{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/anaconda3/envs/torch190-test/lib/python3.8/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import cv2 \n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm\n",
    "# import natsort\n",
    "from mmdet.apis import init_detector, inference_detector, show_result_pyplot\n",
    "import mmcv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "TRAIN_DIR = '/data/cvprw/AIC23/dataset/train_result/detect_result'\n",
    "VAL_DIR = '/data/cvprw/AIC23/dataset/val_result/detect_result'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "config_file = '/data/cvprw/AIC23/detect/BoxInstSeg/work_dirs/test-swin-l-640/swin-l-640.py'\n",
    "# download the checkpoint from model zoo and put it in `checkpoints/`\n",
    "# url: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r50_fpn_1x_coco/faster_rcnn_r50_fpn_1x_coco_20200130-047c8118.pth\n",
    "checkpoint_file = '/data/cvprw/AIC23/detect/BoxInstSeg/work_dirs/test-swin-l-640/iter_10000.pth'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_image_file_names(IMAGE_DIR):\n",
    "    file_format = ['jpg','png','JPG','PNG']\n",
    "    file_names = os.listdir(IMAGE_DIR)\n",
    "    image_file_names = []\n",
    "    for file_name in tqdm(file_names):\n",
    "        if file_name.split('.')[-1] in file_format:\n",
    "            image_file_names.append(file_name)\n",
    "   \n",
    "    return natsort.natsorted(image_file_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "camera_locations = os.listdir(VAL_DIR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "load checkpoint from local path: /data/cvprw/AIC23/detect/BoxInstSeg/work_dirs/test-swin-l-640/iter_10000.pth\n"
     ]
    }
   ],
   "source": [
    "# build the model from a config file and a checkpoint file\n",
    "model = init_detector(config_file, checkpoint_file, device='cuda:0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# test a single image\n",
    "img = 'test_Moment_2_pad.jpg'\n",
    "result = inference_detector(model, img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 147.01x375.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show the results\n",
