Detection.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pePdc3gjF_Oi",
        "outputId": "5e049083-e6da-4876-8533-bb5d0ba437f3"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content/drive/MyDrive/yolo_v7/yolov7\n"
          ]
        }
      ],
      "source": [
        "%cd /content/drive/MyDrive/yolo_v7/yolov7"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "WEowg3CDElF6"
      },
      "outputs": [],
      "source": [
        "# !unzip test/test_data.zip -d test/"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "id": "3C60eZgdHRlo"
      },
      "outputs": [],
      "source": [
        "# import os\n",
        "# l = os.listdir('test/images')\n",
        "# len(l)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "A-IZFIidq0cJ"
      },
      "outputs": [],
      "source": [
        "# RUN TEST\n",
        "# !python test.py --weights runs/train/yolov7-e6e-pothole-fold_4/weights/best.pt --data wheat4.yaml --task val"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-_JVs_kaGO9O",
        "outputId": "f8485e33-2956-4a00-88d5-24a6eea883f5"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Namespace(agnostic_nms=False, augment=False, classes=None, conf_thres=0.05, device='', exist_ok=False, img_size=640, iou_thres=0.45, name='pothole_detection_test_img', no_trace=False, nosave=False, project='runs/detect', save_conf=True, save_txt=True, source='test/images', update=False, view_img=False, weights=['runs/train/yolov7-e6e-pothole-fold_4/weights/best.pt'])\n",
            "YOLOR 🚀 v0.1-120-g48052c4 torch 1.13.0+cu116 CPU\n",
            "\n",
            "Fusing layers... \n",
            "IAuxDetect.fuse\n",
            "Model Summary: 819 layers, 164816216 parameters, 0 gradients\n",
            " Convert model to Traced-model... \n",
            " traced_script_module saved! \n",
            " model is traced! \n",
            "\n",
            "/usr/local/lib/python3.8/dist-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:3190.)\n",
            "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
            "1 pothole, Done. (13417.2ms) Inference, (1.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1000.jpg\n",
            "3 potholes, Done. (5093.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1001.jpg\n",
            "1 pothole, Done. (5877.2ms) Inference, (1.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1002.jpg\n",
            "4 potholes, Done. (4885.6ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1003.jpg\n",
            "2 potholes, Done. (4085.9ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1004.jpg\n",
            "5 potholes, Done. (17720.6ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1005.jpg\n",
            "2 potholes, Done. (35864.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1006.jpg\n",
            "2 potholes, Done. (6403.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1007.jpg\n",
            "3 potholes, Done. (4575.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1008.jpg\n",
            "3 potholes, Done. (3244.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1009.jpg\n",
            "1 pothole, Done. (4548.5ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1010.jpg\n",
            "1 pothole, Done. (2788.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1011.jpg\n",
            "3 potholes, Done. (3754.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1012.jpg\n",
            "1 pothole, Done. (4647.0ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1013.jpg\n",
            "2 potholes, Done. (2429.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1014.jpg\n",
            "1 pothole, Done. (4617.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1015.jpg\n",
            "1 pothole, Done. (2769.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1016.jpg\n",
            "2 potholes, Done. (4580.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1017.jpg\n",
            "3 potholes, Done. (3208.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1018.jpg\n",
            "9 potholes, Done. (3237.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1019.jpg\n",
            "1 pothole, Done. (4458.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1020.jpg\n",
            "7 potholes, Done. (4559.8ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1021.jpg\n",
            "2 potholes, Done. (4719.5ms) Inference, (1.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1022.jpg\n",
            "2 potholes, Done. (4347.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1023.jpg\n",
            "7 potholes, Done. (3610.8ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1024.jpg\n",
            "1 pothole, Done. (3232.0ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1025.jpg\n",
            "2 potholes, Done. (2805.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1026.jpg\n",
            "1 pothole, Done. (4594.9ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1027.jpg\n",
            "2 potholes, Done. (3250.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1028.jpg\n",
            "1 pothole, Done. (3669.0ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1029.jpg\n",
            "2 potholes, Done. (4592.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1030.jpg\n",
            "1 pothole, Done. (2809.7ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1031.jpg\n",
            "2 potholes, Done. (4613.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1032.jpg\n",
            "1 pothole, Done. (4545.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1033.jpg\n",
            "1 pothole, Done. (2991.5ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1034.jpg\n",
            "2 potholes, Done. (3665.8ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1035.jpg\n",
            "3 potholes, Done. (4606.5ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1036.jpg\n",
            "1 pothole, Done. (3726.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1037.jpg\n",
            "1 pothole, Done. (4077.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1038.jpg\n",
            "8 potholes, Done. (3599.7ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1039.jpg\n",
            "1 pothole, Done. (3610.5ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1040.jpg\n",
            "4 potholes, Done. (4068.9ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1041.jpg\n",
            "2 potholes, Done. (4511.4ms) Inference, (1.2ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1042.jpg\n",
            "8 potholes, Done. (2830.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1043.jpg\n",
            "2 potholes, Done. (3216.9ms) Inference, (1.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1044.jpg\n",
            "1 pothole, Done. (4594.6ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1045.jpg\n",
            "4 potholes, Done. (4541.7ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1046.jpg\n",
            "3 potholes, Done. (2756.4ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1047.jpg\n",
            "4 potholes, Done. (3188.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1048.jpg\n",
            "2 potholes, Done. (2771.0ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1049.jpg\n",
            "2 potholes, Done. (2771.0ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1050.jpg\n",
            "1 pothole, Done. (3221.9ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1051.jpg\n",
            "1 pothole, Done. (2809.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1052.jpg\n",
            "2 potholes, Done. (4559.9ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1053.jpg\n",
            "9 potholes, Done. (2838.9ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1054.jpg\n",
            "1 pothole, Done. (3157.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1055.jpg\n",
            "1 pothole, Done. (4127.2ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1056.jpg\n",
            "3 potholes, Done. (4759.4ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1057.jpg\n",
            "3 potholes, Done. (4848.0ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1058.jpg\n",
            "2 potholes, Done. (4602.0ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1059.jpg\n",
            "4 potholes, Done. (4699.7ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1060.jpg\n",
            "4 potholes, Done. (3701.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1061.jpg\n",
