ssd.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "V8-yl-s-WKMG"
   },
   "source": [
    "# Object Detection Demo\n",
    "Welcome to the object detection inference walkthrough!  This notebook will walk you step by step through the process of using a pre-trained model to detect objects in an image. Make sure to follow the [installation instructions](https://github.com/tensorflow/models/blob/master/research/object_detection/g3doc/installation.md) before you start."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "kFSqkTCdWKMI"
   },
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "hV4P5gyTWKMI"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.13.1\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import os\n",
    "import six.moves.urllib as urllib\n",
    "import sys\n",
    "import tarfile\n",
    "import tensorflow as tf\n",
    "import zipfile\n",
    "\n",
    "from distutils.version import StrictVersion\n",
    "from collections import defaultdict\n",
    "from io import StringIO\n",
    "from matplotlib import pyplot as plt\n",
    "from PIL import Image\n",
    "import tensorflow.contrib.slim as slim\n",
    "\n",
    "# This is needed since the notebook is stored in the object_detection folder.\n",
    "sys.path.append(\"..\")\n",
    "from object_detection.utils import ops as utils_ops\n",
    "\n",
    "if StrictVersion(tf.__version__) < StrictVersion('1.12.0'):\n",
    "  raise ImportError('Please upgrade your TensorFlow installation to v1.12.*.')\n",
    "print(tf.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Wy72mWwAWKMK"
   },
   "source": [
    "## Env setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "v7m_NY_aWKMK"
   },
   "outputs": [],
   "source": [
    "# This is needed to display the images.\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "r5FNuiRPWKMN"
   },
   "source": [
    "## Object detection imports\n",
    "Here are the imports from the object detection module."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "bm0_uNRnWKMN"
   },
   "outputs": [],
   "source": [
    "from utils import label_map_util\n",
    "\n",
    "from utils import visualization_utils as vis_util"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "cfn_tRFOWKMO"
   },
   "source": [
    "# Model preparation "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "X_sEBLpVWKMQ"
   },
   "source": [
    "## Variables\n",
    "\n",
    "Any model exported using the `export_inference_graph.py` tool can be loaded here simply by changing `PATH_TO_FROZEN_GRAPH` to point to a new .pb file.  \n",
    "\n",
    "By default we use an \"SSD with Mobilenet\" model here. See the [detection model zoo](https://github.com/tensorflow/models/blob/master/research/object_detection/g3doc/detection_model_zoo.md) for a list of other models that can be run out-of-the-box with varying speeds and accuracies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "VyPz_t8WWKMQ"
   },
   "outputs": [],
   "source": [
    "# What model to download.\n",
    "MODEL_NAME = 'ssd_mobilenet_v1_coco_2017_11_17'\n",
    "MODEL_FILE = MODEL_NAME + '.tar.gz'\n",
    "DOWNLOAD_BASE = 'http://download.tensorflow.org/models/object_detection/'\n",
    "\n",
    "# Path to frozen detection graph. This is the actual model that is used for the object detection.\n",
    "PATH_TO_FROZEN_GRAPH = MODEL_NAME + '/frozen_inference_graph.pb'\n",
    "\n",
    "# List of the strings that is used to add correct label for each box.\n",
    "PATH_TO_LABELS = os.path.join('data', 'mscoco_label_map.pbtxt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "7ai8pLZZWKMS"
   },
   "source": [
    "## Download Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "KILYnwR5WKMS"
   },
   "outputs": [],
   "source": [
    "opener = urllib.request.URLopener()\n",
    "opener.retrieve(DOWNLOAD_BASE + MODEL_FILE, MODEL_FILE)\n",
    "tar_file = tarfile.open(MODEL_FILE)\n",
    "for file in tar_file.getmembers():\n",
    "  file_name = os.path.basename(file.name)\n",
    "  if 'frozen_inference_graph.pb' in file_name:\n",
    "    tar_file.extract(file, os.getcwd())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "YBcB9QHLWKMU"
   },
   "source": [
    "## Load a (frozen) Tensorflow model into memory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "KezjCRVvWKMV"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------\n",
      "Variables: name (type shape) [size]\n",
      "---------\n",
      "Total size of variables: 0\n",
      "Total bytes of variables: 0\n"
     ]
    }
   ],
   "source": [
    "detection_graph = tf.Graph()\n",
    "with detection_graph.as_default():\n",
    "  od_graph_def = tf.GraphDef()\n",
    "  with tf.gfile.GFile(PATH_TO_FROZEN_GRAPH, 'rb') as fid:\n",
    "    serialized_graph = fid.read()\n",
    "    od_graph_def.ParseFromString(serialized_graph)\n",
    "    tf.import_graph_def(od_graph_def, name='')\n",
    "    slim.model_analyzer.analyze_vars(tf.trainable_variables(), print_info=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "_1MVVTcLWKMW"
   },
   "source": [
    "## Loading label map\n",
    "Label maps map indices to category names, so that when our convolution network predicts `5`, we know that this corresponds to `airplane`.  Here we use internal utility functions, but anything that returns a dictionary mapping integers to appropriate string labels would be fine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "hDbpHkiWWKMX"
   },
   "outputs": [],
   "source": [
    "category_index = label_map_util.create_category_index_from_labelmap(PATH_TO_LABELS, use_display_name=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "EFsoUHvbWKMZ"
   },
   "source": [
    "## Helper code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "aSlYc3JkWKMa"
   },
   "outputs": [],
   "source": [
    "def load_image_into_numpy_array(image):\n",
    "  (im_width, im_height) = image.size\n",
    "  return np.array(image.getdata()).reshape(\n",
    "      (im_height, im_width, 3)).astype(np.uint8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "H0_1AGhrWKMc"
   },
   "source": [
    "# Detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "jG-zn5ykWKMd"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--Return--\n",
      "> <ipython-input-33-a5ed583583cb>(9)<module>()->None\n",
      "-> pdb.set_trace()\n"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "(Pdb)  TEST_IMAGE_PATHS\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['test_images/images/set00_V006_8.png', 'test_images/images/set00_V002_101.png', 'test_images/images/set00_V009_86.png', 'test_images/images/set00_V001_157.png', 'test_images/images/set00_V012_89.png', 'test_images/images/set00_V013_107.png', 'test_images/images/set00_V012_39.png', 'test_images/images/set00_V009_98.png', 'test_images/images/set00_V014_117.png', 'test_images/images/set00_V004_63.png', 'test_images/images/set00_V005_20.png', 'test_images/images/set00_V013_24.png', 'test_images/images/set00_V004_203.png', 'test_images/images/set00_V013_156.png', 'test_images/images/set00_V005_139.png', 'test_images/images/set00_V011_23.png', 'test_images/images/set00_V010_63.png', 'test_images/images/set00_V010_78.png', 'test_images/images/set00_V011_95.png', 'test_images/images/set00_V000_46.png', 'test_images/images/set00_V007_100.png', 'test_images/images/set00_V012_62.png', 'test_images/images/set00_V007_79.png', 'test_images/images/set00_V008_130.png', 'test_images/images/set00_V008_123.png', 'test_images/images/set00_V008_26.png', 'test_images/images/set00_V006_6.png', 'test_images/images/set00_V014_122.png', 'test_images/images/set00_V004_48.png', 'test_images/images/set00_V004_2.png', 'test_images/images/set00_V001_156.png', 'test_images/images/set00_V004_16.png', 'test_images/images/set00_V009_97.png', 'test_images/images/set00_V014_100.png', 'test_images/images/set00_V005_30.png', 'test_images/images/set00_V008_33.png', 