      "Current Accuracy: 100.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1021.2ms) Inference, (2.1ms) NMS\n",
      "Done. (1.051s)\n",
      "1/1 [==============================] - 0s 76ms/step\n",
      "1/1 [==============================] - 0s 84ms/step\n",
      "1/1 [==============================] - 0s 85ms/step\n",
      "1/1 [==============================] - 0s 94ms/step\n",
      "1/1 [==============================] - 0s 100ms/step\n",
      "1/1 [==============================] - 0s 97ms/step\n",
      "1/1 [==============================] - 0s 71ms/step\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HKE0A12  HKE0A12\n",
      "No of images processed: 14\n",
      "Current Accuracy: 100.0\n",
      "1 licence-plate, Done. (827.0ms) Inference, (1.0ms) NMS\n",
      "Done. (0.850s)\n",
      "1/1 [==============================] - 0s 115ms/step\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 63ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "CDN1C22  CDN1C22\n",
      "No of images processed: 15\n",
      "Current Accuracy: 100.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1410.6ms) Inference, (2.0ms) NMS\n",
      "Done. (1.440s)\n",
      "  ZYJ1P05\n",
      "No of images processed: 16\n",
      "Current Accuracy: 93.75\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1346.2ms) Inference, (1.1ms) NMS\n",
      "Done. (1.368s)\n",
      "  ZYJ1P05\n",
      "No of images processed: 17\n",
      "Current Accuracy: 88.23529411764706\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1229.2ms) Inference, (1.1ms) NMS\n",
      "Done. (1.248s)\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 65ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 52ms/step\n",
      "1/1 [==============================] - 0s 63ms/step\n",
      "1/1 [==============================] - 0s 81ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "MH12JC2813  MH12JC2813\n",
      "No of images processed: 18\n",
      "Current Accuracy: 88.88888888888889\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1113.4ms) Inference, (1.2ms) NMS\n",
      "Done. (1.166s)\n",
      "1/1 [==============================] - 0s 73ms/step\n",
      "1/1 [==============================] - 0s 78ms/step\n",
      "1/1 [==============================] - 0s 73ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "ACC0G98  ACC0G98\n",
      "No of images processed: 19\n",
      "Current Accuracy: 89.47368421052632\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1208.5ms) Inference, (1.3ms) NMS\n",
      "Done. (1.541s)\n",
      "1/1 [==============================] - 0s 81ms/step\n",
      "1/1 [==============================] - 0s 94ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "1/1 [==============================] - 0s 94ms/step\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "1/1 [==============================] - 0s 96ms/step\n",
      "1/1 [==============================] - 0s 86ms/step\n",
      "SAA1U22  SAA1U22\n",
      "No of images processed: 20\n",
      "Current Accuracy: 90.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (942.5ms) Inference, (1.0ms) NMS\n",
      "Done. (1.245s)\n",
      "1/1 [==============================] - 0s 69ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "1/1 [==============================] - 0s 84ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 85ms/step\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "XXX4060  XXX4060\n",
      "No of images processed: 21\n",
      "Current Accuracy: 90.47619047619048\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1199.0ms) Inference, (1.0ms) NMS\n",
      "Done. (1.212s)\n",
      "1/1 [==============================] - 0s 30ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 74ms/step\n",
      "1/1 [==============================] - 0s 71ms/step\n",
      "1/1 [==============================] - 0s 87ms/step\n",
      "1/1 [==============================] - 0s 96ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "0HC8047  0HC8047\n",
      "No of images processed: 22\n",
      "Current Accuracy: 90.9090909090909\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1225.7ms) Inference, (1.0ms) NMS\n",
      "Done. (1.257s)\n",
      "1/1 [==============================] - 0s 31ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 71ms/step\n",
      "1/1 [==============================] - 0s 106ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "BAD4P12  BAD4P12\n",
      "No of images processed: 23\n",
      "Current Accuracy: 91.30434782608695\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 licence-plates, Done. (1183.4ms) Inference, (1.0ms) NMS\n",
      "Done. (1.198s)\n",
      "1/1 [==============================] - 0s 31ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 58ms/step\n",
      "1/1 [==============================] - 0s 96ms/step\n",
      "1/1 [==============================] - 0s 97ms/step\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "VP32J07  VPS2J07\n",
      "No of images processed: 24\n",
      "Current Accuracy: 87.5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1081.0ms) Inference, (1.9ms) NMS\n",
      "Done. (1.420s)\n",
      "1/1 [==============================] - 0s 78ms/step\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "1/1 [==============================] - 0s 64ms/step\n",
      "1/1 [==============================] - 0s 62ms/step\n",
      "1/1 [==============================] - 0s 96ms/step\n",
      "1/1 [==============================] - 0s 87ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "FGQ23Y90  FGQ3Y90\n",
      "No of images processed: 25\n",
      "Current Accuracy: 84.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1209.6ms) Inference, (1.0ms) NMS\n",
      "Done. (1.456s)\n",
      "1/1 [==============================] - 0s 80ms/step\n",
      "1/1 [==============================] - 0s 80ms/step\n",
      "1/1 [==============================] - 0s 76ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 86ms/step\n",
      "1/1 [==============================] - 0s 94ms/step\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "ZJI7H20  ZJI7H20\n",
      "No of images processed: 26\n",
      "Current Accuracy: 84.61538461538461\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (861.8ms) Inference, (0.0ms) NMS\n",
      "Done. (0.874s)\n",
      "1/1 [==============================] - 0s 100ms/step\n",
      "1/1 [==============================] - 0s 73ms/step\n",
      "1/1 [==============================] - 0s 65ms/step\n",
      "1/1 [==============================] - 0s 78ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 69ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "MH14EU3498  MH14EU3498\n",
      "No of images processed: 27\n",
      "Current Accuracy: 85.18518518518519\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (932.5ms) Inference, (1.0ms) NMS\n",
      "Done. (0.971s)\n",
      "1/1 [==============================] - 0s 95ms/step\n",
      "1/1 [==============================] - 0s 99ms/step\n",
      "1/1 [==============================] - 0s 94ms/step\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "1/1 [==============================] - 0s 100ms/step\n",
      "1/1 [==============================] - 0s 87ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "VRF4E08  VRF4E08\n",
      "No of images processed: 28\n",
      "Current Accuracy: 85.71428571428571\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 licence-plates, Done. (991.3ms) Inference, (1.0ms) NMS\n",
      "Done. (1.072s)\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "IYZ2Z18  IYZ2Z18\n",
      "No of images processed: 29\n",
      "Current Accuracy: 86.20689655172413\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (867.7ms) Inference, (0.9ms) NMS\n",
      "Done. (0.925s)\n",
      "1/1 [==============================] - 0s 81ms/step\n",
      "1/1 [==============================] - 0s 82ms/step\n",
      "1/1 [==============================] - 0s 86ms/step\n",
      "1/1 [==============================] - 0s 68ms/step\n",
      "1/1 [==============================] - 0s 92ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "ZVX6X74  ZVX6X74\n",
      "No of images processed: 30\n",
      "Current Accuracy: 86.66666666666667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (976.4ms) Inference, (2.0ms) NMS\n",
      "Done. (1.018s)\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 68ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 66ms/step\n",
      "YTZ8U13  YTZ8U13\n",
      "No of images processed: 31\n",
      "Current Accuracy: 87.09677419354838\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (920.4ms) Inference, (1.0ms) NMS\n",
      "Done. (0.966s)\n",
      "1/1 [==============================] - 0s 92ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 53ms/step\n",
      "KED3J30  KED3J30\n",
      "No of images processed: 32\n",
      "Current Accuracy: 87.5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (800.9ms) Inference, (1.0ms) NMS\n",
      "Done. (0.861s)\n",
      "1/1 [==============================] - 0s 92ms/step\n",