    "show_result_pyplot(model, img, result, score_thr=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1078/1078 [00:00<00:00, 488912.17it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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uBaTh2mi/pNAWsioBRWXt+8d54fM/ffq0ak9M1ewEfAapnD/8PohLn+OZh10GqN7/IySRMPjy45+nqalJdu/eLbt3704yNCHLDmOTCDFQGAgxNO5+hnRKMpm5ZdUXa4I2g7NWgO578N+nLX0az11zZb9qY2xSc75+GsdUE8RANYHentH6MsZMpcFmsPXrKK3PbWrSqWPyzXostBmCrHZt2/p3OuW3sXBrbK5ZX7vF+qpy4EJ39prAmgauIeF3Wwpr6yFoM9i2TVRheklCEkFhIMRAYSDE0LA2QxAEVZ3bl1Y+NtU74NoQeuwWK32JkxJ9QsfWnI/WPc/qbl2C1p5bCL87ThqclP4qUD9G/749N7QZnH3hMakrS6BS2/FdWKYKwXlh2E3RGgufNdqEzl6Ior+sbipbO99ZO7Htnpi1p+o58zqKkMsACgMhhoZVk6anJqVSOvfqw9e+7VbEVyBuLXS2W8ZsCy14wjEkp1/FTSu6VDsEF2Zgzw1CC9BtWAn1PFE5KXhW//EeQgw5wXhmJySlvipkV96ZiyDG9ZpK1w9dj1AFw2wvcK6jLlthFiEkFQytSqLlkl/Vq3N5Qi5fKAyEGCgMhBga1mYol8tVnRBDpc+cOVP9jKlMbrjhBtWOS9HiVOex3H1OqpK0flxOZUtfqsvA71oNwwvYp1g916+3R+IPR1hISpa4kHgn/gVm5jsX3eb4zOz/F044vXUPxWL9aqbqevM6ipDLAAoDIQYKAyGGhrUZurq6pMmkinFSSFrhzo7ejvKNKmygQxfKUOmybPnNHV1a9FpBJQLnNqjatj0SYNgIzivmdylwVh7sc/1VfgKnCqnGNVfmF/J8bl6wboPneswPvGN3TQiOh7Wa8XdqCecmJyf1wdZ3U4LtuPOdDyGXLRQGQgwUBkIMDWsz5HK5agwSxh9l87VUJtiH1Ttdn7vGTY94IbOdG3tulZjMInFrAW72Sft4/1pK0ltS4eHzyIiyWMSmqgS6u7urn92SVzUbi+sMhCSEwkCIgcJAiKFhbQZJZapbIUsV7WMvTs3MdYY5zX9LqJtHEK+vVg4C3GOA9WthT0J5/jE+SXVxd19BMOdHc+H6x8oc6zawhmGXmA0D//4P55l41Hznnr12kEjKs89CRK8xrVq1So9lfZMFLAVcB74ZCDFQGAgxNK6aZIHuU1RtbJwtj86WSAihAOzD3SwTcaqNX6XwX/fCw6iTgm5I/EW0+2M0lVhVRx3qhNPPbztmvbGxSpO6lhVW42zfrQPfDIQYKAyEGCgMhBga1mawM+ohtvvU2cYJ1Sidyjwx6mMY1LcpYm2ABOlc3EyATkAzzkz3JgiZWNC2zhi3bdxICwnnwLB1rMAzXai52J3M4moSfjuxOn6i2RHyLobCQIiBwkCIoWFthiiKqvqmU43Ho4di6pi4LN1J0qosxGaIH2vx1hWcUOiYa+M9+1LcIHGpYuy2EwYSJLNl8LvMW5WAsFKobWPN92vhm4EQA4WBEAOFgRBDw9oMJ44dlVzu3PQwzXzXyjXVz46emfKHXcfHqXh+H2L14/pjx6W5jK9AhHFPVgMvi88k8CvNmComnbauBWMnXdOwnzfac2mwR2K34MLYtp3gxFtZ7XKFsUmEJILCQIiBwkCIoWFthhd/8aJkjO56xRVXqL6rrq7FoWDFzTibIFbnXcC5vms7qUwWcb8Cjh2bJh64WOlg8PlUKjqODFOFpoL68Vgiev3Efb6R9Xl+z5pvBkIMFAZCDA2rJkXlcjUjxIk3j6m+QqkWknvttdeqvlyTrriJr+a4V2YmVVPBsKoPZvh21JFK/WuhAoXhyIsZZu0GevgLwWO6a7tyZlymv7jfU/sZlsswj4o/O3Ym48+wZ2cATwXwX9lSsYKARdEJSQSFgRADhYEQQ+PaDFFUXX1HXfHkyZPVz3YYr4jIxmuvV23HZkhduG6ONkQiF6YnTEEk3j26mNn5lpIkzyTu2ceN5UsVk8nWr9paD74ZCDFQGAgxUBgIMTSszVCJStXY4qikdfV0pqn6efSt46oPfcoDAwOqnc3rWw5gU2Q+V/t9mJnRVecrUDWyublZtWcgTY2odC76dwe3siJx+rTuT2ZvOGNH9cOf41JAOom1YWw9FlYUwnn7s4fjOkU2W3uG+DztUI+wwlQxhCSCwkCIgcJAiKFhbQZ7nQH9+5WwfiWW48e1DdHb26vaTS16CyluRbTbqP+ijRCnm6v+pcsw39DMNx28SLydhOsK6XTtePw/kraqKgWxW2rPwTcDIQYKAyEGCgMhhoa1GVLRuX8ic+jilgKOvv/pqTHVnpoYV+22Nr3fASnO1nRPjHsKUtqXjTpsXDoY37Hx6wr11yUizPUi+Lz8sTlO8ntLz8e1AIyhKsfF/VhzC3A9A9YwUjgUrs14nj8+v3RM1de54JuBEMOChOHv//7vJQgC2b59e/Vvs7OzMjQ0JN3d3dLW1iZbt26V0dHRhc6TkCXngoXhZz/7mfzjP/6j/MZv/Ib6+/333y8//OEPZe/evbJ//345ceKE3HXXXQueKCFLzQXZDGfPnpW7775bvvWtb8nDDz9c/fv4+Lh8+9vflieeeEI+/OEPi4jInj175JprrpGDBw/KBz/4wQuapC+Fepzu/corr6h2vkWvFXR0dKi27a/GeJd0BkolxdgIqn8JS9kmmscc/UuJfS20sWCLs/O8cd7OHhBPeJd9bLSUpW+Hhobkox/9qGzevFn9/dChQ1IqldTfN27cKP39/XLgwIE5xyoUCjIxMaH+EbIcJH4zfO9735Of//zn8rOf/czpGxkZkVwuJ11dXervPT09MjIyMud4w8PD8sUvfjHpNAhZdBIJw7Fjx+Sv/uqv5Omnn5ampqb4E+bBzp07ZceOHdX2xMSE9PX1qWqfzmvfymUSCIYF61fi26dPqnalqMMvmrK64kvBqvaJS/zFyqz3XoLAH0rtI/bYsL4b10m6nVAj86lVTjVVDIeGa4UwT+f4OteZ69hKrBqVPGuej0Rq0qFDh+TkyZPygQ98QDKZjGQyGdm/f788+uijkslkpKenR4rFooyNjanzRkdHnRih8+Tzeeno6FD/CFkOEr0Zfud3fkf+53/+R/3t3nvvlY0bN8rf/M3fSF9fn2SzWdm3b59s3bpVRESOHDkiR48elcHBwcWbNSFLQCJhaG9vl+uv19knWltbpbu7u/r3T3ziE7Jjxw5ZuXKldHR0yKc//WkZHBy8YE8SIReLRQ/HeOSRRySVSsnWrVulUCjIli1b5Otf//qiXsN2m6G7LQIlFivH//rXv/b2d67sro2F6V1itkBiVESS9C5JdV4VMuHZajnXtRaTuPuw54LfVTn0n5t27BF9vu3pdtyuUf3tpvVYsDD85Cc/Ue2mpibZvXu37N69e6FDE3JRYWwSIQYKAyGGhg3htrd9+kD9GPX6XE7bBKUypH8J9brD+QqjInOkk4zJOBJ4csM7aeLxD6g/p+ZvQ0SRP+3lgracBjFp40v+aweV2hbdUkmv06RBz8d1hHwWKqLCOo4d4p2DJ2w/kyDuizs//ryOIuQygMJAiIHCQIihYW0GH7ad4Pi1Qa/ECpItLXrbJ6aKscfDbZ8zE9N1jxVxt4UuF67vf+muhXZVoaBtsrFTb1c/z85qm6EJbARc85kuTKk22ocrV6+qfsbvuSR+W2cu+GYgxEBhIMRAYSDEcEnaDKFvNyW42DFmBZMTvOc979Gnl2s68PT0jOrLZrUN4ZRVqtQvTYVrAa7zfzG3ZjrJXxIdDhFZ3lNx6+avoUzxiZderl3GSdepnyfq/VFOH//e975XtdvyNRsjAz/rtinjrOnUgW8GQgwUBkIMl6Sa5At3jsuo0NrW7u2fmqq589BNKFnMAq1dg6m0R416l2ThRvUN3Z1OFsIFVFMtFXQbk0W0dnVWP7e16ezqap6s9klIMigMhBgoDIQYLgmbwQm58CjgUcrvopycnFRtzOTR2VE7H8MDQgxzwG2hYH/ojHp1p+weOw/02HhdPDoF/fiM5hfiPBcZcMQWp3UIhZRqIdxOqpdy/VAYEZFsVrfPvvOOas+sqNkJHS065U8g9j3NLzSDbwZCDBQGQgwUBkIMl4TNgNh2QNIM1MWCrhR66tQp6K/pl5hCsxz5de/eK66s2+/s8sTUJgnTuyxGOsX5jJU0pQ3eh712gH1JsdeARHT4fbGov9cobV2L6wyEJIPCQIiBwkCI4ZK0GZRf3dFh/bp3BrZmvnP6bdWemamFbWOcTaZJZwgfGBjQ0wLVVFWMgWqdAS48gKsfK1sidloaN8ga81zGVa6p/5uIj9dJuekEfOuxStZcMGV/GqaF1yrDnZVKOlaspalWhakpp7+rilW2oIwpZurANwMhBgoDIQYKAyGGS8JmSFJmydnCGBN/jxUo7fiZlStXqr5p7cp24pxyWZ2GRm1jXMp8LQm5mGsYi0mSdQr7Hue7hZZvBkIMFAZCDBQGQgwNazOEYej64g2+9JKYfhxHKJS1/oh7Fuy1BYy/z0BeFIyHwT28uVwtxh7Laznzjomx8hKn4kcxv3mx6xA+cGxY5wnm/iwiEqX9afhzMesD0xPj1c9TWf1fedzaR1GAcsf14JuBEAOFgRBDw6pJPuzw56RhwXg8Zoa21RVUXdANiyoW9i+EJO7NpXSVJs3s57sWhq2LQIhKzDyx/8yZM3WPPVOshW4US9z2SUgiKAyEGCgMhBguCZthodsF9Vi6Xalot1tnZ6d1bLKtmGgz2NsSs1B19GJu84wd2/lNrF0rjWHpMeEvpbK2C0IrFL0CrtJKjFs2g5VG4RmcPHmydiY8zykrhLtUZrVPQhJBYSDEQGEgxHBJ2Aw+EqdlBCXXDpkQEZmerlX0XLVqleprbdWPC6+NlUPtlPbZnA7vjksV06hh1HFganj7Pp0U/jH3jG08f/XKFdXPa9asUX3tVmhHoVQWkV/FzJxvBkKqUBgIMVAYCDFc8jbDQkG91dbzsfrkihatD2NZpTDUfvHZ2Zr90dKqy2e5ayeL97sUlxIySbxRGKLtAvFaEDLfs26taq9cXbO7Tp8+DWPHrL3AtQOwGezYsObmZtXX3F573rMFhnATkggKAyEGCgMhhoa1GaIoqmYSj/PJ+3BKYMVsJbSvhfHyK1brtQJMP4k6rq2bu7H8GlCHE6eC95F0T0KSsbCNezzsFJxvv61TeeI2WTw3ztax13VwrIzalyLzgm8GQgwUBkIMDasmLRaOuoEZ9kCDsF2rGJLtVqPUr/ViCUKFreMLUNkSw0Ciis60EacyLBeOmoSqDLTXb6hVM/rfIy+rvtnps6qdb9HuUcyeXYHvKmWpniUndKP2XzvCdN914JuBEAOFgRADhYEQQ8PaDLZrdSHVKF23ov94O4S7tbVV9dlVfebqz0DKONsFjPNAV+BCQiYaxZ6YC7tianu7DkkpFnWaHve79I/tS+ujxmIWbkKSQWEgxEBhIMTQsDaDjVNh0pNecqGhBxUrFWFxtuA50t2GWAF3tsoWDgsaWMwT+53M2D67KfBXBo3FE6UdpvQ8IihpitNMZfRc7ATgEWTZrmDaHmhn4Jlglu7AvlYa09BEc372wTcDIQYKAyGGxMJw/Phx+ZM/+RPp7u6W5uZmed/73icvvPBCtT+KInnwwQdl7dq10tzcLJs3b5ZXX311USdNyFKQyGY4c+aM3H777fLbv/3b8h//8R+yevVqefXVV2XFilrKjq9+9avy6KOPyuOPPy4DAwPywAMPyJYtW+Tw4cPK5xzHfNcZFhv7Whh2PTU1pdodHR2q7UuFkjTdOuKrWrp4AdrxuOlcdD/Gc5Wtn1tM53JySm+bjavM6mvjs7+Qap+JhOErX/mK9PX1yZ49e6p/s+PVoyiSXbt2yec//3m54447RETku9/9rvT09MgPfvAD+fjHP+6MWSgUVHAc7ism5GKRSE36t3/7N7n55pvlD//wD2XNmjVy4403yre+9a1q/+uvvy4jIyOyefPm6t86Oztl06ZNcuDAgTnHHB4els7Ozuq/vr6+C7wVQhZGImF47bXX5LHHHpOrr75a/vM//1M++clPymc+8xl5/PHHRURkZGRERER6enrUeT09PdU+ZOfOnTI+Pl79d+zYsQu5D0IWTCI1KQxDufnmm+XLX/6yiIjceOON8tJLL8k3vvENueeeey5oAvl83tk+mYQFVcmc4/i0lR4GbYY1q1bqk0NMmQ6/LR4zIC6VYtzx+rL+rZjxY0V1W0EU918E1iFwa6YVg9Wztlf1vXPs16rtlAEDOwBTxdj3gfaETnc/v9/8RG+GtWvXyrXXXqv+ds0118jRo0dFRKS399zNjo6OqmNGR0erfYQ0KomE4fbbb5cjR46ov73yyity5ZXndjMNDAxIb2+v7Nu3r9o/MTEhzz33nAwODi7CdAlZOhKpSffff7/cdttt8uUvf1n+6I/+SJ5//nn55je/Kd/85jdF5Nxra/v27fLwww/L1VdfXXWtrlu3Tu68886lmL/DQtWmhbhxk2TSjssysRAaOaTbBjMWxm2zRfepDT770BPeXXc+8zrKcMstt8iTTz4pO3fulIceekgGBgZk165dcvfdd1eP+exnPytTU1Ny3333ydjYmHzoQx+Sp556KtEaAyHLQeJAvY997GPysY99rG5/EATy0EMPyUMPPbSgiRFysWFsEiGGSyKEeynx6epxWfCS6fk4VlwbXa/1qwZhNSKHyB/mHnlOxz5H/8a4ayc4pOZaRZ0fXcKVUKfTgQTfeBuSkZrqnYcQ7siuWBr3fAx8MxBioDAQYqAwEGK47G2GheDoz54Qi8UOs553mpSYc8/9of6xONRiro9guhxsQ/FUx4ZrlVrqmSSZ2evBNwMhBgoDIQYKAyEG2gyLiDcse5HjhZLFH/l/8wKf2u9bhBCRIPCHcPv6psEGOAuxSc2tOoQnBxU9xUqRk87oFP/Oss084JuBEAOFgRADhYEQA22GRcSrL8NKA/rMfSk0RUSSuNFde2JhezyWClxXwJT/Z2H7Ah7f0lKrvursdYiJK5sLvhkIMVAYCDFQGAgxXHY2Q5xuHiRId497eEuQMj20jnfCgTD+Hvrj2qFlg3jXCUQkFUJqd+gPPUsJcXsB4qwP+5mhzj+LNgOsM0wUdEkALBCQmaxlXyzjNO3nm16CVDGEvJuhMBBiuCTVpCTZrePUorjj59s311wulgtzsa+baEvpAty2+F2UIGa7nNW/1aiWjo2N1R0rnc5WP6c8KWZs+GYgxEBhIMRAYSDEcEnaDLZ+GGczuDbC/OXfSVno6KVQ7dOXThLcrth2jne2V1bqHCkShn49HUNBkFQEOnVkf9TXdcLUMYu54xKu/QGrblYqaM/pc2cK2oYolPRculfVKkaVPakofWkpbfhmIMRAYSDEQGEgxHBJ2gw+4lKZOKv2TsrD+hUk0YbIZrOqXfH42INM/fSQc4HzxlAGtRYQk84lbq0gijBcvP5vZNzzdMJbrP2X09PTqq8A4RZoM5RK/hScxWKx7tjN7bVtoPNd++CbgRADhYEQA4WBEMMlbzPExR451TwhnNexA3I1XTOXg/QjANoMRQhBVjFUqfoV7EW0bi0yx33g75YV042+fVTk47aMlssQKl0qW30x84ICndh/1ipy/+abb+q+Ga3no4mA80bV/+0z49XPx47rsa+8qrX6uYh5KuvANwMhBgoDIQYKAyGGS95mQOK2asZh67xYihV92ROWPiwikrZSl+BYTk0mvG5F67Woe2Msf0qth/hL7uIzwX0Ds7Ozqm2nbJmZKXiPLRcwjbwe+9ToaPXzyZMnYayiauPSC647YL/91Z44cUL1NbfX4paKRdoMhCSCwkCI4ZJXk5Jlo47f9lmwVCEcu+mdt1W7CK7B1o5O1Y5UdoyYeVbK3u50TrtxbbWpWNKqC14rk4MsHqDKYCY7WxUqQRg1qooVSEuB7ua2Zkt17F6l+l6bmNLzhEhrdBn7XMQnjo+odsfKNdXPpZL/2VbHn9dRhFwGUBgIMVAYCDFc8jaDG27hD3vAcGXsL1tbKDHE+OzZs6rt9M9o3d3GW9VHRILQ73rN5HVoiH2faDPgPaUyfteqz44K48IxIv/WWHvXKIahNzXBtlkMU4e5oNmVydb+++L33tlZs9+KtBkISQaFgRADhYEQQ8PaDFEUOSG78yHpuoMP1H8rZR0+gCEW5Yru96XBdLZWxtgMYaTHtnXkEpzr6N6lmK2wvhQ38B2kwfkfBnpeYQr0c8vUybTpvo6CtoPOntXrHQEMhRlfstnaH1Z1r1B9bS1t1c8MxyAkIRQGQgwUBkIMDWsz2CTTcf3HLiRbu1uB078v0T4+bv0D7ygu9NzX7z4f/1hOehd1vt8Gi7svm3w+r8/t6vKOLWDrYNzTbKlmrzQ1Nak+u41bbuvBNwMhBgoDIQYKAyGGhrUZVPpyXyoUjHmPKzWVwn6o4GnpyymIY5IQtik6ej+kqrQnF8A6AtoyMcsjZYF1hqB2LTQRUpBvEiOPIkhhjynrQ/u+caslPD/necPxE2drW2NPnRpXfadH9bGdejuINGkTQcoQ+9V3xdrq5xtvvFH1ZSz7Iu7/RPW4eR1FyGUAhYEQA4WBEEPD2gyLRdKysEnWMOLWChZCkhir2GMTrlkspHQurr3Y7fZ2vc6Qigp1jxURkYq2djo6mqHdUf2MayUtVtqeVHp+/835ZiDEQGEgxNCwalIYRhIYl5+vkgyyEDVIRCSyHZFwbLmMGeDALZuuH9aAXlrMkDfHRKENz8C6Nm69jKv6g5kCsW2fb7tw5xo7B/2t7TqrYMfq9tqU4Z4mprWaNDqqfa3TJZ1KpmONDtO+4bYPVD+3t7ervuZy7Z6Dij88/jx8MxBioDAQYkgkDJVKRR544AEZGBiQ5uZmueqqq+Tv/u7v1KsziiJ58MEHZe3atdLc3CybN2+WV199ddEnTshik8hm+MpXviKPPfaYPP7443LdddfJCy+8IPfee690dnbKZz7zGRER+epXvyqPPvqoPP744zIwMCAPPPCAbNmyRQ4fPuyE2V4MktgbItpFh+66chlCETDjN4Qc2+HNTsiExwU5H1Tqyphj42wG7Ff3jbtT4Zn0rNEpI1euXAntWn8XhGwffOFF1V6xQtsE/3fd1ap95ZVXqradDgbT31yIOZzojJ/+9Kdyxx13yEc/+lEREdmwYYP88z//szz//PMicu4L2rVrl3z+85+XO+64Q0REvvvd70pPT4/84Ac/kI9//OPOmIVCQeUfwjTvhFwsEv0c3XbbbbJv3z555ZVXRETkl7/8pTz77LPye7/3eyIi8vrrr8vIyIhs3ry5ek5nZ6