'test_images/images/set00_V007_149.png', 'test_images/images/set00_V010_60.png', 'test_images/images/set00_V004_113.png', 'test_images/images/set00_V003_26.png', 'test_images/images/set00_V000_138.png', 'test_images/images/set00_V009_10.png', 'test_images/images/set00_V005_8.png', 'test_images/images/set00_V006_18.png', 'test_images/images/set00_V010_111.png', 'test_images/images/set00_V007_187.png', 'test_images/images/set00_V004_93.png', 'test_images/images/set00_V011_21.png', 'test_images/images/set00_V001_141.png', 'test_images/images/set00_V003_30.png', 'test_images/images/set00_V004_147.png', 'test_images/images/set00_V000_144.png', 'test_images/images/set00_V010_15.png', 'test_images/images/set00_V009_131.png', 'test_images/images/set00_V005_124.png', 'test_images/images/set00_V008_148.png', 'test_images/images/set00_V002_1.png', 'test_images/images/set00_V010_117.png', 'test_images/images/set00_V014_102.png', 'test_images/images/set00_V000_161.png', 'test_images/images/set00_V001_6.png', 'test_images/images/set00_V011_158.png', 'test_images/images/set00_V013_101.png', 'test_images/images/set00_V014_101.png', 'test_images/images/set00_V010_164.png', 'test_images/images/set00_V013_168.png', 'test_images/images/set00_V006_141.png', 'test_images/images/set00_V009_47.png', 'test_images/images/set00_V005_187.png', 'test_images/images/set00_V004_49.png', 'test_images/images/set00_V009_123.png', 'test_images/images/set00_V005_197.png', 'test_images/images/set00_V009_39.png', 'test_images/images/set00_V001_71.png', 'test_images/images/set00_V007_124.png', 'test_images/images/set00_V010_167.png', 'test_images/images/set00_V007_56.png', 'test_images/images/set00_V012_84.png', 'test_images/images/set00_V014_75.png', 'test_images/images/set00_V013_61.png', 'test_images/images/set00_V012_68.png', 'test_images/images/set00_V000_7.png', 'test_images/images/set00_V014_154.png', 'test_images/images/set00_V005_133.png', 'test_images/images/set00_V002_88.png', 'test_images/images/set00_V000_47.png', 'test_images/images/set00_V014_184.png', 'test_images/images/set00_V000_117.png', 'test_images/images/set00_V000_79.png', 'test_images/images/set00_V012_123.png', 'test_images/images/set00_V003_23.png', 'test_images/images/set00_V002_15.png', 'test_images/images/set00_V004_125.png', 'test_images/images/set00_V000_121.png', 'test_images/images/set00_V005_18.png', 'test_images/images/set00_V008_49.png', 'test_images/images/set00_V005_89.png', 'test_images/images/set00_V013_97.png', 'test_images/images/set00_V013_79.png', 'test_images/images/set00_V004_202.png', 'test_images/images/set00_V009_135.png', 'test_images/images/set00_V000_158.png', 'test_images/images/set00_V005_127.png', 'test_images/images/set00_V006_191.png', 'test_images/images/set00_V004_91.png', 'test_images/images/set00_V010_139.png', 'test_images/images/set00_V008_111.png', 'test_images/images/set00_V014_8.png', 'test_images/images/set00_V006_161.png', 'test_images/images/set00_V008_45.png', 'test_images/images/set00_V014_182.png', 'test_images/images/set00_V000_178.png', 'test_images/images/set00_V001_18.png', 'test_images/images/set00_V009_142.png', 'test_images/images/set00_V013_158.png', 'test_images/images/set00_V000_118.png', 'test_images/images/set00_V006_187.png', 'test_images/images/set00_V004_23.png', 'test_images/images/set00_V014_49.png', 'test_images/images/set00_V008_129.png', 'test_images/images/set00_V002_77.png', 'test_images/images/set00_V013_105.png', 'test_images/images/set00_V002_47.png', 'test_images/images/set00_V007_160.png', 'test_images/images/set00_V006_113.png', 'test_images/images/set00_V013_117.png', 'test_images/images/set00_V007_47.png', 'test_images/images/set00_V012_63.png', 'test_images/images/set00_V010_147.png', 'test_images/images/set00_V006_82.png', 'test_images/images/set00_V007_32.png', 'test_images/images/set00_V013_40.png', 'test_images/images/set00_V006_185.png', 'test_images/images/set00_V011_33.png', 'test_images/images/set00_V009_127.png', 'test_images/images/set00_V010_64.png', 'test_images/images/set00_V014_78.png', 'test_images/images/set00_V011_38.png', 'test_images/images/set00_V004_42.png', 'test_images/images/set00_V005_67.png', 'test_images/images/set00_V007_134.png', 'test_images/images/set00_V005_194.png', 'test_images/images/set00_V006_139.png', 'test_images/images/set00_V010_70.png', 'test_images/images/set00_V013_50.png', 'test_images/images/set00_V008_153.png', 'test_images/images/set00_V010_89.png', 'test_images/images/set00_V010_119.png', 'test_images/images/set00_V010_121.png', 'test_images/images/set00_V012_135.png', 'test_images/images/set00_V007_189.png', 'test_images/images/set00_V004_177.png', 'test_images/images/set00_V014_46.png', 'test_images/images/set00_V000_108.png', 'test_images/images/set00_V004_126.png', 'test_images/images/set00_V004_182.png', 'test_images/images/set00_V008_167.png', 'test_images/images/set00_V010_124.png', 'test_images/images/set00_V011_9.png', 'test_images/images/set00_V009_8.png', 'test_images/images/set00_V011_109.png', 'test_images/images/set00_V000_162.png', 'test_images/images/set00_V007_78.png', 'test_images/images/set00_V008_82.png', 'test_images/images/set00_V014_6.png', 'test_images/images/set00_V009_159.png', 'test_images/images/set00_V008_11.png', 'test_images/images/set00_V013_99.png', 'test_images/images/set00_V010_24.png', 'test_images/images/set00_V000_64.png', 'test_images/images/set00_V000_181.png', 'test_images/images/set00_V000_173.png', 'test_images/images/set00_V013_17.png', 'test_images/images/set00_V014_32.png', 'test_images/images/set00_V010_110.png', 'test_images/images/set00_V001_17.png', 'test_images/images/set00_V001_84.png', 'test_images/images/set00_V013_120.png', 'test_images/images/set00_V013_151.png', 'test_images/images/set00_V001_162.png', 'test_images/images/set00_V000_180.png', 'test_images/images/set00_V011_96.png', 'test_images/images/set00_V011_26.png', 'test_images/images/set00_V002_78.png', 'test_images/images/set00_V002_7.png', 'test_images/images/set00_V012_136.png', 'test_images/images/set00_V001_21.png', 'test_images/images/set00_V013_142.png', 'test_images/images/set00_V011_90.png', 'test_images/images/set00_V001_121.png', 'test_images/images/set00_V009_21.png', 'test_images/images/set00_V012_148.png', 'test_images/images/set00_V014_34.png', 'test_images/images/set00_V001_49.png', 'test_images/images/set00_V006_22.png', 'test_images/images/set00_V010_4.png', 'test_images/images/set00_V004_71.png', 'test_images/images/set00_V005_154.png', 'test_images/images/set00_V005_107.png', 'test_images/images/set00_V010_0.png', 'test_images/images/set00_V001_88.png', 'test_images/images/set00_V011_49.png', 'test_images/images/set00_V001_55.png', 'test_images/images/set00_V000_149.png', 'test_images/images/set00_V008_104.png', 'test_images/images/set00_V004_35.png', 'test_images/images/set00_V014_68.png', 'test_images/images/set00_V009_19.png', 'test_images/images/set00_V005_144.png', 'test_images/images/set00_V011_42.png', 'test_images/images/set00_V012_0.png', 'test_images/images/set00_V000_75.png', 'test_images/images/set00_V006_110.png', 'test_images/images/set00_V007_34.png', 'test_images/images/set00_V013_52.png', 'test_images/images/set00_V004_37.png', 'test_images/images/set00_V007_73.png', 'test_images/images/set00_V004_109.png', 'test_images/images/set00_V011_47.png', 'test_images/images/set00_V013_164.png', 'test_images/images/set00_V009_107.png', 'test_images/images/set00_V012_49.png', 'test_images/images/set00_V013_138.png', 'test_images/images/set00_V014_69.png', 'test_images/images/set00_V006_176.png', 'test_images/images/set00_V008_107.png', 'test_images/images/set00_V010_155.png', 'test_images/images/set00_V004_18.png', 'test_images/images/set00_V005_131.png', 'test_images/images/set00_V010_88.png', 'test_images/images/set00_V006_190.png', 'test_images/images/set00_V002_80.png', 'test_images/images/set00_V005_180.png', 