      "1/1 [==============================] - 0s 83ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 53ms/step\n",
      "1/1 [==============================] - 0s 61ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "QYU3E14  QYU3E14\n",
      "No of images processed: 33\n",
      "Current Accuracy: 87.87878787878788\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (896.5ms) Inference, (2.0ms) NMS\n",
      "Done. (0.956s)\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "1/1 [==============================] - 0s 58ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "1/1 [==============================] - 0s 87ms/step\n",
      "1/1 [==============================] - 0s 60ms/step\n",
      "UAB0L81  UAB0L81\n",
      "No of images processed: 34\n",
      "Current Accuracy: 88.23529411764706\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (782.9ms) Inference, (1.0ms) NMS\n",
      "Done. (0.866s)\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 92ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "1/1 [==============================] - 0s 63ms/step\n",
      "1/1 [==============================] - 0s 61ms/step\n",
      "ILC1A71  ILC1A71\n",
      "No of images processed: 35\n",
      "Current Accuracy: 88.57142857142857\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (961.6ms) Inference, (0.0ms) NMS\n",
      "Done. (0.997s)\n",
      "1/1 [==============================] - 0s 62ms/step\n",
      "1/1 [==============================] - 0s 61ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "1/1 [==============================] - 0s 61ms/step\n",
      "1/1 [==============================] - 0s 58ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "UHK5055  UHK5055\n",
      "No of images processed: 36\n",
      "Current Accuracy: 88.88888888888889\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1293.1ms) Inference, (2.0ms) NMS\n",
      "Done. (1.331s)\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 97ms/step\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "ETI3G90  ETI3G90\n",
      "No of images processed: 37\n",
      "Current Accuracy: 89.1891891891892\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1080.1ms) Inference, (2.0ms) NMS\n",
      "Done. (1.095s)\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 66ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 68ms/step\n",
      "1/1 [==============================] - 0s 75ms/step\n",
      "1/1 [==============================] - 0s 80ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "HR26CT67O2  HR26CT6702\n",
      "No of images processed: 38\n",
      "Current Accuracy: 86.8421052631579\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (806.2ms) Inference, (1.0ms) NMS\n",
      "Done. (0.853s)\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "1/1 [==============================] - 0s 61ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "1/1 [==============================] - 0s 66ms/step\n",
      "1/1 [==============================] - 0s 78ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "AVY8G22  AVY8G22\n",
      "No of images processed: 39\n",
      "Current Accuracy: 87.17948717948718\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1034.6ms) Inference, (1.0ms) NMS\n",
      "Done. (1.057s)\n",
      "1/1 [==============================] - 0s 32ms/step\n",
      "1/1 [==============================] - 0s 103ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 82ms/step\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "DZ17Y  DZ17YXR\n",
      "No of images processed: 40\n",
      "Current Accuracy: 85.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (914.6ms) Inference, (1.0ms) NMS\n",
      "Done. (0.957s)\n",
      "1/1 [==============================] - 0s 92ms/step\n",
      "1/1 [==============================] - 0s 92ms/step\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "1/1 [==============================] - 0s 86ms/step\n",
      "1/1 [==============================] - 0s 95ms/step\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "ASP3E06  ASP3E06\n",
      "No of images processed: 41\n",
      "Current Accuracy: 85.36585365853658\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (719.1ms) Inference, (1.1ms) NMS\n",
      "Done. (0.746s)\n",
      "1/1 [==============================] - 0s 72ms/step\n",
      "1/1 [==============================] - 0s 72ms/step\n",
      "1/1 [==============================] - 0s 53ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 60ms/step\n",
      "1/1 [==============================] - 0s 82ms/step\n",
      "LLZ6Y18  LLZ6Y18\n",
      "No of images processed: 42\n",
      "Current Accuracy: 85.71428571428571\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (860.5ms) Inference, (2.0ms) NMS\n",
      "Done. (0.917s)\n",
      "1/1 [==============================] - 0s 79ms/step\n",
      "1/1 [==============================] - 0s 68ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 54ms/step\n",
      "1/1 [==============================] - 0s 62ms/step\n",
      "1/1 [==============================] - 0s 72ms/step\n",
      "CHI4A30  CHI4A30\n",
      "No of images processed: 43\n",
      "Current Accuracy: 86.04651162790698\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (938.7ms) Inference, (1.0ms) NMS\n",
      "Done. (0.975s)\n",
      "1/1 [==============================] - 0s 95ms/step\n",
      "1/1 [==============================] - 0s 95ms/step\n",
      "1/1 [==============================] - 0s 87ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "1/1 [==============================] - 0s 95ms/step\n",
      "1/1 [==============================] - 0s 68ms/step\n",
      "YZN7K66  YZN7K66\n",
      "No of images processed: 44\n",
      "Current Accuracy: 86.36363636363636\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (931.5ms) Inference, (1.0ms) NMS\n",
      "Done. (0.965s)\n",
      "1/1 [==============================] - 0s 82ms/step\n",
      "1/1 [==============================] - 0s 82ms/step\n",
      "1/1 [==============================] - 0s 87ms/step\n",
      "1/1 [==============================] - 0s 121ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "VRF4E08  VRF4E08\n",
      "No of images processed: 45\n",
      "Current Accuracy: 86.66666666666667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (796.8ms) Inference, (2.0ms) NMS\n",
      "Done. (0.827s)\n",
      "1/1 [==============================] - 0s 79ms/step\n",
      "1/1 [==============================] - 0s 96ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "1/1 [==============================] - 0s 87ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 95ms/step\n",
      "1/1 [==============================] - 0s 97ms/step\n",
      "AEU8K65  AEU8K65\n",
      "No of images processed: 46\n",
      "Current Accuracy: 86.95652173913044\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (839.5ms) Inference, (2.1ms) NMS\n",
      "Done. (0.888s)\n",
      "1/1 [==============================] - 0s 52ms/step\n",
      "1/1 [==============================] - 0s 69ms/step\n",
      "1/1 [==============================] - 0s 84ms/step\n",
      "1/1 [==============================] - 0s 94ms/step\n",
      "1/1 [==============================] - 0s 103ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 98ms/step\n",
      "S0A4R42  S0A4R42\n",
      "No of images processed: 47\n",
      "Current Accuracy: 87.2340425531915\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (701.4ms) Inference, (0.0ms) NMS\n",
      "Done. (0.718s)\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 63ms/step\n",
      "1/1 [==============================] - 0s 61ms/step\n",
      "1/1 [==============================] - 0s 63ms/step\n",
      "XCP6E42  XCP6E42\n",
      "No of images processed: 48\n",
      "Current Accuracy: 87.5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (999.4ms) Inference, (1.0ms) NMS\n",
      "Done. (1.109s)\n",
      "1/1 [==============================] - 0s 76ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "GAR1P11  GAR1P11\n",
      "No of images processed: 49\n",
      "Current Accuracy: 87.75510204081633\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (932.7ms) Inference, (0.0ms) NMS\n",
      "Done. (0.950s)\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 71ms/step\n",
      "1/1 [==============================] - 0s 64ms/step\n",
      "1/1 [==============================] - 0s 61ms/step\n",
      "1/1 [==============================] - 0s 64ms/step\n",
      "1/1 [==============================] - 0s 62ms/step\n",
      "1/1 [==============================] - 0s 62ms/step\n",
      "BAV9R93  BAV9R93\n",
      "No of images processed: 50\n",
      "Current Accuracy: 88.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1125.7ms) Inference, (2.0ms) NMS\n",
      "Done. (1.152s)\n",
      "1/1 [==============================] - 0s 60ms/step\n",
      "1/1 [==============================] - 0s 52ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "HPJ7U96  HPJ7U96\n",
      "No of images processed: 51\n",