            "1 pothole, Done. (4199.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1062.jpg\n",
            "2 potholes, Done. (4605.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1063.jpg\n",
            "4 potholes, Done. (3264.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1064.jpg\n",
            "5 potholes, Done. (4558.5ms) Inference, (1.2ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1065.jpg\n",
            "3 potholes, Done. (3703.4ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1066.jpg\n",
            "1 pothole, Done. (2829.0ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1067.jpg\n",
            "4 potholes, Done. (4137.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1068.jpg\n",
            "2 potholes, Done. (4533.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1069.jpg\n",
            "3 potholes, Done. (3178.9ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1070.jpg\n",
            "8 potholes, Done. (4060.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1071.jpg\n",
            "3 potholes, Done. (3656.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1072.jpg\n",
            "1 pothole, Done. (4480.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1073.jpg\n",
            "1 pothole, Done. (4504.2ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1074.jpg\n",
            "2 potholes, Done. (4459.4ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1075.jpg\n",
            "3 potholes, Done. (3715.7ms) Inference, (1.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1076.jpg\n",
            "1 pothole, Done. (4635.8ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1077.jpg\n",
            "1 pothole, Done. (4598.3ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1078.jpg\n",
            "2 potholes, Done. (3687.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1079.jpg\n",
            "1 pothole, Done. (4600.3ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1080.jpg\n",
            "3 potholes, Done. (3821.4ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1081.jpg\n",
            "2 potholes, Done. (3737.0ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1082.jpg\n",
            "4 potholes, Done. (4099.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1083.jpg\n",
            "8 potholes, Done. (4161.6ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1084.jpg\n",
            "3 potholes, Done. (3333.7ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1085.jpg\n",
            "5 potholes, Done. (2804.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1086.jpg\n",
            "1 pothole, Done. (4602.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1087.jpg\n",
            "2 potholes, Done. (5733.8ms) Inference, (1.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1088.jpg\n",
            "1 pothole, Done. (5281.2ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1089.jpg\n",
            "1 pothole, Done. (4591.4ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1090.jpg\n",
            "4 potholes, Done. (5008.1ms) Inference, (1.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1091.jpg\n",
            "2 potholes, Done. (8447.2ms) Inference, (1.2ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1092.jpg\n",
            "1 pothole, Done. (4813.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1093.jpg\n",
            "1 pothole, Done. (4496.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1094.jpg\n",
            "3 potholes, Done. (3605.8ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1095.jpg\n",
            "1 pothole, Done. (4446.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1096.jpg\n",
            "1 pothole, Done. (3670.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1097.jpg\n",
            "3 potholes, Done. (3601.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1098.jpg\n",
            "7 potholes, Done. (2777.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1099.jpg\n",
            "1 pothole, Done. (3726.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1100.jpg\n",
            "5 potholes, Done. (4493.1ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1101.jpg\n",
            "2 potholes, Done. (4554.5ms) Inference, (1.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1102.jpg\n",
            "1 pothole, Done. (3297.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1103.jpg\n",
            "1 pothole, Done. (4514.1ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1104.jpg\n",
            "1 pothole, Done. (3281.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1105.jpg\n",
            "5 potholes, Done. (2792.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1106.jpg\n",
            "4 potholes, Done. (3259.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1107.jpg\n",
            "2 potholes, Done. (3700.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1108.jpg\n",
            "1 pothole, Done. (4507.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1109.jpg\n",
            "4 potholes, Done. (3190.9ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1110.jpg\n",
            "1 pothole, Done. (3169.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1111.jpg\n",
            "2 potholes, Done. (3646.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1112.jpg\n",
            "3 potholes, Done. (4512.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1113.jpg\n",
            "2 potholes, Done. (3182.5ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1114.jpg\n",
            "1 pothole, Done. (2767.0ms) Inference, (1.2ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1115.jpg\n",
            "1 pothole, Done. (3723.4ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1116.jpg\n",
            "3 potholes, Done. (4076.7ms) Inference, (1.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1117.jpg\n",
            "1 pothole, Done. (3302.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1118.jpg\n",
            "2 potholes, Done. (2362.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1119.jpg\n",
            "3 potholes, Done. (3223.5ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1120.jpg\n",
            "8 potholes, Done. (5649.5ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1121.jpg\n",
            "2 potholes, Done. (4483.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1122.jpg\n",
            "4 potholes, Done. (4505.9ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1123.jpg\n",
            "2 potholes, Done. (4058.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1124.jpg\n",
            "1 pothole, Done. (3583.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1125.jpg\n",
            "5 potholes, Done. (3634.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1126.jpg\n",
            "5 potholes, Done. (3999.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1127.jpg\n",
            "1 pothole, Done. (4423.5ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1128.jpg\n",
            "1 pothole, Done. (4410.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1129.jpg\n",
            "1 pothole, Done. (4401.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1130.jpg\n",
            "6 potholes, Done. (2698.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1131.jpg\n",
            "1 pothole, Done. (2309.8ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1132.jpg\n",
            "2 potholes, Done. (3544.3ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1133.jpg\n",
            "4 potholes, Done. (3981.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1134.jpg\n",
            "1 pothole, Done. (2704.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1135.jpg\n",
            "1 pothole, Done. (4429.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1136.jpg\n",
            "1 pothole, Done. (3222.1ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1137.jpg\n",
            "2 potholes, Done. (2721.7ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1138.jpg\n",
            "4 potholes, Done. (4401.5ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1139.jpg\n",
            "2 potholes, Done. (2296.3ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1140.jpg\n",
            "4 potholes, Done. (3639.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1141.jpg\n",
            "1 pothole, Done. (2292.4ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1142.jpg\n",
            "1 pothole, Done. (1836.8ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1143.jpg\n",