'test_images/images/set00_V014_138.png', 'test_images/images/set00_V000_112.png', 'test_images/images/set00_V005_13.png', 'test_images/images/set00_V005_191.png', 'test_images/images/set00_V001_100.png', 'test_images/images/set00_V005_212.png', 'test_images/images/set00_V005_92.png', 'test_images/images/set00_V007_156.png', 'test_images/images/set00_V008_70.png', 'test_images/images/set00_V002_68.png', 'test_images/images/set00_V008_81.png', 'test_images/images/set00_V005_45.png', 'test_images/images/set00_V009_119.png', 'test_images/images/set00_V005_25.png', 'test_images/images/set00_V001_95.png', 'test_images/images/set00_V013_161.png', 'test_images/images/set00_V007_150.png', 'test_images/images/set00_V011_73.png', 'test_images/images/set00_V010_69.png', 'test_images/images/set00_V010_54.png', 'test_images/images/set00_V012_118.png', 'test_images/images/set00_V014_125.png', 'test_images/images/set00_V007_164.png', 'test_images/images/set00_V005_75.png', 'test_images/images/set00_V007_81.png', 'test_images/images/set00_V012_86.png', 'test_images/images/set00_V002_62.png', 'test_images/images/set00_V004_119.png', 'test_images/images/set00_V002_82.png', 'test_images/images/set00_V007_142.png', 'test_images/images/set00_V009_170.png', 'test_images/images/set00_V001_118.png', 'test_images/images/set00_V004_144.png', 'test_images/images/set00_V004_139.png', 'test_images/images/set00_V004_39.png', 'test_images/images/set00_V011_11.png', 'test_images/images/set00_V004_10.png', 'test_images/images/set00_V008_112.png', 'test_images/images/set00_V007_77.png', 'test_images/images/set00_V001_2.png', 'test_images/images/set00_V001_176.png', 'test_images/images/set00_V012_30.png', 'test_images/images/set00_V009_55.png', 'test_images/images/set00_V006_121.png', 'test_images/images/set00_V011_35.png', 'test_images/images/set00_V011_70.png', 'test_images/images/set00_V006_12.png', 'test_images/images/set00_V012_43.png', 'test_images/images/set00_V006_163.png', 'test_images/images/set00_V011_46.png', 'test_images/images/set00_V009_156.png', 'test_images/images/set00_V004_69.png', 'test_images/images/set00_V009_102.png', 'test_images/images/set00_V002_49.png', 'test_images/images/set00_V000_23.png', 'test_images/images/set00_V004_151.png', 'test_images/images/set00_V011_143.png', 'test_images/images/set00_V008_21.png', 'test_images/images/set00_V001_58.png', 'test_images/images/set00_V004_198.png', 'test_images/images/set00_V008_63.png', 'test_images/images/set00_V010_22.png', 'test_images/images/set00_V010_66.png', 'test_images/images/set00_V013_83.png', 'test_images/images/set00_V008_147.png', 'test_images/images/set00_V008_0.png', 'test_images/images/set00_V004_172.png', 'test_images/images/set00_V010_65.png', 'test_images/images/set00_V009_38.png', 'test_images/images/set00_V004_26.png', 'test_images/images/set00_V001_107.png', 'test_images/images/set00_V002_111.png', 'test_images/images/set00_V007_97.png', 'test_images/images/set00_V001_40.png', 'test_images/images/set00_V010_108.png', 'test_images/images/set00_V005_195.png', 'test_images/images/set00_V007_38.png', 'test_images/images/set00_V014_148.png', 'test_images/images/set00_V007_144.png', 'test_images/images/set00_V012_97.png', 'test_images/images/set00_V005_0.png', 'test_images/images/set00_V007_30.png', 'test_images/images/set00_V009_73.png', 'test_images/images/set00_V008_41.png', 'test_images/images/set00_V000_105.png', 'test_images/images/set00_V000_31.png', 'test_images/images/set00_V005_5.png', 'test_images/images/set00_V002_25.png', 'test_images/images/set00_V012_132.png', 'test_images/images/set00_V013_140.png', 'test_images/images/set00_V005_17.png', 'test_images/images/set00_V008_113.png', 'test_images/images/set00_V002_96.png', 'test_images/images/set00_V014_94.png', 'test_images/images/set00_V005_200.png', 'test_images/images/set00_V007_133.png', 'test_images/images/set00_V012_61.png', 'test_images/images/set00_V003_13.png', 'test_images/images/set00_V004_55.png', 'test_images/images/set00_V013_64.png', 'test_images/images/set00_V006_38.png', 'test_images/images/set00_V006_3.png', 'test_images/images/set00_V011_129.png', 'test_images/images/set00_V004_27.png', 'test_images/images/set00_V002_117.png', 'test_images/images/set00_V006_83.png', 'test_images/images/set00_V012_6.png', 'test_images/images/set00_V007_117.png', 'test_images/images/set00_V012_27.png', 'test_images/images/set00_V006_116.png', 'test_images/images/set00_V012_4.png', 'test_images/images/set00_V009_23.png', 'test_images/images/set00_V008_67.png', 'test_images/images/set00_V008_91.png', 'test_images/images/set00_V009_150.png', 'test_images/images/set00_V001_154.png', 'test_images/images/set00_V011_130.png', 'test_images/images/set00_V012_99.png', 'test_images/images/set00_V006_167.png', 'test_images/images/set00_V014_67.png', 'test_images/images/set00_V003_33.png', 'test_images/images/set00_V001_113.png', 'test_images/images/set00_V005_94.png', 'test_images/images/set00_V006_111.png', 'test_images/images/set00_V004_100.png', 'test_images/images/set00_V005_201.png', 'test_images/images/set00_V011_142.png', 'test_images/images/set00_V007_136.png', 'test_images/images/set00_V001_172.png', 'test_images/images/set00_V002_131.png', 'test_images/images/set00_V012_14.png', 'test_images/images/set00_V011_133.png', 'test_images/images/set00_V014_183.png', 'test_images/images/set00_V004_209.png', 'test_images/images/set00_V007_102.png', 'test_images/images/set00_V014_10.png', 'test_images/images/set00_V000_91.png', 'test_images/images/set00_V009_60.png', 'test_images/images/set00_V014_62.png', 'test_images/images/set00_V011_85.png', 'test_images/images/set00_V012_103.png', 'test_images/images/set00_V014_26.png', 'test_images/images/set00_V001_13.png', 'test_images/images/set00_V003_53.png', 'test_images/images/set00_V004_116.png', 'test_images/images/set00_V013_2.png', 'test_images/images/set00_V006_62.png', 'test_images/images/set00_V012_100.png', 'test_images/images/set00_V002_129.png', 'test_images/images/set00_V004_83.png', 'test_images/images/set00_V013_123.png', 'test_images/images/set00_V013_12.png', 'test_images/images/set00_V000_174.png', 'test_images/images/set00_V010_129.png', 'test_images/images/set00_V006_29.png', 'test_images/images/set00_V013_57.png', 'test_images/images/set00_V010_41.png', 'test_images/images/set00_V012_70.png', 'test_images/images/set00_V000_130.png', 'test_images/images/set00_V006_13.png', 'test_images/images/set00_V012_55.png', 'test_images/images/set00_V003_18.png', 'test_images/images/set00_V009_137.png', 'test_images/images/set00_V005_185.png', 'test_images/images/set00_V014_139.png', 'test_images/images/set00_V014_54.png', 'test_images/images/set00_V004_142.png', 'test_images/images/set00_V011_22.png', 'test_images/images/set00_V005_123.png', 'test_images/images/set00_V014_18.png', 'test_images/images/set00_V003_14.png', 'test_images/images/set00_V010_94.png', 'test_images/images/set00_V009_89.png', 'test_images/images/set00_V009_3.png', 'test_images/images/set00_V004_4.png', 'test_images/images/set00_V009_42.png', 'test_images/images/set00_V009_87.png', 'test_images/images/set00_V010_21.png', 'test_images/images/set00_V005_82.png', 'test_images/images/set00_V006_42.png', 'test_images/images/set00_V011_110.png', 'test_images/images/set00_V005_84.png', 'test_images/images/set00_V012_151.png', 'test_images/images/set00_V002_16.png', 'test_images/images/set00_V003_49.png', 'test_images/images/set00_V005_106.png', 'test_images/images/set00_V010_83.png', 'test_images/images/set00_V010_48.png', 'test_images/images/set00_V000_37.png', 'test_images/images/set00_V006_68.png', 'test_images/images/set00_V003_48.png', 'test_images/images/set00_V012_109.png', 'test_images/images/set00_V013_5.png', 'test_images/images/set00_V011_75.png', 'test_images/images/set00_V013_129.png', 'test_images/images/set00_V005_205.png', 'test_images/images/set00_V014_137.png', 