      "Current Accuracy: 88.23529411764706\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (887.7ms) Inference, (2.0ms) NMS\n",
      "Done. (0.906s)\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "BG04L12  BG04L12\n",
      "No of images processed: 52\n",
      "Current Accuracy: 88.46153846153845\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1308.7ms) Inference, (2.0ms) NMS\n",
      "Done. (1.341s)\n",
      "1/1 [==============================] - 0s 58ms/step\n",
      "1/1 [==============================] - 0s 58ms/step\n",
      "1/1 [==============================] - 0s 60ms/step\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 58ms/step\n",
      "1/1 [==============================] - 0s 65ms/step\n",
      "1/1 [==============================] - 0s 79ms/step\n",
      "ZYZ6V58  ZYZ6V58\n",
      "No of images processed: 53\n",
      "Current Accuracy: 88.67924528301887\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (883.3ms) Inference, (1.0ms) NMS\n",
      "Done. (0.917s)\n",
      "1/1 [==============================] - 0s 66ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 85ms/step\n",
      "1/1 [==============================] - 0s 98ms/step\n",
      "VDU7V67  VDU7V67\n",
      "No of images processed: 54\n",
      "Current Accuracy: 88.88888888888889\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1068.9ms) Inference, (1.7ms) NMS\n",
      "Done. (1.087s)\n",
      "1/1 [==============================] - 0s 111ms/step\n",
      "1/1 [==============================] - 0s 58ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 60ms/step\n",
      "1/1 [==============================] - 0s 61ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "NVG3P10  NVG3P10\n",
      "No of images processed: 55\n",
      "Current Accuracy: 89.0909090909091\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1015.5ms) Inference, (2.1ms) NMS\n",
      "Done. (1.043s)\n",
      "1/1 [==============================] - 0s 52ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 51ms/step\n",
      "1/1 [==============================] - 0s 52ms/step\n",
      "1/1 [==============================] - 0s 86ms/step\n",
      "1/1 [==============================] - 0s 101ms/step\n",
      "1/1 [==============================] - 0s 70ms/step\n",
      "VYS7A51  VYS7A51\n",
      "No of images processed: 56\n",
      "Current Accuracy: 89.28571428571429\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1036.3ms) Inference, (0.7ms) NMS\n",
      "Done. (1.055s)\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "PXX7L00  PXX7L00\n",
      "No of images processed: 57\n",
      "Current Accuracy: 89.47368421052632\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1082.7ms) Inference, (1.9ms) NMS\n",
      "Done. (1.104s)\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "1/1 [==============================] - 0s 62ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "RGR6P31  RGR6P31\n",
      "No of images processed: 58\n",
      "Current Accuracy: 89.65517241379311\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (961.4ms) Inference, (1.0ms) NMS\n",
      "Done. (0.991s)\n",
      "1/1 [==============================] - 0s 85ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "1/1 [==============================] - 0s 83ms/step\n",
      "1/1 [==============================] - 0s 83ms/step\n",
      "1/1 [==============================] - 0s 86ms/step\n",
      "1/1 [==============================] - 0s 62ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "1/1 [==============================] - 0s 58ms/step\n",
      "VJED8X17  JED8X17\n",
      "No of images processed: 59\n",
      "Current Accuracy: 88.13559322033898\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1155.5ms) Inference, (0.9ms) NMS\n",
      "Done. (1.192s)\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "1/1 [==============================] - 0s 75ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "PGMN112  PGMN112\n",
      "No of images processed: 60\n",
      "Current Accuracy: 88.33333333333333\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (829.0ms) Inference, (1.0ms) NMS\n",
      "Done. (0.853s)\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "KSL2J01  KSL2J01\n",
      "No of images processed: 61\n",
      "Current Accuracy: 88.52459016393442\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (966.4ms) Inference, (2.0ms) NMS\n",
      "Done. (1.009s)\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 70ms/step\n",
      "YUT1X16  YUT1X16\n",
      "No of images processed: 62\n",
      "Current Accuracy: 88.70967741935483\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 licence-plates, Done. (1143.2ms) Inference, (2.0ms) NMS\n",
      "Done. (1.182s)\n",
      "1/1 [==============================] - 0s 75ms/step\n",
      "1/1 [==============================] - 0s 77ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "1/1 [==============================] - 0s 87ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "1/1 [==============================] - 0s 103ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "KAT3R64  KAT3R64\n",
      "No of images processed: 63\n",
      "Current Accuracy: 88.88888888888889\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (806.8ms) Inference, (1.0ms) NMS\n",
      "Done. (0.861s)\n",
      "1/1 [==============================] - 0s 71ms/step\n",
      "1/1 [==============================] - 0s 76ms/step\n",
      "1/1 [==============================] - 0s 60ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "KQ01J08  KQ01J08\n",
      "No of images processed: 64\n",
      "Current Accuracy: 89.0625\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 licence-plates, Done. (843.7ms) Inference, (1.0ms) NMS\n",
      "Done. (0.909s)\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "FAD3Z97  FAD3Z97\n",
      "No of images processed: 65\n",
      "Current Accuracy: 89.23076923076924\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (846.8ms) Inference, (1.0ms) NMS\n",
      "Done. (0.882s)\n",
      "1/1 [==============================] - 0s 78ms/step\n",
      "1/1 [==============================] - 0s 84ms/step\n",
      "1/1 [==============================] - 0s 60ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 34ms/step\n",
      "1/1 [==============================] - 0s 34ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "ZVX6X74  ZVX6X74\n",
      "No of images processed: 66\n",
      "Current Accuracy: 89.39393939393939\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (881.6ms) Inference, (1.0ms) NMS\n",
      "Done. (0.905s)\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 62ms/step\n",
      "ZZL1X36  ZZL1X36\n",
      "No of images processed: 67\n",
      "Current Accuracy: 89.55223880597015\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1087.8ms) Inference, (1.0ms) NMS\n",
      "Done. (1.104s)\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "YTZ8U13  YTZ8U13\n",
      "No of images processed: 68\n",
      "Current Accuracy: 89.70588235294117\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (876.4ms) Inference, (1.0ms) NMS\n",
      "Done. (0.907s)\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 64ms/step\n",
      "1/1 [==============================] - 0s 50ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "KED3J30  KED3J30\n",
      "No of images processed: 69\n",
      "Current Accuracy: 89.85507246376811\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 licence-plates, Done. (935.1ms) Inference, (1.0ms) NMS\n",
      "Done. (0.965s)\n",
      "1/1 [==============================] - 0s 54ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 50ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "EUU6I34  EUU6I34\n",
      "No of images processed: 70\n",
      "Current Accuracy: 90.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (994.4ms) Inference, (1.0ms) NMS\n",
      "Done. (1.020s)\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "1/1 [==============================] - 0s 70ms/step\n",
      "DZ17Y  DZ17YXR\n",
      "No of images processed: 71\n",
      "Current Accuracy: 88.73239436619718\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (918.2ms) Inference, (1.0ms) NMS\n",
      "Done. (0.957s)\n",
      "1/1 [==============================] - 0s 78ms/step\n",
      "1/1 [==============================] - 0s 86ms/step\n",
      "1/1 [==============================] - 0s 94ms/step\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 94ms/step\n",
      "1/1 [==============================] - 0s 111ms/step\n",
      "1/1 [==============================] - 0s 50ms/step\n",
      "UJV9N75  UJV9N75\n",
      "No of images processed: 72\n",
      "Current Accuracy: 88.88888888888889\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (743.3ms) Inference, (1.0ms) NMS\n",
      "Done. (0.769s)\n",
      "1/1 [==============================] - 0s 71ms/step\n",
      "1/1 [==============================] - 0s 79ms/step\n",
      "1/1 [==============================] - 0s 79ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "UH07B94  UH07B94\n",
      "No of images processed: 73\n",