            "1 pothole, Done. (3131.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1144.jpg\n",
            "1 pothole, Done. (4465.8ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1145.jpg\n",
            "12 potholes, Done. (3577.7ms) Inference, (1.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1146.jpg\n",
            "2 potholes, Done. (3184.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1147.jpg\n",
            "1 pothole, Done. (4422.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1148.jpg\n",
            "2 potholes, Done. (3124.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1149.jpg\n",
            "4 potholes, Done. (3108.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1150.jpg\n",
            "9 potholes, Done. (3650.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1151.jpg\n",
            "4 potholes, Done. (4384.8ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1152.jpg\n",
            "2 potholes, Done. (3112.9ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1153.jpg\n",
            "2 potholes, Done. (3141.4ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1154.jpg\n",
            "1 pothole, Done. (4448.3ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1155.jpg\n",
            "3 potholes, Done. (4966.4ms) Inference, (1.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1156.jpg\n",
            "2 potholes, Done. (4856.1ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1157.jpg\n",
            "2 potholes, Done. (3129.5ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1158.jpg\n",
            "4 potholes, Done. (2725.3ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1159.jpg\n",
            "1 pothole, Done. (4384.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1160.jpg\n",
            "3 potholes, Done. (3635.8ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1161.jpg\n",
            "2 potholes, Done. (4428.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1162.jpg\n",
            "2 potholes, Done. (4429.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1163.jpg\n",
            "2 potholes, Done. (4400.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1164.jpg\n",
            "3 potholes, Done. (2715.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1165.jpg\n",
            "2 potholes, Done. (4436.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1166.jpg\n",
            "5 potholes, Done. (2717.9ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1167.jpg\n",
            "1 pothole, Done. (2752.2ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1168.jpg\n",
            "2 potholes, Done. (3209.8ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1169.jpg\n",
            "4 potholes, Done. (4446.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1170.jpg\n",
            "3 potholes, Done. (2710.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1171.jpg\n",
            "2 potholes, Done. (3611.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1172.jpg\n",
            "4 potholes, Done. (2727.8ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1173.jpg\n",
            "6 potholes, Done. (2713.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1174.jpg\n",
            "6 potholes, Done. (4000.5ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1175.jpg\n",
            "1 pothole, Done. (3116.3ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1176.jpg\n",
            "2 potholes, Done. (2720.3ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1177.jpg\n",
            "5 potholes, Done. (3121.4ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1178.jpg\n",
            "4 potholes, Done. (4416.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1179.jpg\n",
            "1 pothole, Done. (4427.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1180.jpg\n",
            "2 potholes, Done. (3600.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1181.jpg\n",
            "4 potholes, Done. (3629.1ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1182.jpg\n",
            "2 potholes, Done. (3122.8ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1183.jpg\n",
            "2 potholes, Done. (4433.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1184.jpg\n",
            "2 potholes, Done. (4401.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1185.jpg\n",
            "8 potholes, Done. (3644.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1186.jpg\n",
            "8 potholes, Done. (2771.7ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1187.jpg\n",
            "2 potholes, Done. (4393.7ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1188.jpg\n",
            "2 potholes, Done. (4439.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1189.jpg\n",
            "4 potholes, Done. (4403.4ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1190.jpg\n",
            "3 potholes, Done. (3965.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1191.jpg\n",
            "2 potholes, Done. (6302.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1192.jpg\n",
            "2 potholes, Done. (4400.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1193.jpg\n",
            "1 pothole, Done. (4419.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1194.jpg\n",
            "5 potholes, Done. (3613.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1195.jpg\n",
            "2 potholes, Done. (3559.5ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1196.jpg\n",
            "2 potholes, Done. (3116.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1197.jpg\n",
            "2 potholes, Done. (4427.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1198.jpg\n",
            "3 potholes, Done. (4453.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1199.jpg\n",
            "1 pothole, Done. (3117.7ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1200.jpg\n",
            "11 potholes, Done. (3604.0ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1201.jpg\n",
            "2 potholes, Done. (3627.9ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1202.jpg\n",
            "1 pothole, Done. (4401.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1203.jpg\n",
            "2 potholes, Done. (2724.8ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1204.jpg\n",
            "2 potholes, Done. (4584.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1205.jpg\n",
            "2 potholes, Done. (4491.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1206.jpg\n",
            "3 potholes, Done. (3962.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1207.jpg\n",
            "2 potholes, Done. (2726.4ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1208.jpg\n",
            "3 potholes, Done. (2699.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1209.jpg\n",
            "5 potholes, Done. (3881.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1210.jpg\n",
            "2 potholes, Done. (3753.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1211.jpg\n",
            "1 pothole, Done. (3248.2ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1212.jpg\n",
            "2 potholes, Done. (4545.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1213.jpg\n",
            "4 potholes, Done. (4151.0ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1214.jpg\n",
            "1 pothole, Done. (3239.3ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1215.jpg\n",
            "1 pothole, Done. (3275.0ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1216.jpg\n",
            "13 potholes, Done. (3218.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1217.jpg\n",
            "1 pothole, Done. (4409.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1218.jpg\n",
            "1 pothole, Done. (3662.1ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1219.jpg\n",
            "3 potholes, Done. (5566.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1220.jpg\n",
            "1 pothole, Done. (4662.3ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1221.jpg\n",
            "2 potholes, Done. (5662.2ms) Inference, (1.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1222.jpg\n",
            "4 potholes, Done. (3775.7ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1223.jpg\n",
            "1 pothole, Done. (3797.4ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1224.jpg\n",
            "1 pothole, Done. (5272.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1225.jpg\n",
            "5 potholes, Done. (3212.4ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1226.jpg\n",