'test_images/images/set00_V004_104.png', 'test_images/images/set00_V007_86.png', 'test_images/images/set00_V001_33.png', 'test_images/images/set00_V005_80.png', 'test_images/images/set00_V000_27.png', 'test_images/images/set00_V007_114.png', 'test_images/images/set00_V000_22.png', 'test_images/images/set00_V004_60.png', 'test_images/images/set00_V010_73.png', 'test_images/images/set00_V008_75.png', 'test_images/images/set00_V005_64.png', 'test_images/images/set00_V012_155.png', 'test_images/images/set00_V009_41.png', 'test_images/images/set00_V010_156.png', 'test_images/images/set00_V011_147.png', 'test_images/images/set00_V002_33.png', 'test_images/images/set00_V011_94.png', 'test_images/images/set00_V007_68.png', 'test_images/images/set00_V000_94.png', 'test_images/images/set00_V005_24.png', 'test_images/images/set00_V002_36.png', 'test_images/images/set00_V001_127.png', 'test_images/images/set00_V000_21.png', 'test_images/images/set00_V013_106.png', 'test_images/images/set00_V004_160.png', 'test_images/images/set00_V007_170.png', 'test_images/images/set00_V012_140.png', 'test_images/images/set00_V000_84.png', 'test_images/images/set00_V001_130.png', 'test_images/images/set00_V002_8.png', 'test_images/images/set00_V012_69.png', 'test_images/images/set00_V004_196.png', 'test_images/images/set00_V012_42.png', 'test_images/images/set00_V003_4.png', 'test_images/images/set00_V006_9.png', 'test_images/images/set00_V014_106.png', 'test_images/images/set00_V001_135.png', 'test_images/images/set00_V004_31.png', 'test_images/images/set00_V007_92.png', 'test_images/images/set00_V000_168.png', 'test_images/images/set00_V001_25.png', 'test_images/images/set00_V007_96.png', 'test_images/images/set00_V001_151.png', 'test_images/images/set00_V005_36.png', 'test_images/images/set00_V014_2.png', 'test_images/images/set00_V000_154.png', 'test_images/images/set00_V013_35.png', 'test_images/images/set00_V001_137.png', 'test_images/images/set00_V001_92.png', 'test_images/images/set00_V005_6.png', 'test_images/images/set00_V009_83.png', 'test_images/images/set00_V009_96.png', 'test_images/images/set00_V014_115.png', 'test_images/images/set00_V000_153.png', 'test_images/images/set00_V000_38.png', 'test_images/images/set00_V009_62.png', 'test_images/images/set00_V006_144.png', 'test_images/images/set00_V005_166.png', 'test_images/images/set00_V000_123.png', 'test_images/images/set00_V013_94.png', 'test_images/images/set00_V005_88.png', 'test_images/images/set00_V002_91.png', 'test_images/images/set00_V014_142.png', 'test_images/images/set00_V008_138.png', 'test_images/images/set00_V001_146.png', 'test_images/images/set00_V006_128.png', 'test_images/images/set00_V001_26.png', 'test_images/images/set00_V010_72.png', 'test_images/images/set00_V008_22.png', 'test_images/images/set00_V005_96.png', 'test_images/images/set00_V014_186.png', 'test_images/images/set00_V006_2.png', 'test_images/images/set00_V006_120.png', 'test_images/images/set00_V008_170.png', 'test_images/images/set00_V013_87.png', 'test_images/images/set00_V007_182.png', 'test_images/images/set00_V009_16.png', 'test_images/images/set00_V006_75.png', 'test_images/images/set00_V009_105.png', 'test_images/images/set00_V008_162.png', 'test_images/images/set00_V005_63.png', 'test_images/images/set00_V005_173.png', 'test_images/images/set00_V001_161.png', 'test_images/images/set00_V008_88.png', 'test_images/images/set00_V011_72.png', 'test_images/images/set00_V012_90.png', 'test_images/images/set00_V007_158.png', 'test_images/images/set00_V010_87.png', 'test_images/images/set00_V009_93.png', 'test_images/images/set00_V002_89.png', 'test_images/images/set00_V012_64.png', 'test_images/images/set00_V000_16.png', 'test_images/images/set00_V006_162.png', 'test_images/images/set00_V005_210.png', 'test_images/images/set00_V009_17.png', 'test_images/images/set00_V001_54.png', 'test_images/images/set00_V004_59.png', 'test_images/images/set00_V001_56.png', 'test_images/images/set00_V007_192.png', 'test_images/images/set00_V002_65.png', 'test_images/images/set00_V002_94.png', 'test_images/images/set00_V005_38.png', 'test_images/images/set00_V003_11.png', 'test_images/images/set00_V008_109.png', 'test_images/images/set00_V001_109.png', 'test_images/images/set00_V013_148.png', 'test_images/images/set00_V000_83.png', 'test_images/images/set00_V013_21.png', 'test_images/images/set00_V014_76.png', 'test_images/images/set00_V001_174.png', 'test_images/images/set00_V011_61.png', 'test_images/images/set00_V005_126.png', 'test_images/images/set00_V008_136.png', 'test_images/images/set00_V007_185.png', 'test_images/images/set00_V009_11.png', 'test_images/images/set00_V006_65.png', 'test_images/images/set00_V000_172.png', 'test_images/images/set00_V000_52.png', 'test_images/images/set00_V002_50.png', 'test_images/images/set00_V001_133.png', 'test_images/images/set00_V007_178.png', 'test_images/images/set00_V013_45.png', 'test_images/images/set00_V009_53.png', 'test_images/images/set00_V005_203.png', 'test_images/images/set00_V008_74.png', 'test_images/images/set00_V008_7.png', 'test_images/images/set00_V006_39.png', 'test_images/images/set00_V001_159.png', 'test_images/images/set00_V009_136.png', 'test_images/images/set00_V009_45.png', 'test_images/images/set00_V005_110.png', 'test_images/images/set00_V004_54.png', 'test_images/images/set00_V010_158.png', 'test_images/images/set00_V003_35.png', 'test_images/images/set00_V003_7.png', 'test_images/images/set00_V007_95.png', 'test_images/images/set00_V004_207.png', 'test_images/images/set00_V011_83.png', 'test_images/images/set00_V014_88.png', 'test_images/images/set00_V000_142.png', 'test_images/images/set00_V001_97.png', 'test_images/images/set00_V014_72.png', 'test_images/images/set00_V011_107.png', 'test_images/images/set00_V009_85.png', 'test_images/images/set00_V012_110.png', 'test_images/images/set00_V006_149.png', 'test_images/images/set00_V001_66.png', 'test_images/images/set00_V007_188.png', 'test_images/images/set00_V000_12.png', 'test_images/images/set00_V010_61.png', 'test_images/images/set00_V006_43.png', 'test_images/images/set00_V009_6.png', 'test_images/images/set00_V014_33.png', 'test_images/images/set00_V005_186.png', 'test_images/images/set00_V009_14.png', 'test_images/images/set00_V001_116.png', 'test_images/images/set00_V011_113.png', 'test_images/images/set00_V004_0.png', 'test_images/images/set00_V010_161.png', 'test_images/images/set00_V010_169.png', 'test_images/images/set00_V011_65.png', 'test_images/images/set00_V006_131.png', 'test_images/images/set00_V002_128.png', 'test_images/images/set00_V001_119.png', 'test_images/images/set00_V005_11.png', 'test_images/images/set00_V009_67.png', 'test_images/images/set00_V011_124.png', 'test_images/images/set00_V006_170.png', 'test_images/images/set00_V013_48.png', 'test_images/images/set00_V013_73.png', 'test_images/images/set00_V005_2.png', 'test_images/images/set00_V006_0.png', 'test_images/images/set00_V010_55.png', 'test_images/images/set00_V005_155.png', 'test_images/images/set00_V014_53.png', 'test_images/images/set00_V001_171.png', 'test_images/images/set00_V008_143.png', 'test_images/images/set00_V009_31.png', 'test_images/images/set00_V007_105.png', 'test_images/images/set00_V005_142.png', 'test_images/images/set00_V006_93.png', 'test_images/images/set00_V003_55.png', 'test_images/images/set00_V011_43.png', 'test_images/images/set00_V013_108.png', 'test_images/images/set00_V006_47.png', 'test_images/images/set00_V013_85.png', 'test_images/images/set00_V007_12.png', 'test_images/images/set00_V008_66.png', 'test_images/images/set00_V007_85.png', 'test_images/images/set00_V010_30.png', 'test_images/images/set00_V010_34.png', 'test_images/images/set00_V007_175.png', 'test_images/images/set00_V002_5.png', 'test_images/images/set00_V008_51.png', 'test_images/images/set00_V002_127.png', 'test_images/images/set00_V006_59.png', 'test_images/images/set00_V008_157.png', 