      "Current Accuracy: 89.04109589041096\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (909.3ms) Inference, (0.0ms) NMS\n",
      "Done. (0.980s)\n",
      "1/1 [==============================] - 0s 79ms/step\n",
      "1/1 [==============================] - 0s 85ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 50ms/step\n",
      "1/1 [==============================] - 0s 99ms/step\n",
      "1/1 [==============================] - 0s 70ms/step\n",
      "1/1 [==============================] - 0s 81ms/step\n",
      "LLG8C31  LLG8C31\n",
      "No of images processed: 74\n",
      "Current Accuracy: 89.1891891891892\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (989.7ms) Inference, (1.0ms) NMS\n",
      "Done. (1.016s)\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 69ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "1/1 [==============================] - 0s 101ms/step\n",
      "FVG2Q86  FVG2Q86\n",
      "No of images processed: 75\n",
      "Current Accuracy: 89.33333333333333\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1088.7ms) Inference, (1.0ms) NMS\n",
      "Done. (1.152s)\n",
      "1/1 [==============================] - 0s 77ms/step\n",
      "1/1 [==============================] - 0s 112ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "LPQ5G75  LPQ5G75\n",
      "No of images processed: 76\n",
      "Current Accuracy: 89.47368421052632\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (869.5ms) Inference, (1.0ms) NMS\n",
      "Done. (0.911s)\n",
      "1/1 [==============================] - 0s 94ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 58ms/step\n",
      "1/1 [==============================] - 0s 103ms/step\n",
      "GAR1P11  GAR1P11\n",
      "No of images processed: 77\n",
      "Current Accuracy: 89.6103896103896\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (930.1ms) Inference, (2.0ms) NMS\n",
      "Done. (1.001s)\n",
      "1/1 [==============================] - 0s 84ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "1/1 [==============================] - 0s 86ms/step\n",
      "1/1 [==============================] - 0s 87ms/step\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "VYP6B50  VYP6B50\n",
      "No of images processed: 78\n",
      "Current Accuracy: 89.74358974358975\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (878.8ms) Inference, (1.0ms) NMS\n",
      "Done. (0.945s)\n",
      "1/1 [==============================] - 0s 75ms/step\n",
      "1/1 [==============================] - 0s 84ms/step\n",
      "1/1 [==============================] - 0s 92ms/step\n",
      "1/1 [==============================] - 0s 95ms/step\n",
      "1/1 [==============================] - 0s 98ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "1/1 [==============================] - 0s 94ms/step\n",
      "JQJ4S58  JQJ4S58\n",
      "No of images processed: 79\n",
      "Current Accuracy: 89.87341772151899\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (921.7ms) Inference, (0.8ms) NMS\n",
      "Done. (0.950s)\n",
      "1/1 [==============================] - 0s 78ms/step\n",
      "1/1 [==============================] - 0s 64ms/step\n",
      "1/1 [==============================] - 0s 51ms/step\n",
      "1/1 [==============================] - 0s 95ms/step\n",
      "1/1 [==============================] - 0s 75ms/step\n",
      "1/1 [==============================] - 0s 52ms/step\n",
      "1/1 [==============================] - 0s 69ms/step\n",
      "PJJ1L76  PJJ1L76\n",
      "No of images processed: 80\n",
      "Current Accuracy: 90.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (941.4ms) Inference, (1.0ms) NMS\n",
      "Done. (1.006s)\n",
      "1/1 [==============================] - 0s 52ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 102ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "BZY8Z87  BZY8Z87\n",
      "No of images processed: 81\n",
      "Current Accuracy: 90.12345679012346\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1141.3ms) Inference, (2.0ms) NMS\n",
      "Done. (1.170s)\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 64ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "ENY8N06  ENY8N06\n",
      "No of images processed: 82\n",
      "Current Accuracy: 90.2439024390244\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (775.3ms) Inference, (0.7ms) NMS\n",
      "Done. (0.826s)\n",
      "1/1 [==============================] - 0s 82ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "1/1 [==============================] - 0s 96ms/step\n",
      "1/1 [==============================] - 0s 96ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "SXV3G38  SXV3G38\n",
      "No of images processed: 83\n",
      "Current Accuracy: 90.36144578313254\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (907.3ms) Inference, (1.0ms) NMS\n",
      "Done. (0.926s)\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "KPD8L62  KPD8L62\n",
      "No of images processed: 84\n",
      "Current Accuracy: 90.47619047619048\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (959.9ms) Inference, (1.0ms) NMS\n",
      "Done. (1.000s)\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 108ms/step\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 101ms/step\n",
      "DHF5B15  DHF5B15\n",
      "No of images processed: 85\n",
      "Current Accuracy: 90.58823529411765\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (753.1ms) Inference, (2.0ms) NMS\n",
      "Done. (0.803s)\n",
      "1/1 [==============================] - 0s 80ms/step\n",
      "1/1 [==============================] - 0s 80ms/step\n",
      "1/1 [==============================] - 0s 86ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "DBJ5R59  DBJ5R59\n",
      "No of images processed: 86\n",
      "Current Accuracy: 90.69767441860465\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (905.3ms) Inference, (1.0ms) NMS\n",
      "Done. (0.970s)\n",
      "1/1 [==============================] - 0s 70ms/step\n",
      "1/1 [==============================] - 0s 76ms/step\n",
      "1/1 [==============================] - 0s 81ms/step\n",
      "1/1 [==============================] - 0s 96ms/step\n",
      "1/1 [==============================] - 0s 94ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "LVY8X45  LVY8X45\n",
      "No of images processed: 87\n",
      "Current Accuracy: 90.80459770114942\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (891.8ms) Inference, (1.0ms) NMS\n",
      "Done. (0.944s)\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "YYD6B61  YYD6B61\n",
      "No of images processed: 88\n",
      "Current Accuracy: 90.9090909090909\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (899.7ms) Inference, (1.2ms) NMS\n",
      "Done. (0.994s)\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 53ms/step\n",
      "1/1 [==============================] - 0s 83ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "CHI4A30  CHI4A30\n",
      "No of images processed: 89\n",
      "Current Accuracy: 91.01123595505618\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 licence-plates, Done. (1213.1ms) Inference, (2.0ms) NMS\n",
      "Done. (1.276s)\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 104ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "BADJ231  BAD231\n",
      "No of images processed: 90\n",
      "Current Accuracy: 90.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 licence-plates, Done. (1333.4ms) Inference, (2.0ms) NMS\n",
      "Done. (1.385s)\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 82ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "1/1 [==============================] - 0s 72ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 67ms/step\n",
      "1/1 [==============================] - 0s 84ms/step\n",
      "1/1 [==============================] - 0s 100ms/step\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "1/1 [==============================] - 0s 69ms/step\n",
      "GJW115A1138  GJW115A1138\n",
      "No of images processed: 91\n",
      "Current Accuracy: 90.10989010989012\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1136.6ms) Inference, (1.0ms) NMS\n",
      "Done. (1.197s)\n",
      "1/1 [==============================] - 0s 31ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "1/1 [==============================] - 0s 78ms/step\n",
      "1/1 [==============================] - 0s 80ms/step\n",
      "1/1 [==============================] - 0s 92ms/step\n",
      "PGMN112  PGMN112\n",
      "No of images processed: 92\n",
      "Current Accuracy: 90.21739130434783\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1314.7ms) Inference, (1.0ms) NMS\n",
      "Done. (1.352s)\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 52ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "1/1 [==============================] - 0s 64ms/step\n",
      "1/1 [==============================] - 0s 53ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "1/1 [==============================] - 0s 87ms/step\n",
      "15LK10898  15LK10898\n",
      "No of images processed: 93\n",