            "4 potholes, Done. (5921.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1227.jpg\n",
            "1 pothole, Done. (4488.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1228.jpg\n",
            "1 pothole, Done. (3142.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1229.jpg\n",
            "5 potholes, Done. (3159.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/1230.jpg\n",
            "2 potholes, Done. (4623.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/675.jpg\n",
            "4 potholes, Done. (3203.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/676.jpg\n",
            "2 potholes, Done. (3113.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/677.jpg\n",
            "4 potholes, Done. (4439.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/678.jpg\n",
            "2 potholes, Done. (3968.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/679.jpg\n",
            "1 pothole, Done. (3600.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/680.jpg\n",
            "4 potholes, Done. (2765.5ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/681.jpg\n",
            "5 potholes, Done. (2724.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/682.jpg\n",
            "1 pothole, Done. (4561.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/683.jpg\n",
            "1 pothole, Done. (3289.3ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/684.jpg\n",
            "3 potholes, Done. (3298.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/685.jpg\n",
            "1 pothole, Done. (4143.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/686.jpg\n",
            "13 potholes, Done. (3691.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/687.jpg\n",
            "1 pothole, Done. (4644.7ms) Inference, (1.5ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/688.jpg\n",
            "5 potholes, Done. (3881.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/689.jpg\n",
            "2 potholes, Done. (3414.1ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/690.jpg\n",
            "1 pothole, Done. (5217.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/691.jpg\n",
            "9 potholes, Done. (5428.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/692.jpg\n",
            "2 potholes, Done. (2718.7ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/693.jpg\n",
            "2 potholes, Done. (5250.2ms) Inference, (4.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/694.jpg\n",
            "1 pothole, Done. (7269.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/695.jpg\n",
            "1 pothole, Done. (4805.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/696.jpg\n",
            "4 potholes, Done. (4470.8ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/697.jpg\n",
            "1 pothole, Done. (3621.5ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/698.jpg\n",
            "1 pothole, Done. (4428.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/699.jpg\n",
            "3 potholes, Done. (3959.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/700.jpg\n",
            "10 potholes, Done. (5023.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/701.jpg\n",
            "2 potholes, Done. (3138.7ms) Inference, (2.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/702.jpg\n",
            "2 potholes, Done. (4405.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/703.jpg\n",
            "3 potholes, Done. (4006.1ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/704.jpg\n",
            "3 potholes, Done. (3220.1ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/705.jpg\n",
            "6 potholes, Done. (3586.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/706.jpg\n",
            "1 pothole, Done. (4412.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/707.jpg\n",
            "2 potholes, Done. (4390.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/708.jpg\n",
            "3 potholes, Done. (3128.0ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/709.jpg\n",
            "3 potholes, Done. (3580.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/710.jpg\n",
            "4 potholes, Done. (2687.9ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/711.jpg\n",
            "5 potholes, Done. (3117.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/712.jpg\n",
            "2 potholes, Done. (3607.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/713.jpg\n",
            "1 pothole, Done. (4802.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/714.jpg\n",
            "1 pothole, Done. (4452.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/715.jpg\n",
            "3 potholes, Done. (3137.0ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/716.jpg\n",
            "1 pothole, Done. (4011.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/717.jpg\n",
            "1 pothole, Done. (3121.7ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/718.jpg\n",
            "1 pothole, Done. (4440.1ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/719.jpg\n",
            "2 potholes, Done. (4544.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/720.jpg\n",
            "2 potholes, Done. (4384.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/721.jpg\n",
            "1 pothole, Done. (4399.0ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/722.jpg\n",
            "1 pothole, Done. (4393.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/723.jpg\n",
            "2 potholes, Done. (2719.0ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/724.jpg\n",
            "2 potholes, Done. (4388.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/725.jpg\n",
            "1 pothole, Done. (2744.3ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/726.jpg\n",
            "2 potholes, Done. (2722.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/727.jpg\n",
            "4 potholes, Done. (2717.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/728.jpg\n",
            "2 potholes, Done. (2743.2ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/729.jpg\n",
            "3 potholes, Done. (4465.6ms) Inference, (1.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/730.jpg\n",
            "4 potholes, Done. (3198.4ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/731.jpg\n",
            "5 potholes, Done. (3599.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/732.jpg\n",
            "3 potholes, Done. (4021.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/733.jpg\n",
            "2 potholes, Done. (4417.0ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/734.jpg\n",
            "1 pothole, Done. (4422.6ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/735.jpg\n",
            "3 potholes, Done. (6339.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/736.jpg\n",
            "12 potholes, Done. (2326.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/737.jpg\n",
            "4 potholes, Done. (3972.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/738.jpg\n",
            "2 potholes, Done. (4458.0ms) Inference, (1.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/739.jpg\n",
            "2 potholes, Done. (4381.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/740.jpg\n",
            "1 pothole, Done. (4433.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/741.jpg\n",
            "19 potholes, Done. (3143.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/742.jpg\n",
            "5 potholes, Done. (3154.2ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/743.jpg\n",
            "1 pothole, Done. (4480.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/744.jpg\n",
            "4 potholes, Done. (3985.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/745.jpg\n",
            "3 potholes, Done. (4474.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/746.jpg\n",
            "1 pothole, Done. (4500.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/747.jpg\n",
            "2 potholes, Done. (3581.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/748.jpg\n",
            "4 potholes, Done. (2734.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/749.jpg\n",
            "2 potholes, Done. (4487.2ms) Inference, (1.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/750.jpg\n",
            "1 pothole, Done. (4478.8ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/751.jpg\n",
            "5 potholes, Done. (2757.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/752.jpg\n",