'test_images/images/set00_V014_59.png', 'test_images/images/set00_V004_47.png', 'test_images/images/set00_V005_23.png', 'test_images/images/set00_V011_19.png', 'test_images/images/set00_V004_131.png', 'test_images/images/set00_V004_38.png', 'test_images/images/set00_V006_133.png', 'test_images/images/set00_V004_33.png', 'test_images/images/set00_V001_23.png', 'test_images/images/set00_V010_153.png', 'test_images/images/set00_V013_102.png', 'test_images/images/set00_V005_103.png', 'test_images/images/set00_V004_134.png', 'test_images/images/set00_V009_120.png', 'test_images/images/set00_V008_92.png', 'test_images/images/set00_V013_28.png', 'test_images/images/set00_V012_33.png', 'test_images/images/set00_V012_159.png', 'test_images/images/set00_V005_98.png', 'test_images/images/set00_V000_68.png', 'test_images/images/set00_V013_43.png', 'test_images/images/set00_V001_149.png', 'test_images/images/set00_V014_30.png', 'test_images/images/set00_V001_129.png', 'test_images/images/set00_V007_40.png', 'test_images/images/set00_V013_16.png', 'test_images/images/set00_V013_109.png', 'test_images/images/set00_V000_92.png', 'test_images/images/set00_V011_114.png', 'test_images/images/set00_V001_62.png', 'test_images/images/set00_V004_3.png', 'test_images/images/set00_V013_69.png', 'test_images/images/set00_V013_103.png', 'test_images/images/set00_V001_106.png', 'test_images/images/set00_V013_88.png', 'test_images/images/set00_V004_57.png', 'test_images/images/set00_V000_111.png', 'test_images/images/set00_V011_7.png', 'test_images/images/set00_V012_131.png', 'test_images/images/set00_V013_92.png', 'test_images/images/set00_V001_125.png', 'test_images/images/set00_V006_103.png', 'test_images/images/set00_V014_15.png', 'test_images/images/set00_V013_131.png', 'test_images/images/set00_V010_118.png', 'test_images/images/set00_V001_72.png', 'test_images/images/set00_V011_99.png', 'test_images/images/set00_V012_29.png', 'test_images/images/set00_V014_155.png', 'test_images/images/set00_V006_45.png', 'test_images/images/set00_V006_95.png', 'test_images/images/set00_V006_127.png', 'test_images/images/set00_V009_91.png', 'test_images/images/set00_V007_146.png', 'test_images/images/set00_V009_103.png', 'test_images/images/set00_V009_169.png', 'test_images/images/set00_V007_176.png', 'test_images/images/set00_V008_152.png', 'test_images/images/set00_V003_31.png', 'test_images/images/set00_V007_179.png', 'test_images/images/set00_V013_70.png', 'test_images/images/set00_V014_31.png', 'test_images/images/set00_V004_143.png', 'test_images/images/set00_V010_46.png', 'test_images/images/set00_V005_164.png', 'test_images/images/set00_V009_124.png', 'test_images/images/set00_V011_137.png', 'test_images/images/set00_V012_129.png', 'test_images/images/set00_V013_166.png', 'test_images/images/set00_V012_112.png', 'test_images/images/set00_V005_135.png', 'test_images/images/set00_V013_7.png', 'test_images/images/set00_V011_59.png', 'test_images/images/set00_V009_20.png', 'test_images/images/set00_V009_134.png', 'test_images/images/set00_V007_76.png', 'test_images/images/set00_V014_47.png', 'test_images/images/set00_V006_25.png', 'test_images/images/set00_V011_58.png', 'test_images/images/set00_V001_39.png', 'test_images/images/set00_V002_30.png', 'test_images/images/set00_V010_165.png', 'test_images/images/set00_V007_123.png', 'test_images/images/set00_V000_65.png', 'test_images/images/set00_V000_109.png', 'test_images/images/set00_V009_161.png', 'test_images/images/set00_V012_45.png', 'test_images/images/set00_V010_95.png', 'test_images/images/set00_V008_78.png', 'test_images/images/set00_V008_25.png', 'test_images/images/set00_V004_176.png', 'test_images/images/set00_V010_13.png', 'test_images/images/set00_V009_52.png', 'test_images/images/set00_V003_28.png', 'test_images/images/set00_V001_180.png', 'test_images/images/set00_V013_144.png', 'test_images/images/set00_V012_22.png', 'test_images/images/set00_V008_23.png', 'test_images/images/set00_V007_7.png', 'test_images/images/set00_V002_81.png', 'test_images/images/set00_V000_26.png', 'test_images/images/set00_V010_90.png', 'test_images/images/set00_V004_130.png', 'test_images/images/set00_V007_174.png', 'test_images/images/set00_V014_51.png', 'test_images/images/set00_V014_108.png', 'test_images/images/set00_V000_39.png', 'test_images/images/set00_V004_105.png', 'test_images/images/set00_V011_30.png', 'test_images/images/set00_V011_51.png', 'test_images/images/set00_V008_119.png', 'test_images/images/set00_V002_86.png', 'test_images/images/set00_V010_5.png', 'test_images/images/set00_V004_193.png', 'test_images/images/set00_V012_13.png', 'test_images/images/set00_V004_120.png', 'test_images/images/set00_V000_97.png', 'test_images/images/set00_V001_81.png', 'test_images/images/set00_V009_63.png', 'test_images/images/set00_V004_159.png', 'test_images/images/set00_V002_71.png', 'test_images/images/set00_V009_155.png', 'test_images/images/set00_V006_94.png', 'test_images/images/set00_V011_67.png', 'test_images/images/set00_V014_96.png', 'test_images/images/set00_V010_29.png', 'test_images/images/set00_V007_154.png', 'test_images/images/set00_V006_154.png', 'test_images/images/set00_V001_35.png', 'test_images/images/set00_V007_153.png', 'test_images/images/set00_V002_52.png', 'test_images/images/set00_V013_26.png', 'test_images/images/set00_V009_118.png', 'test_images/images/set00_V001_41.png', 'test_images/images/set00_V004_184.png', 'test_images/images/set00_V004_187.png', 'test_images/images/set00_V007_181.png', 'test_images/images/set00_V014_79.png', 'test_images/images/set00_V006_87.png', 'test_images/images/set00_V014_9.png', 'test_images/images/set00_V013_46.png', 'test_images/images/set00_V009_168.png', 'test_images/images/set00_V007_41.png', 'test_images/images/set00_V007_29.png', 'test_images/images/set00_V005_182.png', 'test_images/images/set00_V008_60.png', 'test_images/images/set00_V012_106.png', 'test_images/images/set00_V008_56.png', 'test_images/images/set00_V012_82.png', 'test_images/images/set00_V012_154.png', 'test_images/images/set00_V014_157.png', 'test_images/images/set00_V014_177.png', 'test_images/images/set00_V008_34.png', 'test_images/images/set00_V004_197.png', 'test_images/images/set00_V010_91.png', 'test_images/images/set00_V007_14.png', 'test_images/images/set00_V004_12.png', 'test_images/images/set00_V006_80.png', 'test_images/images/set00_V007_121.png', 'test_images/images/set00_V012_160.png', 'test_images/images/set00_V005_169.png', 'test_images/images/set00_V004_133.png', 'test_images/images/set00_V014_11.png', 'test_images/images/set00_V002_4.png', 'test_images/images/set00_V010_31.png', 'test_images/images/set00_V008_38.png', 'test_images/images/set00_V003_52.png', 'test_images/images/set00_V008_124.png', 'test_images/images/set00_V013_147.png', 'test_images/images/set00_V003_21.png', 'test_images/images/set00_V007_107.png', 'test_images/images/set00_V010_43.png', 'test_images/images/set00_V011_36.png', 'test_images/images/set00_V010_28.png', 'test_images/images/set00_V014_57.png', 'test_images/images/set00_V014_172.png', 'test_images/images/set00_V007_83.png', 'test_images/images/set00_V000_177.png', 'test_images/images/set00_V005_113.png', 'test_images/images/set00_V011_148.png', 'test_images/images/set00_V002_10.png', 'test_images/images/set00_V006_151.png', 'test_images/images/set00_V006_70.png', 'test_images/images/set00_V008_14.png', 'test_images/images/set00_V011_91.png', 'test_images/images/set00_V007_48.png', 'test_images/images/set00_V001_148.png', 'test_images/images/set00_V009_130.png', 'test_images/images/set00_V013_80.png', 'test_images/images/set00_V009_40.png', 'test_images/images/set00_V005_112.png', 'test_images/images/set00_V004_167.png', 'test_images/images/set00_V009_32.png', 'test_images/images/set00_V012_2.png', 'test_images/images/set00_V012_168.png', 'test_images/images/set00_V006_91.png', 