      "Current Accuracy: 90.32258064516128\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (836.5ms) Inference, (1.0ms) NMS\n",
      "Done. (0.887s)\n",
      "1/1 [==============================] - 0s 72ms/step\n",
      "1/1 [==============================] - 0s 74ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 75ms/step\n",
      "1/1 [==============================] - 0s 87ms/step\n",
      "1/1 [==============================] - 0s 86ms/step\n",
      "YYD6B61  YYD6B61\n",
      "No of images processed: 94\n",
      "Current Accuracy: 90.42553191489363\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (792.1ms) Inference, (1.0ms) NMS\n",
      "Done. (0.834s)\n",
      "1/1 [==============================] - 0s 74ms/step\n",
      "1/1 [==============================] - 0s 72ms/step\n",
      "1/1 [==============================] - 0s 58ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 51ms/step\n",
      "1/1 [==============================] - 0s 78ms/step\n",
      "JQJ4S58  JQJ4S58\n",
      "No of images processed: 95\n",
      "Current Accuracy: 90.52631578947368\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1108.5ms) Inference, (1.9ms) NMS\n",
      "Done. (1.131s)\n",
      "1/1 [==============================] - 0s 31ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 82ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "1/1 [==============================] - 0s 67ms/step\n",
      "1/1 [==============================] - 0s 75ms/step\n",
      "4G241GH  G241GH\n",
      "No of images processed: 96\n",
      "Current Accuracy: 89.58333333333334\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 licence-plates, Done. (958.1ms) Inference, (1.0ms) NMS\n",
      "Done. (1.020s)\n",
      "1/1 [==============================] - 0s 72ms/step\n",
      "1/1 [==============================] - 0s 82ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 76ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 64ms/step\n",
      "1/1 [==============================] - 0s 100ms/step\n",
      "IYZ2Z18  IYZ2Z18\n",
      "No of images processed: 97\n",
      "Current Accuracy: 89.69072164948454\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (955.5ms) Inference, (1.0ms) NMS\n",
      "Done. (0.981s)\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 50ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "1/1 [==============================] - 0s 115ms/step\n",
      "1/1 [==============================] - 0s 101ms/step\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "JET7G88  JET7G88\n",
      "No of images processed: 98\n",
      "Current Accuracy: 89.79591836734694\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1557.5ms) Inference, (1.0ms) NMS\n",
      "Done. (1.583s)\n",
      "1/1 [==============================] - 0s 31ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 64ms/step\n",
      "1/1 [==============================] - 0s 78ms/step\n",
      "1/1 [==============================] - 0s 58ms/step\n",
      "1/1 [==============================] - 0s 60ms/step\n",
      "KL16J3636  KL16J3636\n",
      "No of images processed: 99\n",
      "Current Accuracy: 89.8989898989899\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (893.0ms) Inference, (1.0ms) NMS\n",
      "Done. (0.927s)\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 54ms/step\n",
      "1/1 [==============================] - 0s 86ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 98ms/step\n",
      "UKV4L15  UKV4L15\n",
      "No of images processed: 100\n",
      "Current Accuracy: 90.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (916.0ms) Inference, (1.0ms) NMS\n",
      "Done. (0.976s)\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 53ms/step\n",
      "1/1 [==============================] - 0s 54ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "VYS7A51  VYS7A51\n",
      "No of images processed: 101\n",
      "Current Accuracy: 90.0990099009901\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (906.0ms) Inference, (1.0ms) NMS\n",
      "Done. (0.932s)\n",
      "1/1 [==============================] - 0s 79ms/step\n",
      "1/1 [==============================] - 0s 82ms/step\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 97ms/step\n",
      "1/1 [==============================] - 0s 96ms/step\n",
      "1/1 [==============================] - 0s 94ms/step\n",
      "VDU7V67  VDU7V67\n",
      "No of images processed: 102\n",
      "Current Accuracy: 90.19607843137256\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (881.2ms) Inference, (0.9ms) NMS\n",
      "Done. (0.898s)\n",
      "1/1 [==============================] - 0s 69ms/step\n",
      "1/1 [==============================] - 0s 73ms/step\n",
      "1/1 [==============================] - 0s 74ms/step\n",
      "1/1 [==============================] - 0s 69ms/step\n",
      "1/1 [==============================] - 0s 78ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "BG04L12  BG04L12\n",
      "No of images processed: 103\n",
      "Current Accuracy: 90.29126213592234\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (851.9ms) Inference, (1.1ms) NMS\n",
      "Done. (0.869s)\n",
      "1/1 [==============================] - 0s 82ms/step\n",
      "1/1 [==============================] - 0s 82ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 99ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "BAV9R93  BAV9R93\n",
      "No of images processed: 104\n",
      "Current Accuracy: 90.38461538461539\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (829.7ms) Inference, (1.0ms) NMS\n",
      "Done. (0.878s)\n",
      "1/1 [==============================] - 0s 82ms/step\n",
      "1/1 [==============================] - 0s 92ms/step\n",
      "1/1 [==============================] - 0s 92ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 75ms/step\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "1/1 [==============================] - 0s 73ms/step\n",
      "UZ08070  UZ08070\n",
      "No of images processed: 105\n",
      "Current Accuracy: 90.47619047619048\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1003.7ms) Inference, (0.9ms) NMS\n",
      "Done. (1.083s)\n",
      "1/1 [==============================] - 0s 100ms/step\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "1/1 [==============================] - 0s 54ms/step\n",
      "1/1 [==============================] - 0s 52ms/step\n",
      "1/1 [==============================] - 0s 58ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 105ms/step\n",
      "KJE1I58  KJE1I58\n",
      "No of images processed: 106\n",
      "Current Accuracy: 90.56603773584906\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1065.8ms) Inference, (1.7ms) NMS\n",
      "Done. (1.136s)\n",
      "1/1 [==============================] - 0s 92ms/step\n",
      "1/1 [==============================] - 0s 75ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 99ms/step\n",
      "1/1 [==============================] - 0s 92ms/step\n",
      "1/1 [==============================] - 0s 100ms/step\n",
      "VEI2H47  VEI2H47\n",
      "No of images processed: 107\n",
      "Current Accuracy: 90.65420560747664\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (958.9ms) Inference, (1.0ms) NMS\n",
      "Done. (1.048s)\n",
      "1/1 [==============================] - 0s 81ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "1/1 [==============================] - 0s 60ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 106ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "CRF4E69  CRF4E69\n",
      "No of images processed: 108\n",
      "Current Accuracy: 90.74074074074075\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1189.7ms) Inference, (1.0ms) NMS\n",
      "Done. (1.244s)\n",
      "1/1 [==============================] - 0s 80ms/step\n",
      "1/1 [==============================] - 0s 87ms/step\n",
      "1/1 [==============================] - 0s 75ms/step\n",
      "1/1 [==============================] - 0s 99ms/step\n",
      "1/1 [==============================] - 0s 85ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "1/1 [==============================] - 0s 105ms/step\n",
      "PUX5E62  PUX5E62\n",
      "No of images processed: 109\n",
      "Current Accuracy: 90.82568807339449\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 licence-plates, Done. (1627.8ms) Inference, (1.0ms) NMS\n",
      "Done. (1.641s)\n",
      "1/1 [==============================] - 0s 32ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 34ms/step\n",
      "1/1 [==============================] - 0s 50ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "MH20EE7598  MH20EE7598\n",
      "No of images processed: 110\n",
      "Current Accuracy: 90.9090909090909\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1053.9ms) Inference, (0.8ms) NMS\n",
      "Done. (1.088s)\n",
      "1/1 [==============================] - 0s 81ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "HKU2A19  HKU2A19\n",
      "No of images processed: 111\n",
      "Current Accuracy: 90.990990990991\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (822.8ms) Inference, (2.0ms) NMS\n",
      "Done. (0.851s)\n",