            "1 pothole, Done. (3974.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/753.jpg\n",
            "4 potholes, Done. (2698.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/754.jpg\n",
            "8 potholes, Done. (4481.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/755.jpg\n",
            "3 potholes, Done. (2726.9ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/756.jpg\n",
            "1 pothole, Done. (4555.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/757.jpg\n",
            "4 potholes, Done. (4433.6ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/758.jpg\n",
            "2 potholes, Done. (4434.6ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/759.jpg\n",
            "3 potholes, Done. (3173.3ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/760.jpg\n",
            "2 potholes, Done. (4370.1ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/761.jpg\n",
            "5 potholes, Done. (3564.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/762.jpg\n",
            "16 potholes, Done. (3162.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/763.jpg\n",
            "1 pothole, Done. (4395.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/764.jpg\n",
            "8 potholes, Done. (2286.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/765.jpg\n",
            "2 potholes, Done. (4484.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/766.jpg\n",
            "3 potholes, Done. (4425.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/767.jpg\n",
            "8 potholes, Done. (3126.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/768.jpg\n",
            "2 potholes, Done. (3975.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/769.jpg\n",
            "3 potholes, Done. (3578.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/770.jpg\n",
            "1 pothole, Done. (4181.4ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/771.jpg\n",
            "3 potholes, Done. (4790.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/772.jpg\n",
            "5 potholes, Done. (3567.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/773.jpg\n",
            "2 potholes, Done. (3636.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/774.jpg\n",
            "4 potholes, Done. (4419.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/775.jpg\n",
            "1 pothole, Done. (3647.7ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/776.jpg\n",
            "6 potholes, Done. (3209.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/777.jpg\n",
            "3 potholes, Done. (4410.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/778.jpg\n",
            "1 pothole, Done. (4408.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/779.jpg\n",
            "2 potholes, Done. (4374.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/780.jpg\n",
            "3 potholes, Done. (3240.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/781.jpg\n",
            "2 potholes, Done. (3652.0ms) Inference, (1.2ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/782.jpg\n",
            "8 potholes, Done. (2719.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/783.jpg\n",
            "3 potholes, Done. (3972.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/784.jpg\n",
            "3 potholes, Done. (4448.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/785.jpg\n",
            "1 pothole, Done. (4390.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/786.jpg\n",
            "5 potholes, Done. (3143.1ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/787.jpg\n",
            "1 pothole, Done. (3134.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/788.jpg\n",
            "9 potholes, Done. (2729.9ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/789.jpg\n",
            "1 pothole, Done. (4444.3ms) Inference, (1.2ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/790.jpg\n",
            "6 potholes, Done. (3124.1ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/791.jpg\n",
            "5 potholes, Done. (2704.1ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/792.jpg\n",
            "5 potholes, Done. (3918.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/793.jpg\n",
            "2 potholes, Done. (4442.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/794.jpg\n",
            "7 potholes, Done. (2708.9ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/795.jpg\n",
            "2 potholes, Done. (4418.9ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/796.jpg\n",
            "2 potholes, Done. (3143.2ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/797.jpg\n",
            "1 pothole, Done. (3687.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/798.jpg\n",
            "1 pothole, Done. (2737.8ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/799.jpg\n",
            "12 potholes, Done. (3653.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/800.jpg\n",
            "2 potholes, Done. (3559.8ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/801.jpg\n",
            "1 pothole, Done. (4464.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/802.jpg\n",
            "5 potholes, Done. (4378.8ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/803.jpg\n",
            "1 pothole, Done. (3124.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/804.jpg\n",
            "7 potholes, Done. (3587.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/805.jpg\n",
            "3 potholes, Done. (4017.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/806.jpg\n",
            "3 potholes, Done. (4799.0ms) Inference, (1.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/807.jpg\n",
            "1 pothole, Done. (2725.9ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/808.jpg\n",
            "1 pothole, Done. (5714.4ms) Inference, (1.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/809.jpg\n",
            "1 pothole, Done. (3683.5ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/810.jpg\n",
            "1 pothole, Done. (3585.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/811.jpg\n",
            "3 potholes, Done. (3175.8ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/812.jpg\n",
            "6 potholes, Done. (4470.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/813.jpg\n",
            "4 potholes, Done. (2336.5ms) Inference, (1.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/814.jpg\n",
            "1 pothole, Done. (4430.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/815.jpg\n",
            "1 pothole, Done. (4393.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/816.jpg\n",
            "1 pothole, Done. (3126.4ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/817.jpg\n",
            "1 pothole, Done. (3150.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/818.jpg\n",
            "3 potholes, Done. (4393.8ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/819.jpg\n",
            "1 pothole, Done. (4374.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/820.jpg\n",
            "1 pothole, Done. (4421.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/821.jpg\n",
            "1 pothole, Done. (3139.3ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/822.jpg\n",
            "1 pothole, Done. (2701.0ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/823.jpg\n",
            "8 potholes, Done. (3612.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/824.jpg\n",
            "1 pothole, Done. (3131.8ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/825.jpg\n",
            "1 pothole, Done. (4448.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/826.jpg\n",
            "3 potholes, Done. (3149.3ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/827.jpg\n",
            "1 pothole, Done. (4417.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/828.jpg\n",
            "4 potholes, Done. (4434.1ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/829.jpg\n",
            "1 pothole, Done. (3211.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/830.jpg\n",
            "1 pothole, Done. (4403.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/831.jpg\n",
            "1 pothole, Done. (3124.9ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/832.jpg\n",
            "1 pothole, Done. (4393.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/833.jpg\n",
            "10 potholes, Done. (2713.4ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/834.jpg\n",
            "1 pothole, Done. (3138.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/835.jpg\n",