'test_images/images/set00_V004_127.png', 'test_images/images/set00_V005_172.png', 'test_images/images/set00_V013_93.png', 'test_images/images/set00_V010_101.png', 'test_images/images/set00_V014_44.png', 'test_images/images/set00_V011_112.png', 'test_images/images/set00_V010_18.png', 'test_images/images/set00_V009_88.png', 'test_images/images/set00_V001_47.png', 'test_images/images/set00_V013_55.png', 'test_images/images/set00_V012_77.png', 'test_images/images/set00_V011_78.png', 'test_images/images/set00_V006_186.png', 'test_images/images/set00_V014_160.png', 'test_images/images/set00_V002_116.png', 'test_images/images/set00_V010_134.png', 'test_images/images/set00_V014_152.png', 'test_images/images/set00_V007_106.png', 'test_images/images/set00_V005_76.png', 'test_images/images/set00_V013_153.png', 'test_images/images/set00_V004_171.png', 'test_images/images/set00_V006_77.png', 'test_images/images/set00_V004_86.png', 'test_images/images/set00_V011_18.png', 'test_images/images/set00_V004_81.png', 'test_images/images/set00_V006_157.png', 'test_images/images/set00_V014_74.png', 'test_images/images/set00_V002_103.png', 'test_images/images/set00_V008_164.png', 'test_images/images/set00_V009_167.png', 'test_images/images/set00_V011_5.png', 'test_images/images/set00_V007_161.png', 'test_images/images/set00_V000_157.png', 'test_images/images/set00_V006_155.png', 'test_images/images/set00_V012_169.png', 'test_images/images/set00_V001_104.png', 'test_images/images/set00_V003_10.png', 'test_images/images/set00_V012_144.png', 'test_images/images/set00_V000_73.png', 'test_images/images/set00_V004_168.png', 'test_images/images/set00_V009_147.png', 'test_images/images/set00_V012_53.png', 'test_images/images/set00_V004_73.png', 'test_images/images/set00_V013_58.png', 'test_images/images/set00_V008_150.png', 'test_images/images/set00_V007_162.png', 'test_images/images/set00_V013_137.png', 'test_images/images/set00_V006_152.png', 'test_images/images/set00_V013_71.png', 'test_images/images/set00_V013_65.png', 'test_images/images/set00_V011_3.png', 'test_images/images/set00_V004_79.png', 'test_images/images/set00_V004_5.png', 'test_images/images/set00_V011_55.png', 'test_images/images/set00_V000_167.png', 'test_images/images/set00_V007_120.png', 'test_images/images/set00_V013_18.png', 'test_images/images/set00_V006_16.png', 'test_images/images/set00_V009_80.png', 'test_images/images/set00_V013_6.png', 'test_images/images/set00_V002_113.png', 'test_images/images/set00_V000_133.png', 'test_images/images/set00_V002_41.png', 'test_images/images/set00_V008_135.png', 'test_images/images/set00_V011_149.png', 'test_images/images/set00_V006_147.png', 'test_images/images/set00_V009_5.png', 'test_images/images/set00_V009_27.png', 'test_images/images/set00_V013_22.png', 'test_images/images/set00_V003_19.png', 'test_images/images/set00_V009_48.png', 'test_images/images/set00_V006_72.png', 'test_images/images/set00_V007_113.png', 'test_images/images/set00_V013_139.png', 'test_images/images/set00_V005_202.png', 'test_images/images/set00_V011_121.png', 'test_images/images/set00_V002_17.png', 'test_images/images/set00_V004_56.png', 'test_images/images/set00_V013_133.png', 'test_images/images/set00_V000_102.png', 'test_images/images/set00_V003_34.png', 'test_images/images/set00_V000_93.png', 'test_images/images/set00_V009_44.png', 'test_images/images/set00_V000_183.png', 'test_images/images/set00_V005_108.png', 'test_images/images/set00_V012_153.png', 'test_images/images/set00_V010_123.png', 'test_images/images/set00_V000_126.png', 'test_images/images/set00_V001_27.png', 'test_images/images/set00_V011_74.png', 'test_images/images/set00_V007_43.png', 'test_images/images/set00_V011_4.png', 'test_images/images/set00_V011_14.png', 'test_images/images/set00_V013_122.png', 'test_images/images/set00_V001_20.png', 'test_images/images/set00_V012_79.png', 'test_images/images/set00_V011_156.png', 'test_images/images/set00_V002_66.png', 'test_images/images/set00_V005_175.png', 'test_images/images/set00_V013_4.png', 'test_images/images/set00_V008_47.png', 'test_images/images/set00_V000_70.png', 'test_images/images/set00_V001_120.png', 'test_images/images/set00_V005_65.png', 'test_images/images/set00_V000_9.png', 'test_images/images/set00_V012_81.png', 'test_images/images/set00_V007_94.png', 'test_images/images/set00_V008_105.png', 'test_images/images/set00_V014_36.png', 'test_images/images/set00_V008_146.png', 'test_images/images/set00_V005_158.png', 'test_images/images/set00_V010_151.png', 'test_images/images/set00_V010_120.png', 'test_images/images/set00_V004_208.png', 'test_images/images/set00_V004_94.png', 'test_images/images/set00_V005_116.png', 'test_images/images/set00_V001_0.png', 'test_images/images/set00_V002_43.png', 'test_images/images/set00_V006_126.png', 'test_images/images/set00_V007_87.png', 'test_images/images/set00_V013_39.png', 'test_images/images/set00_V004_138.png', 'test_images/images/set00_V008_144.png', 'test_images/images/set00_V008_132.png', 'test_images/images/set00_V009_146.png', 'test_images/images/set00_V004_146.png', 'test_images/images/set00_V010_100.png', 'test_images/images/set00_V014_93.png', 'test_images/images/set00_V010_146.png', 'test_images/images/set00_V010_163.png', 'test_images/images/set00_V001_169.png', 'test_images/images/set00_V007_143.png', 'test_images/images/set00_V005_16.png', 'test_images/images/set00_V003_50.png', 'test_images/images/set00_V006_143.png', 'test_images/images/set00_V001_134.png', 'test_images/images/set00_V001_4.png', 'test_images/images/set00_V011_151.png', 'test_images/images/set00_V007_18.png', 'test_images/images/set00_V012_125.png', 'test_images/images/set00_V009_15.png', 'test_images/images/set00_V005_61.png', 'test_images/images/set00_V005_62.png', 'test_images/images/set00_V003_40.png', 'test_images/images/set00_V011_16.png', 'test_images/images/set00_V013_14.png', 'test_images/images/set00_V010_11.png', 'test_images/images/set00_V007_177.png', 'test_images/images/set00_V007_163.png', 'test_images/images/set00_V007_10.png', 'test_images/images/set00_V014_97.png', 'test_images/images/set00_V014_70.png', 'test_images/images/set00_V000_41.png', 'test_images/images/set00_V013_60.png', 'test_images/images/set00_V004_186.png', 'test_images/images/set00_V000_179.png', 'test_images/images/set00_V001_59.png', 'test_images/images/set00_V001_60.png', 'test_images/images/set00_V011_97.png', 'test_images/images/set00_V014_178.png', 'test_images/images/set00_V004_97.png', 'test_images/images/set00_V008_43.png', 'test_images/images/set00_V007_46.png', 'test_images/images/set00_V005_120.png', 'test_images/images/set00_V010_19.png', 'test_images/images/set00_V004_34.png', 'test_images/images/set00_V007_71.png', 'test_images/images/set00_V004_25.png', 'test_images/images/set00_V001_61.png', 'test_images/images/set00_V014_98.png', 'test_images/images/set00_V012_121.png', 'test_images/images/set00_V008_114.png', 'test_images/images/set00_V009_78.png', 'test_images/images/set00_V006_24.png', 'test_images/images/set00_V014_167.png', 'test_images/images/set00_V007_151.png', 'test_images/images/set00_V010_166.png', 'test_images/images/set00_V011_127.png', 'test_images/images/set00_V007_110.png', 'test_images/images/set00_V006_1.png', 'test_images/images/set00_V008_145.png', 'test_images/images/set00_V006_21.png', 'test_images/images/set00_V000_115.png', 'test_images/images/set00_V011_103.png', 'test_images/images/set00_V007_141.png', 'test_images/images/set00_V004_117.png', 'test_images/images/set00_V010_9.png', 'test_images/images/set00_V012_92.png', 'test_images/images/set00_V007_171.png', 'test_images/images/set00_V002_64.png', 'test_images/images/set00_V000_57.png', 'test_images/images/set00_V002_22.png', 'test_images/images/set00_V000_25.png', 'test_images/images/set00_V008_24.png', 'test_images/images/set00_V002_119.png', 'test_images/images/set00_V014_165.png', 'test_images/images/set00_V008_18.png', 