ds2rRJDhw4MOeYw8PD0tnZWf3X19d3ofdCyIJI9Gb43Oc+JxMTE7Jx40ZJp9NSqVTkS1/6ktx9990iIjIyci4Tck9Pjzqvp6en2ofs3LlTduzYUW1PTExQIMiykEgY/uVf/kX+6Z/+SZ544gm57rrr5Be/+IVs375d1q1bJ/fcc88FTSCfzzvbAReTpKlj/Old9LGoa0MEtzo/DS9h51zPPETEG1Lh1fnFtRFQv8bz7WvH2TZhpOOs0xm9zhAENTtxdlbfw/s/cLNqY2r85k49Fq5xzFih55lmbY++82atkk9hnqliEgnDX//1X8vnPve5qu7/vve9T9544w0ZHh6We+65R3p7e0Xk3OLJ2rW1WPPR0VG54YYbklyKkItOIpthenra+WVIp9PVX6KBgQHp7e2Vffv2VfsnJibkueeek8HBwUWYLiFLR6I3w+///u/Ll770Jenv75frrrtOXnzxRfmHf/gH+fM//3MROacWbN++XR5++GG5+uqrq67VdevWyZ133rkU8ydk0UgkDF/72tfkgQcekE996lNy8uRJWbdunfzFX/yFPPjgg9VjPvvZz8rU1JTcd999MjY2Jh/60IfkqaeeWpY1hgvBZ2P4U6qIROX6en1U9lfvjJ8YNO24p8gfpu6mkfen01G2DqSCwTauDaxevVq1c9na947zKIKtgrYj2jL4zHyVWW13/XxthiBaSPD6EjAxMSGdnZ3ynh6R8xVd8SHYX4ijti3qrgLELwxBBmqpWfNOZev3icxxH5hYNF2/Pwoh/yn8p5uBOhJoQDv1HKy5NOf1HgKc14b171HtK664QrW9whD4hRJsc1cY0rXz8fnNvnGs+rlQLMkjjz8t4+Pjag8EwtgkQgwUBkIMDbufwSaJJleOefXCloNE2zxD51BQLyAFi63HpmLWO5w4J7xn2LOg5h2znyEuFgnVDzuNY7651XtsplWrUWEWSlNZ5bfw3PKUDr0ZHx9T7UJpUrVRvWsr18rbHj9+XPW98ouf1uYwz/8+fDMQYqAwEGK4JNSkJCEV6LFwXZgX7jyLU9dCzFRn7/NI+at9xo2dStX3GAXgQUM1KK6NLk37mflUKBFxvDN4vH0tvMexsTHVPn36tGrPFHQGvunpadUunz5Z/fzGG2+ovrxdZZRqEiHJoDAQYqAwEGJoXJshCqqpqbEQptKQQR+sgN6egZXbImRy9oWJRFjtM8beSMEKdMpK7xKiXh+hDQDXBjMpgxHf1n2hPYKx5klSw4hoe2a2CFnvMtp12pRv0/2BtikyuZrrdXZWP/ue7v+j2t2d/aodTuk9MG+++aZqH/llzX26Bn/WrUKilVBEpiUWvhkIMVAYCDFQGAgxNKzNEEVRdaejb1sjRlGWwcBobtbhAuhT9205Rd26COEAvtDnhZKk2mcT3AP64/H5xW37tNvtnTocA1PB+NYoRERm7ZAU3MoKdhKuYaRb9LZPXENqa6vZe6tW6ZQ1+dba/4tiOZQXDxyTOPhmIMRAYSDEQGEgxNCwNoMNxvzY7QpUdynj9kjwi7dltI7b2qp1YlufLsAOsenA/7hCZydc7XM2Jn1kXPUcnw2Bunic7eLbPontFZBi/sorevVYZSzJqZvhTC1lC8YiNee0PYffxezEW6rdlj6r2tffqNcpbJqs76JQYkp6QhJBYSDEQGEgxNCwNkMQBFXd1y3LNPdnERFMCuJscczrWCRf/H1cmng3psd7+KJizy1uXQHjr9CmQP++PTau4+RyOdUOYC8sxh+99tpr1c8vv/yy6rv2vdeqNq5hRLPaRsD76O+ppaXB66ZLNXtvtgiGTB34ZiDEQGEgxNCwapIPnzqSAT0pXdJuwxwk82pJgYoQ1FSMdEqfOwVptmcL+tVcgtQbqFIsJkpFC+pvCRVJnrDMLijeDNkx8PczjM6o9tj4SdWeHKtluChAdc/JSQgHb9LPa3pMt1GNOj1RUw9nZ/XY5cnD1c/F0vz2ffLNQIiBwkCIgcJAiOGSsBnSaaygU18HRC8ahmEnyUiNLkjUvRczZDsp9rzz4HLEe4wL2UZsWwftHnRhZiKt97/zzjt154kZu7FSD6Z7GTn6et2xRESyVnjGVVfpSqAbemqhHqlMKCI67cxc8M1AiIHCQIiBwkCIoWFthlQq5aRUPI/tF0e9vSULNgCYF+VKUbUj0fpzYNkjubx+PM0prZuXCnqsMujigRVqjnp80rBrX0GRCoQopwTXEfRaCo7V0qTTvazsqm2hTIX6GZw4qtO35LPdqn3mHdjLWa6N1ZrvVF0zZ3WWbQwrmZrU/Vi/5T3vr9kFnd36Gazu+n/Vz7PFkog8KXHwzUCIgcJAiIHCQIihYW0GG