            "1 pothole, Done. (4428.5ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/836.jpg\n",
            "3 potholes, Done. (4411.1ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/837.jpg\n",
            "1 pothole, Done. (3603.7ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/838.jpg\n",
            "1 pothole, Done. (4404.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/839.jpg\n",
            "5 potholes, Done. (3992.5ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/840.jpg\n",
            "1 pothole, Done. (4375.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/841.jpg\n",
            "2 potholes, Done. (3970.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/842.jpg\n",
            "4 potholes, Done. (4456.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/843.jpg\n",
            "2 potholes, Done. (3170.3ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/844.jpg\n",
            "1 pothole, Done. (4016.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/845.jpg\n",
            "1 pothole, Done. (4419.4ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/846.jpg\n",
            "3 potholes, Done. (5404.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/847.jpg\n",
            "3 potholes, Done. (3123.7ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/848.jpg\n",
            "1 pothole, Done. (3160.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/849.jpg\n",
            "3 potholes, Done. (4774.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/850.jpg\n",
            "8 potholes, Done. (6190.2ms) Inference, (1.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/851.jpg\n",
            "5 potholes, Done. (2814.4ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/852.jpg\n",
            "4 potholes, Done. (4132.1ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/853.jpg\n",
            "1 pothole, Done. (3993.6ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/854.jpg\n",
            "1 pothole, Done. (4473.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/855.jpg\n",
            "4 potholes, Done. (2716.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/856.jpg\n",
            "5 potholes, Done. (3143.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/857.jpg\n",
            "1 pothole, Done. (4494.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/858.jpg\n",
            "3 potholes, Done. (3198.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/859.jpg\n",
            "1 pothole, Done. (4046.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/860.jpg\n",
            "1 pothole, Done. (3662.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/861.jpg\n",
            "1 pothole, Done. (2732.3ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/862.jpg\n",
            "1 pothole, Done. (4443.2ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/863.jpg\n",
            "1 pothole, Done. (4494.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/864.jpg\n",
            "2 potholes, Done. (3144.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/865.jpg\n",
            "1 pothole, Done. (2726.2ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/866.jpg\n",
            "10 potholes, Done. (3624.4ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/867.jpg\n",
            "1 pothole, Done. (4498.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/868.jpg\n",
            "2 potholes, Done. (4468.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/869.jpg\n",
            "2 potholes, Done. (3997.2ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/870.jpg\n",
            "1 pothole, Done. (4000.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/871.jpg\n",
            "1 pothole, Done. (5248.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/872.jpg\n",
            "1 pothole, Done. (4427.1ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/873.jpg\n",
            "2 potholes, Done. (3177.1ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/874.jpg\n",
            "1 pothole, Done. (4529.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/875.jpg\n",
            "1 pothole, Done. (4507.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/876.jpg\n",
            "1 pothole, Done. (2306.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/877.jpg\n",
            "1 pothole, Done. (3593.9ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/878.jpg\n",
            "2 potholes, Done. (3159.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/879.jpg\n",
            "4 potholes, Done. (2902.3ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/880.jpg\n",
            "1 pothole, Done. (4747.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/881.jpg\n",
            "2 potholes, Done. (2299.9ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/882.jpg\n",
            "4 potholes, Done. (3173.0ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/883.jpg\n",
            "3 potholes, Done. (4040.8ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/884.jpg\n",
            "3 potholes, Done. (5830.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/885.jpg\n",
            "1 pothole, Done. (4418.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/886.jpg\n",
            "2 potholes, Done. (4448.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/887.jpg\n",
            "1 pothole, Done. (3134.7ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/888.jpg\n",
            "13 potholes, Done. (3163.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/889.jpg\n",
            "1 pothole, Done. (3649.7ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/890.jpg\n",
            "4 potholes, Done. (4006.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/891.jpg\n",
            "2 potholes, Done. (3677.5ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/892.jpg\n",
            "5 potholes, Done. (3972.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/893.jpg\n",
            "2 potholes, Done. (3984.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/894.jpg\n",
            "1 pothole, Done. (3995.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/895.jpg\n",
            "2 potholes, Done. (4435.0ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/896.jpg\n",
            "1 pothole, Done. (3159.0ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/897.jpg\n",
            "1 pothole, Done. (4003.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/898.jpg\n",
            "2 potholes, Done. (3187.1ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/899.jpg\n",
            "3 potholes, Done. (3168.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/900.jpg\n",
            "1 pothole, Done. (3980.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/901.jpg\n",
            "2 potholes, Done. (4421.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/902.jpg\n",
            "2 potholes, Done. (3631.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/903.jpg\n",
            "2 potholes, Done. (2711.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/904.jpg\n",
            "1 pothole, Done. (4429.0ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/905.jpg\n",
            "2 potholes, Done. (4504.8ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/906.jpg\n",
            "1 pothole, Done. (4045.3ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/907.jpg\n",
            "4 potholes, Done. (2748.1ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/908.jpg\n",
            "2 potholes, Done. (2745.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/909.jpg\n",
            "3 potholes, Done. (4462.2ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/910.jpg\n",
            "7 potholes, Done. (3174.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/911.jpg\n",
            "2 potholes, Done. (3698.7ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/912.jpg\n",
            "8 potholes, Done. (3581.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/913.jpg\n",
            "7 potholes, Done. (3148.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/914.jpg\n",
            "3 potholes, Done. (4036.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/915.jpg\n",
            "1 pothole, Done. (4418.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/916.jpg\n",
            "17 potholes, Done. (3575.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/917.jpg\n",
            "2 potholes, Done. (3615.1ms) Inference, (1.2ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/918.jpg\n",