'test_images/images/set00_V006_74.png', 'test_images/images/set00_V003_15.png', 'test_images/images/set00_V012_38.png', 'test_images/images/set00_V014_25.png', 'test_images/images/set00_V000_127.png', 'test_images/images/set00_V008_13.png', 'test_images/images/set00_V006_138.png', 'test_images/images/set00_V005_99.png', 'test_images/images/set00_V006_41.png', 'test_images/images/set00_V006_178.png', 'test_images/images/set00_V011_52.png', 'test_images/images/set00_V010_106.png', 'test_images/images/set00_V010_10.png', 'test_images/images/set00_V013_76.png', 'test_images/images/set00_V006_97.png', 'test_images/images/set00_V009_114.png', 'test_images/images/set00_V012_85.png', 'test_images/images/set00_V008_64.png', 'test_images/images/set00_V000_11.png', 'test_images/images/set00_V008_61.png', 'test_images/images/set00_V004_102.png', 'test_images/images/set00_V011_120.png', 'test_images/images/set00_V013_90.png', 'test_images/images/set00_V007_80.png', 'test_images/images/set00_V014_45.png', 'test_images/images/set00_V005_19.png', 'test_images/images/set00_V005_101.png', 'test_images/images/set00_V012_23.png', 'test_images/images/set00_V000_61.png', 'test_images/images/set00_V012_9.png', 'test_images/images/set00_V011_106.png', 'test_images/images/set00_V013_152.png', 'test_images/images/set00_V008_151.png', 'test_images/images/set00_V001_101.png', 'test_images/images/set00_V012_8.png', 'test_images/images/set00_V010_38.png', 'test_images/images/set00_V010_33.png', 'test_images/images/set00_V009_92.png', 'test_images/images/set00_V011_134.png', 'test_images/images/set00_V012_67.png', 'test_images/images/set00_V006_90.png', 'test_images/images/set00_V000_81.png', 'test_images/images/set00_V012_98.png', 'test_images/images/set00_V009_33.png', 'test_images/images/set00_V004_30.png', 'test_images/images/set00_V006_168.png', 'test_images/images/set00_V013_23.png', 'test_images/images/set00_V007_52.png', 'test_images/images/set00_V002_48.png', 'test_images/images/set00_V014_121.png', 'test_images/images/set00_V008_80.png', 'test_images/images/set00_V013_155.png', 'test_images/images/set00_V012_156.png', 'test_images/images/set00_V007_139.png', 'test_images/images/set00_V008_116.png', 'test_images/images/set00_V000_42.png', 'test_images/images/set00_V009_106.png', 'test_images/images/set00_V013_20.png', 'test_images/images/set00_V002_126.png', 'test_images/images/set00_V008_76.png', 'test_images/images/set00_V008_131.png', 'test_images/images/set00_V004_21.png', 'test_images/images/set00_V006_92.png', 'test_images/images/set00_V013_112.png', 'test_images/images/set00_V003_8.png', 'test_images/images/set00_V014_114.png', 'test_images/images/set00_V007_27.png', 'test_images/images/set00_V014_83.png', 'test_images/images/set00_V002_83.png', 'test_images/images/set00_V005_78.png', 'test_images/images/set00_V014_60.png', 'test_images/images/set00_V004_88.png', 'test_images/images/set00_V007_64.png', 'test_images/images/set00_V013_136.png', 'test_images/images/set00_V005_119.png', 'test_images/images/set00_V001_165.png', 'test_images/images/set00_V004_173.png', 'test_images/images/set00_V012_128.png', 'test_images/images/set00_V014_146.png', 'test_images/images/set00_V010_36.png', 'test_images/images/set00_V006_30.png', 'test_images/images/set00_V010_148.png', 'test_images/images/set00_V010_17.png', 'test_images/images/set00_V014_150.png', 'test_images/images/set00_V012_46.png', 'test_images/images/set00_V006_55.png', 'test_images/images/set00_V006_15.png', 'test_images/images/set00_V002_92.png', 'test_images/images/set00_V005_188.png', 'test_images/images/set00_V008_89.png', 'test_images/images/set00_V001_74.png', 'test_images/images/set00_V002_27.png', 'test_images/images/set00_V000_98.png', 'test_images/images/set00_V014_162.png', 'test_images/images/set00_V009_140.png', 'test_images/images/set00_V012_158.png', 'test_images/images/set00_V007_104.png', 'test_images/images/set00_V013_91.png', 'test_images/images/set00_V004_206.png', 'test_images/images/set00_V003_54.png', 'test_images/images/set00_V010_86.png', 'test_images/images/set00_V007_148.png', 'test_images/images/set00_V008_84.png', 'test_images/images/set00_V006_146.png', 'test_images/images/set00_V001_183.png', 'test_images/images/set00_V006_134.png', 'test_images/images/set00_V008_149.png', 'test_images/images/set00_V010_58.png', 'test_images/images/set00_V012_87.png', 'test_images/images/set00_V009_66.png', 'test_images/images/set00_V009_163.png', 'test_images/images/set00_V010_47.png', 'test_images/images/set00_V014_105.png', 'test_images/images/set00_V005_204.png', 'test_images/images/set00_V014_56.png', 'test_images/images/set00_V003_37.png', 'test_images/images/set00_V001_19.png', 'test_images/images/set00_V001_112.png', 'test_images/images/set00_V006_123.png', 'test_images/images/set00_V014_149.png', 'test_images/images/set00_V012_127.png', 'test_images/images/set00_V009_71.png', 'test_images/images/set00_V011_20.png', 'test_images/images/set00_V004_76.png', 'test_images/images/set00_V008_85.png', 'test_images/images/set00_V008_154.png', 'test_images/images/set00_V004_101.png', 'test_images/images/set00_V009_157.png', 'test_images/images/set00_V008_79.png', 'test_images/images/set00_V009_138.png', 'test_images/images/set00_V010_132.png', 'test_images/images/set00_V012_163.png', 'test_images/images/set00_V002_12.png', 'test_images/images/set00_V002_40.png', 'test_images/images/set00_V012_104.png', 'test_images/images/set00_V004_20.png', 'test_images/images/set00_V001_175.png', 'test_images/images/set00_V006_172.png', 'test_images/images/set00_V004_87.png', 'test_images/images/set00_V013_149.png', 'test_images/images/set00_V012_162.png', 'test_images/images/set00_V001_3.png', 'test_images/images/set00_V001_94.png', 'test_images/images/set00_V000_78.png', 'test_images/images/set00_V010_23.png', 'test_images/images/set00_V005_192.png', 'test_images/images/set00_V009_108.png', 'test_images/images/set00_V004_149.png', 'test_images/images/set00_V004_99.png', 'test_images/images/set00_V000_5.png', 'test_images/images/set00_V012_141.png', 'test_images/images/set00_V000_163.png', 'test_images/images/set00_V005_71.png', 'test_images/images/set00_V001_63.png', 'test_images/images/set00_V009_109.png', 'test_images/images/set00_V008_128.png', 'test_images/images/set00_V005_207.png', 'test_images/images/set00_V010_74.png', 'test_images/images/set00_V010_32.png', 'test_images/images/set00_V007_54.png', 'test_images/images/set00_V007_62.png', 'test_images/images/set00_V014_38.png', 'test_images/images/set00_V006_57.png', 'test_images/images/set00_V005_33.png', 'test_images/images/set00_V003_29.png', 'test_images/images/set00_V008_161.png', 'test_images/images/set00_V010_45.png', 'test_images/images/set00_V013_11.png', 'test_images/images/set00_V007_190.png', 'test_images/images/set00_V006_88.png', 'test_images/images/set00_V002_69.png', 'test_images/images/set00_V009_13.png', 'test_images/images/set00_V007_115.png', 'test_images/images/set00_V010_98.png', 'test_images/images/set00_V009_129.png', 'test_images/images/set00_V002_42.png', 'test_images/images/set00_V005_167.png', 'test_images/images/set00_V005_46.png', 'test_images/images/set00_V004_122.png', 'test_images/images/set00_V004_90.png', 'test_images/images/set00_V005_27.png', 'test_images/images/set00_V000_96.png', 'test_images/images/set00_V006_71.png', 'test_images/images/set00_V014_123.png', 'test_images/images/set00_V006_173.png', 'test_images/images/set00_V005_9.png', 'test_images/images/set00_V002_123.png', 'test_images/images/set00_V013_143.png', 'test_images/images/set00_V014_129.png', 'test_images/images/set00_V001_75.png', 'test_images/images/set00_V009_69.png', 'test_images/images/set00_V004_183.png', 'test_images/images/set00_V008_48.png', 'test_images/images/set00_V014_3.png', 'test_images/images/set00_V009_149.png', 'test_images/images/set00_V006_118.png', 