9SnbX0Zff/NzTF+8QRVNp3QZrA3sF8q+lpLiW2DRJF/3QDtE/eZ6e2XdmwSrkmcOnVKtTva9DM4e1aHXRfP1p9bEPhT4195ZY9quzFVNZuiv1+npuzM1uyTHNh29eCbgRADhYEQA4WBEEPD2gypKCUpk5cdyzRlUzWHcyalnc/NLVrv7FqhyyylKpCeHfRWu9A29kUBpIIBv7evNJVTORTWHbJwH074FaTEqVhV72dLOsYHx25ualft6UlIDd+p07/kpPYMT7x5QvVNjGnf/5H/PajaU1NTep5WGn/IBCNr9LSkp0fvVygV9boOxj31r/xA9fPpMb1WUqn8uPp5Fva01INvBkIMFAZCDBQGQgwNazP4sHVz9D3HtTOBP7WiDfq9g4LWzZOkpPftm7gQ7Hn39Gh/PKZxxOpbvtJdIiLj47XY/0mIDzp+/LhqT5/1x1ytv6K2hrF69WrVt7ZLr1HgvDrar1DtYlGvF0xam1fwu5o+XYtzKtBmICQZFAZCDJekmmTjujO1O7RchpDtFIQ7Yyh1pTbemTNvq76xSe02dMIDAhjLcgmHCbJqi8x1X7q9enVNNSoUoKIQZLlr69Ch0zh2DkLTo5LVD9toM/BfZkP/GtV2VEsrZGJdj3bhrsrq54lqUg7GmoCs6JO/fq76uQJVfrraasdWmCqGkGRQGAgxUBgIMVzyNgPq3ph+BFMn5nOgL0MqlNByw2HlHp8bViTO1To/vbUeeJ92+hcMJW9v13EOGehHvb6rvUu1bdcq6vEDAwOq3damz8XnHVqhHR0dOjSmGSodHTumK3K2tOnfaifTtnUt37ZaX2ohdc68jiLkMoDCQIih4dSk8+pAxcosgYu1qq8SUxgQXsXpCqgyZSjuZ0WHlmHsSohjQ7+neAn24TzL4h8bPbGlcs1FHEb6N61chmhbx53sL/ZeLNX6SzCW24aMhRida2UfKUC6w1nITFKE7yJdwn5sW1HBkAalYLlTC+a4OHd2wwnD+eX/V0/5qq3Mbxvfu5ux5Z7ABXAk4fEn4w+pEr/ldnJyUjo7O+v2B1GcuFxkwjCUEydOSBRF0t/fL8eOHXMML+IyMTEhfX19fF5zEEWRTE5Oyrp167ylyRruzZBKpWT9+vUyMTEhIuc8EPxy5w+f19z43gjnoQFNiIHCQIihYYUhn8/LF77wBWeBiMwNn9fCaTgDmpDlomHfDIRcbCgMhBgoDIQYKAyEGCgMhBgaVhh2794tGzZskKamJtm0aZM8//zzyz2lhmB4eFhuueUWaW9vlzVr1sidd94pR47omJ/Z2VkZGhqS7u5uaWtrk61bt8ro6OgyzfjSoSGF4fvf/77s2LFDvvCFL8jPf/5zef/73y9btmyRkyeTBG69O9m/f78MDQ3JwYMH5emnn5ZSqSQf+chHVI7T+++/X374wx/K3r17Zf/+/XLixAm56667lnHWlwhRA3LrrbdGQ0ND1XalUonWrVsXDQ8PL+OsGpOTJ09GIhLt378/iqIoGhsbi7LZbLR3797qMb/61a8iEYkOHDiwXNO8JGi4N0OxWJRDhw7J5s2bq39LpVKyefNmOXDgwDLOrDE5v0Vz5cpzGawPHTokpVJJPb+NGzdKf38/n18MDScMp0+flkql4qRM7OnpkZGRkTpnXZ6EYSjbt2+X22+/Xa6//noRERkZGZFcLiddXV3qWD6/eBouhJvMn6GhIXnppZfk2WefXe6pvCtouDfDqlWrJJ1OO96P0dFR6e3trXPW5ce2bdvkRz/6kfz4xz+W9evXV//e29srxWLRST7M5xdPwwlDLpeTm266Sfbt21f9WxiGsm/fPhkcHFzGmTUGURTJtm3b5Mknn5RnnnnGSd1y0003STabVc/vyJEjcvToUT6/OJbbgp+L733ve1E+n4++853vRIcPH47uu+++qKurKxoZGVnuqS07n/zkJ6POzs7oJz/5SfTWW29V/01PT1eP+cu//Muov78/euaZZ6IXXnghGhwcjAYHB5dx1pcGDSkMURRFX/va16L+/v4ol8tFt956a3Tw4MHlnlJDIOeykTn/9uzZUz1mZmYm+tSnPhWtWLEiamlpif7gD/4geuutt5Zv0pcI3M9AiKHhbAZClgsKAyEGCgMhBgoDIQYKAyEGCgMhBgoDIQYKAyEGCgMhBgoDIQYKAyGG/w+PH9UqjUxSHwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 39.01x97.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "TypeError",