      "1/1 [==============================] - 0s 103ms/step\n",
      "1/1 [==============================] - 0s 107ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "1/1 [==============================] - 0s 77ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 105ms/step\n",
      "LLZ6Y18  LLZ6Y18\n",
      "No of images processed: 112\n",
      "Current Accuracy: 91.07142857142857\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (951.1ms) Inference, (0.0ms) NMS\n",
      "Done. (0.984s)\n",
      "1/1 [==============================] - 0s 77ms/step\n",
      "1/1 [==============================] - 0s 84ms/step\n",
      "1/1 [==============================] - 0s 52ms/step\n",
      "1/1 [==============================] - 0s 70ms/step\n",
      "1/1 [==============================] - 0s 62ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "FYJ4H11  FYJ4H11\n",
      "No of images processed: 113\n",
      "Current Accuracy: 91.1504424778761\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (829.1ms) Inference, (1.9ms) NMS\n",
      "Done. (0.877s)\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 62ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 79ms/step\n",
      "1/1 [==============================] - 0s 80ms/step\n",
      "BZY8Z87  BZY8Z87\n",
      "No of images processed: 114\n",
      "Current Accuracy: 91.22807017543859\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (968.3ms) Inference, (1.3ms) NMS\n",
      "Done. (1.007s)\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "1/1 [==============================] - 0s 66ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "GAR1P11  GAR1P11\n",
      "No of images processed: 115\n",
      "Current Accuracy: 91.30434782608695\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1009.0ms) Inference, (1.0ms) NMS\n",
      "Done. (1.076s)\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 63ms/step\n",
      "1/1 [==============================] - 0s 67ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "1/1 [==============================] - 0s 68ms/step\n",
      "1/1 [==============================] - 0s 102ms/step\n",
      "1/1 [==============================] - 0s 94ms/step\n",
      "LPQ5G75  LPQ5G75\n",
      "No of images processed: 116\n",
      "Current Accuracy: 91.37931034482759\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (900.5ms) Inference, (1.0ms) NMS\n",
      "Done. (0.972s)\n",
      "1/1 [==============================] - 0s 82ms/step\n",
      "1/1 [==============================] - 0s 100ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 53ms/step\n",
      "1/1 [==============================] - 0s 72ms/step\n",
      "1/1 [==============================] - 0s 51ms/step\n",
      "1/1 [==============================] - 0s 67ms/step\n",
      "PJJ1L76  PJJ1L76\n",
      "No of images processed: 117\n",
      "Current Accuracy: 91.45299145299145\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (829.8ms) Inference, (1.0ms) NMS\n",
      "Done. (0.866s)\n",
      "1/1 [==============================] - 0s 85ms/step\n",
      "1/1 [==============================] - 0s 92ms/step\n",
      "1/1 [==============================] - 0s 87ms/step\n",
      "1/1 [==============================] - 0s 96ms/step\n",
      "1/1 [==============================] - 0s 106ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "FKA4V49  FKA4V49\n",
      "No of images processed: 118\n",
      "Current Accuracy: 91.52542372881356\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (720.1ms) Inference, (1.0ms) NMS\n",
      "Done. (0.766s)\n",
      "1/1 [==============================] - 0s 78ms/step\n",
      "1/1 [==============================] - 0s 84ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "1/1 [==============================] - 0s 97ms/step\n",
      "UH07B94  UH07B94\n",
      "No of images processed: 119\n",
      "Current Accuracy: 91.59663865546219\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (955.9ms) Inference, (1.3ms) NMS\n",
      "Done. (1.038s)\n",
      "1/1 [==============================] - 0s 85ms/step\n",
      "1/1 [==============================] - 0s 65ms/step\n",
      "1/1 [==============================] - 0s 65ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 103ms/step\n",
      "1/1 [==============================] - 0s 33ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "UJV9N75  UJV9N75\n",
      "No of images processed: 120\n",
      "Current Accuracy: 91.66666666666666\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (912.9ms) Inference, (0.9ms) NMS\n",
      "Done. (0.954s)\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 58ms/step\n",
      "1/1 [==============================] - 0s 75ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 83ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "YUT1X16  YUT1X16\n",
      "No of images processed: 121\n",
      "Current Accuracy: 91.73553719008265\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 licence-plates, Done. (1088.9ms) Inference, (1.0ms) NMS\n",
      "Done. (1.285s)\n",
      "1/1 [==============================] - 0s 79ms/step\n",
      "1/1 [==============================] - 0s 86ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 74ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 94ms/step\n",
      "UUZ7A01  UUZ7A01\n",
      "No of images processed: 122\n",
      "Current Accuracy: 91.80327868852459\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1052.3ms) Inference, (1.0ms) NMS\n",
      "Done. (1.357s)\n",
      "1/1 [==============================] - 0s 95ms/step\n",
      "1/1 [==============================] - 0s 107ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "1/1 [==============================] - 0s 83ms/step\n",
      "1/1 [==============================] - 0s 51ms/step\n",
      "X0S9J87  X0S9J87\n",
      "No of images processed: 123\n",
      "Current Accuracy: 91.869918699187\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1058.7ms) Inference, (1.0ms) NMS\n",
      "Done. (1.357s)\n",
      "1/1 [==============================] - 0s 72ms/step\n",
      "1/1 [==============================] - 0s 75ms/step\n",
      "1/1 [==============================] - 0s 51ms/step\n",
      "1/1 [==============================] - 0s 79ms/step\n",
      "1/1 [==============================] - 0s 73ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "1/1 [==============================] - 0s 69ms/step\n",
      "1/1 [==============================] - 0s 99ms/step\n",
      "XXQ28T08  XXQ8T08\n",
      "No of images processed: 124\n",
      "Current Accuracy: 91.12903225806451\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1331.5ms) Inference, (2.0ms) NMS\n",
      "Done. (1.683s)\n",
      "1/1 [==============================] - 0s 81ms/step\n",
      "1/1 [==============================] - 0s 82ms/step\n",
      "1/1 [==============================] - 0s 81ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 54ms/step\n",
      "1/1 [==============================] - 0s 109ms/step\n",
      "1/1 [==============================] - 0s 99ms/step\n",
      "KHF5L36  KHF5L36\n",
      "No of images processed: 125\n",
      "Current Accuracy: 91.2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1322.4ms) Inference, (1.0ms) NMS\n",
      "Done. (1.336s)\n",
      "1/1 [==============================] - 0s 34ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 69ms/step\n",
      "1/1 [==============================] - 0s 78ms/step\n",
      "1/1 [==============================] - 0s 74ms/step\n",
      "1/1 [==============================] - 0s 78ms/step\n",
      "1/1 [==============================] - 0s 81ms/step\n",
      "HXX8H45  HXX8H45\n",
      "No of images processed: 126\n",
      "Current Accuracy: 91.26984126984127\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1159.3ms) Inference, (1.0ms) NMS\n",
      "Done. (1.177s)\n",
      "1/1 [==============================] - 0s 31ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 58ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 34ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "1/1 [==============================] - 0s 111ms/step\n",
      "HR26DA2330  HR26DA2330\n",
      "No of images processed: 127\n",
      "Current Accuracy: 91.33858267716536\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1280.6ms) Inference, (1.0ms) NMS\n",
      "Done. (1.296s)\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 68ms/step\n",
      "QRD1R0U6  QRD1R06\n",
      "No of images processed: 128\n",
      "Current Accuracy: 90.625\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1212.2ms) Inference, (1.0ms) NMS\n",
      "Done. (1.228s)\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 58ms/step\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 60ms/step\n",
      "HZH6G24  HZH6G24\n",
      "No of images processed: 129\n",
      "Current Accuracy: 90.69767441860465\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1305.5ms) Inference, (2.0ms) NMS\n",
      "Done. (1.338s)\n",
      "1/1 [==============================] - 0s 31ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 72ms/step\n",