            "2 potholes, Done. (4475.8ms) Inference, (1.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/919.jpg\n",
            "3 potholes, Done. (3185.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/920.jpg\n",
            "2 potholes, Done. (4454.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/921.jpg\n",
            "1 pothole, Done. (3167.7ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/922.jpg\n",
            "1 pothole, Done. (4491.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/923.jpg\n",
            "3 potholes, Done. (4926.8ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/924.jpg\n",
            "1 pothole, Done. (4560.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/925.jpg\n",
            "2 potholes, Done. (3610.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/926.jpg\n",
            "3 potholes, Done. (3973.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/927.jpg\n",
            "2 potholes, Done. (4390.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/928.jpg\n",
            "1 pothole, Done. (4432.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/929.jpg\n",
            "10 potholes, Done. (2757.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/930.jpg\n",
            "10 potholes, Done. (3658.8ms) Inference, (1.2ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/931.jpg\n",
            "1 pothole, Done. (4468.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/932.jpg\n",
            "10 potholes, Done. (3151.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/933.jpg\n",
            "2 potholes, Done. (4414.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/934.jpg\n",
            "1 pothole, Done. (4422.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/935.jpg\n",
            "4 potholes, Done. (2724.9ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/936.jpg\n",
            "3 potholes, Done. (4442.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/937.jpg\n",
            "2 potholes, Done. (3196.9ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/938.jpg\n",
            "3 potholes, Done. (4465.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/939.jpg\n",
            "2 potholes, Done. (3193.3ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/940.jpg\n",
            "1 pothole, Done. (3653.8ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/941.jpg\n",
            "1 pothole, Done. (3591.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/942.jpg\n",
            "2 potholes, Done. (2758.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/943.jpg\n",
            "1 pothole, Done. (4411.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/944.jpg\n",
            "1 pothole, Done. (3149.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/945.jpg\n",
            "4 potholes, Done. (3622.0ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/946.jpg\n",
            "1 pothole, Done. (4418.2ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/947.jpg\n",
            "1 pothole, Done. (3141.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/948.jpg\n",
            "5 potholes, Done. (3190.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/949.jpg\n",
            "3 potholes, Done. (4456.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/950.jpg\n",
            "4 potholes, Done. (4417.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/951.jpg\n",
            "5 potholes, Done. (4444.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/952.jpg\n",
            "2 potholes, Done. (3163.1ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/953.jpg\n",
            "9 potholes, Done. (2720.8ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/954.jpg\n",
            "2 potholes, Done. (4029.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/955.jpg\n",
            "1 pothole, Done. (3600.5ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/956.jpg\n",
            "1 pothole, Done. (3665.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/957.jpg\n",
            "Done. (4431.1ms) Inference, (0.3ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/958.jpg\n",
            "2 potholes, Done. (3619.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/959.jpg\n",
            "6 potholes, Done. (4442.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/960.jpg\n",
            "5 potholes, Done. (2356.5ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/961.jpg\n",
            "11 potholes, Done. (3249.7ms) Inference, (1.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/962.jpg\n",
            "2 potholes, Done. (6416.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/963.jpg\n",
            "6 potholes, Done. (4469.2ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/964.jpg\n",
            "5 potholes, Done. (3662.1ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/965.jpg\n",
            "1 pothole, Done. (4460.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/966.jpg\n",
            "1 pothole, Done. (4460.2ms) Inference, (1.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/967.jpg\n",
            "1 pothole, Done. (4450.8ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/968.jpg\n",
            "1 pothole, Done. (2744.2ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/969.jpg\n",
            "2 potholes, Done. (3683.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/970.jpg\n",
            "3 potholes, Done. (2715.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/971.jpg\n",
            "4 potholes, Done. (4481.4ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/972.jpg\n",
            "2 potholes, Done. (3158.3ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/973.jpg\n",
            "2 potholes, Done. (4433.5ms) Inference, (1.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/974.jpg\n",
            "1 pothole, Done. (4445.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/975.jpg\n",
            "14 potholes, Done. (3160.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/976.jpg\n",
            "2 potholes, Done. (3159.1ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/977.jpg\n",
            "2 potholes, Done. (3600.3ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/978.jpg\n",
            "1 pothole, Done. (4432.0ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/979.jpg\n",
            "1 pothole, Done. (4059.2ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/980.jpg\n",
            "3 potholes, Done. (3154.1ms) Inference, (1.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/981.jpg\n",
            "1 pothole, Done. (4445.2ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/982.jpg\n",
            "1 pothole, Done. (4491.4ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/983.jpg\n",
            "2 potholes, Done. (3617.1ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/984.jpg\n",
            "1 pothole, Done. (3616.8ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/985.jpg\n",
            "1 pothole, Done. (3160.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/986.jpg\n",
            "1 pothole, Done. (3586.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/987.jpg\n",
            "2 potholes, Done. (4447.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/988.jpg\n",
            "1 pothole, Done. (4394.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/989.jpg\n",
            "2 potholes, Done. (4427.2ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/990.jpg\n",
            "7 potholes, Done. (3631.4ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/991.jpg\n",
            "1 pothole, Done. (3154.2ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/992.jpg\n",
            "1 pothole, Done. (4436.5ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/993.jpg\n",
            "1 pothole, Done. (2738.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/994.jpg\n",
            "2 potholes, Done. (3168.4ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/995.jpg\n",
            "1 pothole, Done. (3609.6ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/996.jpg\n",
            "5 potholes, Done. (3175.3ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/997.jpg\n",
            "2 potholes, Done. (4484.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/998.jpg\n",
            "2 potholes, Done. (3176.3ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/pothole_detection_test_img2/999.jpg\n",
            "Done. (2226.103s)\n"
          ]
        }
      ],
      "source": [