     "evalue": "cannot unpack non-iterable NoneType object",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[8], line 17\u001b[0m\n\u001b[1;32m     15\u001b[0m \u001b[38;5;66;03m# bog2seg model\u001b[39;00m\n\u001b[1;32m     16\u001b[0m result \u001b[38;5;241m=\u001b[39m inference_detector(model, check_image_path)\n\u001b[0;32m---> 17\u001b[0m img, mask_save  \u001b[38;5;241m=\u001b[39m show_result_pyplot(model, check_image_path, result, score_thr\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.3\u001b[39m)\n\u001b[1;32m     18\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m person_num \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(mask_save\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m]):\n\u001b[1;32m     19\u001b[0m     plt\u001b[38;5;241m.\u001b[39mimshow(mask_save[person_num])\n",
      "\u001b[0;31mTypeError\u001b[0m: cannot unpack non-iterable NoneType object"
     ]
    }
   ],
   "source": [
    "# import cv2\n",
    "for camera_location in camera_locations:\n",
    "    camera_path = os.path.join(VAL_DIR, camera_location)\n",
    "    channels = os.listdir(camera_path)\n",
    "    for channel in channels:\n",
    "        channel_path = os.path.join(camera_path, channel)\n",
    "        image_path = os.path.join(channel_path, 'dets')\n",
    "        image_file_names = get_image_file_names(image_path)\n",
    "        for image_file_name in image_file_names[10:20]:\n",
    "            check_image_path = os.path.join(image_path, image_file_name)\n",
    "            check_image = cv2.imread(check_image_path)\n",
    "            check_image = cv2.cvtColor(check_image, cv2.COLOR_BGR2RGB)\n",
    "            plt.imshow(check_image)\n",
    "            plt.show()\n",
    "            # bog2seg model\n",
    "            result = inference_detector(model, check_image_path)\n",
    "            img, mask_save  = show_result_pyplot(model, check_image_path, result, score_thr=0.3)\n",
    "            for person_num in range(mask_save.shape[0]):\n",
    "                plt.imshow(mask_save[person_num])\n",
    "                plt.show()\n",
    "            break\n",
    "        break\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torch190-test",
   "language": "python",
   "name": "torch190-test"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.0"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