      "1/1 [==============================] - 0s 66ms/step\n",
      "1/1 [==============================] - 0s 68ms/step\n",
      "ZRF9V55  ZRF9V55\n",
      "No of images processed: 130\n",
      "Current Accuracy: 90.76923076923077\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 licence-plates, Done. (1232.6ms) Inference, (1.5ms) NMS\n",
      "Done. (1.261s)\n",
      "1/1 [==============================] - 0s 30ms/step\n",
      "1/1 [==============================] - 0s 65ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 109ms/step\n",
      "1/1 [==============================] - 0s 34ms/step\n",
      "VKC8U47  VKC8U47\n",
      "No of images processed: 131\n",
      "Current Accuracy: 90.83969465648855\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 licence-plates, Done. (1485.8ms) Inference, (1.9ms) NMS\n",
      "Done. (1.521s)\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "GVF1V44  GVF1V44\n",
      "No of images processed: 132\n",
      "Current Accuracy: 90.9090909090909\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1368.3ms) Inference, (1.0ms) NMS\n",
      "Done. (1.383s)\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 53ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 50ms/step\n",
      "1/1 [==============================] - 0s 62ms/step\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "SU06Q38  SU06Q38\n",
      "No of images processed: 133\n",
      "Current Accuracy: 90.97744360902256\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (848.7ms) Inference, (1.0ms) NMS\n",
      "Done. (0.909s)\n",
      "1/1 [==============================] - 0s 84ms/step\n",
      "1/1 [==============================] - 0s 97ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "1/1 [==============================] - 0s 86ms/step\n",
      "TKZ5012  TKZ5012\n",
      "No of images processed: 134\n",
      "Current Accuracy: 91.04477611940298\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (926.9ms) Inference, (0.8ms) NMS\n",
      "Done. (0.984s)\n",
      "1/1 [==============================] - 0s 94ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 50ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "KPD8L62  KPD8L62\n",
      "No of images processed: 135\n",
      "Current Accuracy: 91.11111111111111\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1393.4ms) Inference, (0.0ms) NMS\n",
      "Done. (1.402s)\n",
      "1/1 [==============================] - 0s 32ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 60ms/step\n",
      "1/1 [==============================] - 0s 63ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "HR26BP3543  HR268P3543\n",
      "No of images processed: 136\n",
      "Current Accuracy: 90.44117647058823\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 licence-plates, Done. (1315.0ms) Inference, (1.6ms) NMS\n",
      "Done. (1.335s)\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 51ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "VRU7S44  VRU7S44\n",
      "No of images processed: 137\n",
      "Current Accuracy: 90.51094890510949\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (785.3ms) Inference, (1.1ms) NMS\n",
      "Done. (0.805s)\n",
      "1/1 [==============================] - 0s 73ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "DBJ5R59  DBJ5R59\n",
      "No of images processed: 138\n",
      "Current Accuracy: 90.57971014492753\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1147.7ms) Inference, (1.7ms) NMS\n",
      "Done. (1.157s)\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 51ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 51ms/step\n",
      "1/1 [==============================] - 0s 33ms/step\n",
      "1/1 [==============================] - 0s 52ms/step\n",
      "1/1 [==============================] - 0s 110ms/step\n",
      "1/1 [==============================] - 0s 69ms/step\n",
      "1/1 [==============================] - 0s 69ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "MH20EE7598  MH20EE7598\n",
      "No of images processed: 139\n",
      "Current Accuracy: 90.64748201438849\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1146.8ms) Inference, (1.0ms) NMS\n",
      "Done. (1.162s)\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 119ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "1/1 [==============================] - 0s 101ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "HR26DA2330  HR26DA2330\n",
      "No of images processed: 140\n",
      "Current Accuracy: 90.71428571428571\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1365.5ms) Inference, (1.0ms) NMS\n",
      "Done. (1.414s)\n",
      "1/1 [==============================] - 0s 31ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 51ms/step\n",
      "1/1 [==============================] - 0s 79ms/step\n",
      "1/1 [==============================] - 0s 81ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 96ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "15LK10898  15LK10898\n",
      "No of images processed: 141\n",
      "Current Accuracy: 90.78014184397163\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1014.8ms) Inference, (1.0ms) NMS\n",
      "Done. (1.040s)\n",
      "1/1 [==============================] - 0s 31ms/step\n",
      "1/1 [==============================] - 0s 58ms/step\n",
      "1/1 [==============================] - 0s 50ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 106ms/step\n",
      "PL8REC  PL8REC\n",
      "No of images processed: 142\n",
      "Current Accuracy: 90.84507042253522\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (895.8ms) Inference, (2.0ms) NMS\n",
      "Done. (0.963s)\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 61ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 65ms/step\n",
      "1/1 [==============================] - 0s 90ms/step\n",
      "1/1 [==============================] - 0s 100ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "LVY8X45  LVY8X45\n",
      "No of images processed: 143\n",
      "Current Accuracy: 90.9090909090909\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1332.4ms) Inference, (1.0ms) NMS\n",
      "Done. (1.377s)\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 54ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 34ms/step\n",
      "4SB4195  4SB4195\n",
      "No of images processed: 144\n",
      "Current Accuracy: 90.97222222222221\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1269.6ms) Inference, (1.0ms) NMS\n",
      "Done. (1.283s)\n",
      "1/1 [==============================] - 0s 34ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 100ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "4MLA4681  MLA4681\n",
      "No of images processed: 145\n",
      "Current Accuracy: 90.3448275862069\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (921.4ms) Inference, (1.0ms) NMS\n",
      "Done. (0.970s)\n",
      "1/1 [==============================] - 0s 68ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 110ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 68ms/step\n",
      "1/1 [==============================] - 0s 50ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "HR26CF82OO  HR26CF8200\n",
      "No of images processed: 146\n",
      "Current Accuracy: 89.72602739726028\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1325.6ms) Inference, (1.0ms) NMS\n",
      "Done. (1.346s)\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 60ms/step\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 63ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 34ms/step\n",
      "HR26CT6702  HR26CT6Y02\n",
      "No of images processed: 147\n",
      "Current Accuracy: 89.1156462585034\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1393.8ms) Inference, (2.0ms) NMS\n",
      "Done. (1.409s)\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 67ms/step\n",
      "TN197986  TN19AA7986\n",
      "No of images processed: 148\n",
      "Current Accuracy: 88.51351351351352\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1425.0ms) Inference, (0.7ms) NMS\n",
      "Done. (1.449s)\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 51ms/step\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 53ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "MUJ6971  MUJ6971\n",
      "No of images processed: 149\n",
      "Current Accuracy: 88.59060402684564\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1319.7ms) Inference, (1.1ms) NMS\n",
      "Done. (1.330s)\n",
      "1/1 [==============================] - 0s 30ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 54ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 88ms/step\n",
      "1/1 [==============================] - 0s 70ms/step\n",
      "3CJ5135  SCJ5135\n",
      "No of images processed: 150\n",
      "Current Accuracy: 88.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1353.7ms) Inference, (1.0ms) NMS\n",
      "Done. (1.374s)\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 73ms/step\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "HR26CE376O  HR26CE3760\n",