        "!python detect.py --weights runs/train/yolov7-e6e-pothole-fold_4/weights/best.pt \\\n",
        "                  --conf 0.05 \\\n",
        "                  --source test/images \\\n",
        "                  --name pothole_detection_test_img \\\n",
        "                  --save-conf \\\n",
        "                  --save-txt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "MNuGV-3rqrMA"
      },
      "outputs": [],
      "source": [
        "# #display inference on ALL test images\n",
        "\n",
        "# import glob\n",
        "# from IPython.display import Image, display\n",
        "\n",
        "# i = 0\n",
        "# limit = 5 # max images to print\n",
        "# for imageName in glob.glob('runs/detect/exp2/*.jpg'): #assuming JPG\n",
        "#     if i < limit:\n",
        "#       display(Image(filename=imageName))\n",
        "#       print(\"\\n\")\n",
        "#     i = i + 1"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7t9c7U_MrIbH"
      },
      "source": [
        "## GETTING PREDICTIONS"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OVxh0tbhgFZG",
        "outputId": "52c0c48b-14b9-4b9c-e92e-a1e9d3ec9341"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Using cache found in /root/.cache/torch/hub/WongKinYiu_yolov7_main\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Adding autoShape... \n"
          ]
        }
      ],
      "source": [
        "import torch\n",
        "import os, tqdm\n",
        "from PIL import Image\n",
        "import pandas as pd\n",
        "\n",
        "def loadModel(path:str):\n",
        "  model = torch.hub.load(\"WongKinYiu/yolov7\",\"custom\",path,trust_repo=True)\n",
        "  return model\n",
        "\n",
        "model = loadModel('runs/train/yolov7-e6e-pothole-fold_4/weights/best.pt')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "metadata": {
        "id": "ZoXSuVjNljfs"
      },
      "outputs": [],
      "source": [
        "predicted_frame = pd.DataFrame()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Pb-hrkewHnvp",
        "outputId": "06c1530a-b41d-4e42-c909-d1083d5f5b86"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/556 [00:00<?, ?it/s]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "900.jpg\n"
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        },
        {
          "name": "stderr",
          "output_type": "stream",
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            "\r  0%|          | 1/556 [00:11<1:45:39, 11.42s/it]"
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        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "1014.jpg\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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            "\r  0%|          | 2/556 [00:19<1:28:00,  9.53s/it]"
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        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "1067.jpg\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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            "\r  1%|          | 3/556 [00:28<1:25:56,  9.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "1000.jpg\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "798.jpg\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "816.jpg\n"
          ]
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        {
          "name": "stderr",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "1054.jpg\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "1129.jpg\n"
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        {
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        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "1032.jpg\n"
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        {
          "name": "stderr",
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        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "860.jpg\n"
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        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "1097.jpg\n"
          ]
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        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
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            "1221.jpg\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
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        {
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          "output_type": "stream",
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            "951.jpg\n"
          ]
        },
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            "949.jpg\n"
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          "output_type": "stream",
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            "1133.jpg\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 98%|█████████▊| 547/556 [1:54:51<01:44, 11.59s/it]"
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        {
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          "output_type": "stream",
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          "output_type": "stream",
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            "824.jpg\n"
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        {
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          "output_type": "stream",
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            "1142.jpg\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
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        {
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          "output_type": "stream",
          "text": [
            "925.jpg\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r100%|█████████▉| 554/556 [1:56:11<00:23, 11.98s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "1096.jpg\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r100%|█████████▉| 555/556 [1:56:26<00:12, 12.90s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "1112.jpg\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "100%|██████████| 556/556 [1:56:38<00:00, 12.59s/it]\n"
          ]
        }
      ],
      "source": [
        "for i in tqdm.tqdm(os.listdir('test/images')):\n",
        "    print(i)\n",
        "    img = Image.open('test/images/' + i)\n",
        "    width, height = img.width, img.height\n",
        "    \n",
        "    results = model(img, size=720, augment=True)  # custom inference size\n",
        "    preds = results.pandas().xyxy[0]\n",
        "    \n",
        "    preds.columns = ['XMin', 'YMin', 'XMax', 'YMax', 'Conf', 'label', 'LabelName']\n",
        "    preds['ImageID'] = i\n",
        "    \n",
        "    predicted_frame = pd.concat([predicted_frame , preds])    "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "nQWc2kmflPki",
        "outputId": "838c67c6-2cc4-4a01-f220-36b5472254ab"
      },
      "outputs": [
        {
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            "text/plain": [
              "         XMin        YMin        XMax        YMax      Conf label LabelName  \\\n",
              "0   46.328888  111.138130  222.014359  211.000000  0.824701     0   pothole   \n",
              "1   39.317848   66.696732  108.656029  101.537834  0.693289     0   pothole   \n",
              "2    0.000000    9.802477   20.278170   38.695644  0.294509     0   pothole   \n",
              "0  268.923096  118.383614  989.116577  498.216461  0.913942     0   pothole   \n",
              "1   61.015663  257.889679  298.477966  338.069214  0.766309     0   pothole   \n",
              "\n",
              "    ImageID  \n",
              "0   900.jpg  \n",
              "1   900.jpg  \n",
              "2   900.jpg  \n",
              "0  1014.jpg  \n",
              "1  1014.jpg  "
            ]
          },
          "execution_count": 40,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "predicted_frame.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "metadata": {
        "id": "0Vz_9WG2myzJ"
      },
      "outputs": [],
      "source": [
        "df = predicted_frame.iloc[: , [0,1,2,3,4,6,7]]\n",
        "df.to_csv('result.csv', index=False)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "0BVPNDMSnKE1"
      },
      "outputs": [],
      "source": []
    }
  ],
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    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
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    "language_info": {
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  "nbformat_minor": 0
}