      "No of images processed: 151\n",
      "Current Accuracy: 87.41721854304636\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1044.9ms) Inference, (1.0ms) NMS\n",
      "Done. (1.065s)\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "1/1 [==============================] - 0s 99ms/step\n",
      "1/1 [==============================] - 0s 64ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 102ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "HP3X4000  HPSX4000\n",
      "No of images processed: 152\n",
      "Current Accuracy: 86.8421052631579\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 licence-plates, Done. (1254.5ms) Inference, (2.0ms) NMS\n",
      "Done. (1.268s)\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "1/1 [==============================] - 0s 89ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "1/1 [==============================] - 0s 75ms/step\n",
      "1/1 [==============================] - 0s 50ms/step\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "1/1 [==============================] - 0s 35ms/step\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "DL2CAG0786  DL2CAG0786\n",
      "No of images processed: 153\n",
      "Current Accuracy: 86.9281045751634\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (988.3ms) Inference, (2.0ms) NMS\n",
      "Done. (1.053s)\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "PHI8H00  PHI8H00\n",
      "No of images processed: 154\n",
      "Current Accuracy: 87.01298701298701\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (823.6ms) Inference, (1.0ms) NMS\n",
      "Done. (0.944s)\n",
      "1/1 [==============================] - 0s 73ms/step\n",
      "1/1 [==============================] - 0s 74ms/step\n",
      "1/1 [==============================] - 0s 61ms/step\n",
      "1/1 [==============================] - 0s 65ms/step\n",
      "1/1 [==============================] - 0s 52ms/step\n",
      "1/1 [==============================] - 0s 91ms/step\n",
      "1/1 [==============================] - 0s 65ms/step\n",
      "RJ09E73  RJ09E73\n",
      "No of images processed: 155\n",
      "Current Accuracy: 87.09677419354838\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (864.5ms) Inference, (2.0ms) NMS\n",
      "Done. (0.882s)\n",
      "1/1 [==============================] - 0s 66ms/step\n",
      "1/1 [==============================] - 0s 69ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 101ms/step\n",
      "1/1 [==============================] - 0s 101ms/step\n",
      "1/1 [==============================] - 0s 104ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "FTF1K36  FTF1K36\n",
      "No of images processed: 156\n",
      "Current Accuracy: 87.17948717948718\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (867.1ms) Inference, (1.0ms) NMS\n",
      "Done. (0.887s)\n",
      "1/1 [==============================] - 0s 72ms/step\n",
      "1/1 [==============================] - 0s 77ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 99ms/step\n",
      "1/1 [==============================] - 0s 66ms/step\n",
      "DIK8E10  DIK8E10\n",
      "No of images processed: 157\n",
      "Current Accuracy: 87.26114649681529\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (652.2ms) Inference, (1.0ms) NMS\n",
      "Done. (0.664s)\n",
      "1/1 [==============================] - 0s 80ms/step\n",
      "1/1 [==============================] - 0s 85ms/step\n",
      "1/1 [==============================] - 0s 59ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 99ms/step\n",
      "1/1 [==============================] - 0s 100ms/step\n",
      "1/1 [==============================] - 0s 102ms/step\n",
      "1/1 [==============================] - 0s 111ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 68ms/step\n",
      "KL01BR8055  KL01BR8055\n",
      "No of images processed: 158\n",
      "Current Accuracy: 87.34177215189874\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (898.1ms) Inference, (1.0ms) NMS\n",
      "Done. (0.950s)\n",
      "  IRD4E37\n",
      "No of images processed: 159\n",
      "Current Accuracy: 86.79245283018868\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (836.9ms) Inference, (1.0ms) NMS\n",
      "Done. (0.873s)\n",
      "1/1 [==============================] - 0s 78ms/step\n",
      "1/1 [==============================] - 0s 93ms/step\n",
      "1/1 [==============================] - 0s 65ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "UKT4B09  UKT4B09\n",
      "No of images processed: 160\n",
      "Current Accuracy: 86.875\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (800.0ms) Inference, (1.1ms) NMS\n",
      "Done. (0.857s)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  U0G9I81\n",
      "No of images processed: 161\n",
      "Current Accuracy: 86.33540372670807\n",
      "1 licence-plate, Done. (1445.3ms) Inference, (1.0ms) NMS\n",
      "Done. (1.461s)\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "1/1 [==============================] - 0s 58ms/step\n",
      "1/1 [==============================] - 0s 56ms/step\n",
      "15LK10898  15LK10898\n",
      "No of images processed: 162\n",
      "Current Accuracy: 86.41975308641975\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (826.6ms) Inference, (2.1ms) NMS\n",
      "Done. (0.881s)\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 52ms/step\n",
      "1/1 [==============================] - 0s 36ms/step\n",
      "1/1 [==============================] - 0s 104ms/step\n",
      "1/1 [==============================] - 0s 64ms/step\n",
      "S0A4R42  S0A4R42\n",
      "No of images processed: 163\n",
      "Current Accuracy: 86.50306748466258\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (947.7ms) Inference, (1.0ms) NMS\n",
      "Done. (1.000s)\n",
      "1/1 [==============================] - 0s 61ms/step\n",
      "1/1 [==============================] - 0s 62ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 50ms/step\n",
      "1/1 [==============================] - 0s 67ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "IXB9P86  IXB9P86\n",
      "No of images processed: 164\n",
      "Current Accuracy: 86.58536585365853\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (2052.3ms) Inference, (2.0ms) NMS\n",
      "Done. (2.086s)\n",
      "1/1 [==============================] - 0s 80ms/step\n",
      "1/1 [==============================] - 0s 87ms/step\n",
      "1/1 [==============================] - 0s 65ms/step\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 115ms/step\n",
      "KDA7C79  KDA7C79\n",
      "No of images processed: 165\n",
      "Current Accuracy: 86.66666666666667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOR  fcf1b9e torch 2.0.1+cpu CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 licence-plate, Done. (1773.5ms) Inference, (0.9ms) NMS\n",
      "Done. (1.795s)\n",
      "1/1 [==============================] - 0s 50ms/step\n",
      "1/1 [==============================] - 0s 51ms/step\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 86ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "TAS3Y57  TAS3Y57\n",
      "No of images processed: 166\n",
      "Current Accuracy: 86.74698795180723\n",
      "Final Accuracy: 86.74698795180723\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "from license_plate_detection import getNumberPlateRegion\n",
    "import cv2\n",
    "from license_plate_recognition import segment_characters,show_results\n",
    "from utils.deskew_plate import deskew\n",
    "\n",
    "file_list=os.listdir(r\"test_dataset/images\")\n",
    "labels=pd.read_excel('test_dataset/labels.xlsx')\n",
    "labels['ID']=labels['ID'].map(str)\n",
    "count=0\n",
    "total = 0\n",
    "for path in file_list:\n",
    "#for entry in labels['ID']:\n",
    "    total += 1\n",
    "    img_path = './test_dataset/images/'+path\n",
    "    is_video = False\n",
    "    no=path[:-4]\n",
    "    exp_np=labels['NUMBER'].where(labels['ID'] == no).dropna().values[0]\n",
    "    np_region = getNumberPlateRegion(yolo_model,img_path)\n",
    "    if np_region is None:\n",
    "        print(\"No number plate found\")\n",
    "    else:\n",
    "\n",
    "        np_region = cv2.resize(np_region,\n",
    "                               None,\n",
    "                               fx=2,\n",
    "                               fy=2,\n",
    "                               interpolation=cv2.INTER_CUBIC)\n",
    "        np_region = cv2.fastNlMeansDenoisingColored(np_region, None, 10, 10, 7,\n",
    "                                                    15)\n",
    "        np_region = deskew(np_region)\n",
    "        char = segment_characters(np_region)\n",
    "        num_plate = show_results(recog_model,char)\n",
    "\n",
    "        print(num_plate  + \"  \" + exp_np)\n",
    "        if num_plate==exp_np:\n",
    "            count+=1\n",
    "        print(f\"No of images processed: {total}\")\n",
    "\n",
    "        print(f\"Current Accuracy: {(count/total)*100}\")\n",
    "        \n",
    "print(f\"Final Accuracy: {(count/166)*100}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}