'test_images/images/set00_V010_25.png', 'test_images/images/set00_V006_119.png', 'test_images/images/set00_V014_17.png', 'test_images/images/set00_V002_76.png', 'test_images/images/set00_V005_26.png', 'test_images/images/set00_V012_105.png', 'test_images/images/set00_V000_85.png', 'test_images/images/set00_V008_115.png', 'test_images/images/set00_V010_170.png', 'test_images/images/set00_V000_100.png', 'test_images/images/set00_V000_146.png', 'test_images/images/set00_V007_25.png', 'test_images/images/set00_V009_28.png', 'test_images/images/set00_V005_190.png', 'test_images/images/set00_V007_138.png', 'test_images/images/set00_V001_150.png', 'test_images/images/set00_V005_7.png', 'test_images/images/set00_V014_110.png', 'test_images/images/set00_V000_143.png', 'test_images/images/set00_V013_34.png', 'test_images/images/set00_V000_44.png', 'test_images/images/set00_V010_2.png', 'test_images/images/set00_V006_101.png', 'test_images/images/set00_V012_146.png', 'test_images/images/set00_V005_198.png', 'test_images/images/set00_V000_77.png', 'test_images/images/set00_V004_140.png', 'test_images/images/set00_V007_84.png', 'test_images/images/set00_V014_50.png', 'test_images/images/set00_V007_137.png', 'test_images/images/set00_V010_82.png', 'test_images/images/set00_V003_17.png', 'test_images/images/set00_V004_135.png', 'test_images/images/set00_V004_200.png', 'test_images/images/set00_V013_132.png', 'test_images/images/set00_V014_61.png', 'test_images/images/set00_V005_15.png', 'test_images/images/set00_V012_50.png', 'test_images/images/set00_V014_12.png', 'test_images/images/set00_V008_106.png', 'test_images/images/set00_V014_126.png', 'test_images/images/set00_V002_11.png', 'test_images/images/set00_V008_142.png', 'test_images/images/set00_V011_79.png', 'test_images/images/set00_V011_24.png', 'test_images/images/set00_V002_23.png', 'test_images/images/set00_V000_29.png', 'test_images/images/set00_V004_158.png', 'test_images/images/set00_V004_29.png', 'test_images/images/set00_V000_95.png', 'test_images/images/set00_V008_69.png', 'test_images/images/set00_V001_11.png', 'test_images/images/set00_V000_106.png', 'test_images/images/set00_V008_58.png', 'test_images/images/set00_V012_20.png', 'test_images/images/set00_V007_58.png', 'test_images/images/set00_V011_104.png', 'test_images/images/set00_V005_68.png', 'test_images/images/set00_V006_192.png', 'test_images/images/set00_V011_122.png', 'test_images/images/set00_V005_208.png', 'test_images/images/set00_V012_124.png', 'test_images/images/set00_V009_104.png', 'test_images/images/set00_V013_27.png', 'test_images/images/set00_V010_80.png', 'test_images/images/set00_V005_104.png', 'test_images/images/set00_V008_31.png', 'test_images/images/set00_V003_5.png', 'test_images/images/set00_V009_34.png', 'test_images/images/set00_V009_61.png', 'test_images/images/set00_V012_143.png', 'test_images/images/set00_V000_48.png', 'test_images/images/set00_V005_56.png', 'test_images/images/set00_V012_101.png', 'test_images/images/set00_V004_211.png', 'test_images/images/set00_V007_168.png', 'test_images/images/set00_V007_131.png', 'test_images/images/set00_V013_113.png', 'test_images/images/set00_V013_10.png', 'test_images/images/set00_V009_22.png', 'test_images/images/set00_V000_104.png', 'test_images/images/set00_V008_165.png', 'test_images/images/set00_V008_65.png', 'test_images/images/set00_V010_84.png', 'test_images/images/set00_V010_136.png', 'test_images/images/set00_V006_4.png', 'test_images/images/set00_V013_159.png', 'test_images/images/set00_V013_53.png', 'test_images/images/set00_V012_52.png', 'test_images/images/set00_V007_186.png', 'test_images/images/set00_V001_28.png', 'test_images/images/set00_V009_46.png', 'test_images/images/set00_V007_93.png', 'test_images/images/set00_V010_131.png', 'test_images/images/set00_V011_125.png', 'test_images/images/set00_V004_74.png', 'test_images/images/set00_V014_7.png', 'test_images/images/set00_V005_58.png', 'test_images/images/set00_V004_205.png', 'test_images/images/set00_V011_12.png', 'test_images/images/set00_V008_133.png', 'test_images/images/set00_V004_14.png', 'test_images/images/set00_V000_160.png', 'test_images/images/set00_V014_147.png', 'test_images/images/set00_V000_1.png', 'test_images/images/set00_V012_107.png', 'test_images/images/set00_V001_79.png', 'test_images/images/set00_V011_64.png', 'test_images/images/set00_V010_6.png', 'test_images/images/set00_V011_152.png', 'test_images/images/set00_V005_79.png', 'test_images/images/set00_V006_35.png', 'test_images/images/set00_V014_58.png', 'test_images/images/set00_V008_110.png', 'test_images/images/set00_V000_120.png', 'test_images/images/set00_V002_0.png', 'test_images/images/set00_V000_169.png', 'test_images/images/set00_V003_39.png', 'test_images/images/set00_V005_34.png', 'test_images/images/set00_V009_1.png', 'test_images/images/set00_V010_160.png', 'test_images/images/set00_V010_26.png', 'test_images/images/set00_V011_135.png', 'test_images/images/set00_V000_129.png', 'test_images/images/set00_V004_161.png', 'test_images/images/set00_V001_90.png', 'test_images/images/set00_V014_189.png', 'test_images/images/set00_V009_36.png', 'test_images/images/set00_V014_22.png', 'test_images/images/set00_V001_132.png', 'test_images/images/set00_V010_145.png', 'test_images/images/set00_V011_126.png', 'test_images/images/set00_V011_145.png', 'test_images/images/set00_V000_176.png', 'test_images/images/set00_V013_38.png', 'test_images/images/set00_V014_37.png', 'test_images/images/set00_V013_47.png', 'test_images/images/set00_V013_167.png', 'test_images/images/set00_V006_50.png', 'test_images/images/set00_V011_118.png', 'test_images/images/set00_V012_94.png', 'test_images/images/set00_V007_112.png', 'test_images/images/set00_V008_73.png', 'test_images/images/set00_V013_13.png', 'test_images/images/set00_V002_85.png', 'test_images/images/set00_V005_171.png', 'test_images/images/set00_V002_104.png', 'test_images/images/set00_V006_145.png', 'test_images/images/set00_V007_49.png', 'test_images/images/set00_V000_113.png', 'test_images/images/set00_V014_131.png', 'test_images/images/set00_V001_5.png', 'test_images/images/set00_V014_187.png', 'test_images/images/set00_V001_9.png', 'test_images/images/set00_V001_31.png', 'test_images/images/set00_V014_82.png', 'test_images/images/set00_V011_17.png', 'test_images/images/set00_V010_159.png', 'test_images/images/set00_V008_16.png', 'test_images/images/set00_V012_36.png', 'test_images/images/set00_V001_138.png', 'test_images/images/set00_V008_120.png', 'test_images/images/set00_V008_77.png', 'test_images/images/set00_V005_70.png', 'test_images/images/set00_V013_33.png', 'test_images/images/set00_V011_77.png', 'test_images/images/set00_V012_18.png', 'test_images/images/set00_V008_125.png', 'test_images/images/set00_V014_168.png', 'test_images/images/set00_V007_15.png', 'test_images/images/set00_V004_137.png', 'test_images/images/set00_V005_157.png', 'test_images/images/set00_V014_86.png', 'test_images/images/set00_V007_90.png', 'test_images/images/set00_V005_209.png', 'test_images/images/set00_V012_138.png', 'test_images/images/set00_V012_152.png', 'test_images/images/set00_V005_47.png', 'test_images/images/set00_V010_50.png', 'test_images/images/set00_V005_168.png', 'test_images/images/set00_V000_59.png', 'test_images/images/set00_V000_67.png', 'test_images/images/set00_V006_136.png', 'test_images/images/set00_V000_103.png', 'test_images/images/set00_V011_111.png', 'test_images/images/set00_V000_135.png', 'test_images/images/set00_V005_176.png', 'test_images/images/set00_V006_20.png', 'test_images/images/set00_V014_1.png', 'test_images/images/set00_V003_44.png', 'test_images/images/set00_V005_160.png', 'test_images/images/set00_V007_33.png', 'test_images/images/set00_V007_39.png', 'test_images/images/set00_V012_34.png', 'test_images/images/set00_V014_107.png', 'test_images/images/set00_V008_166.png', 'test_images/images/set00_V005_66.png', 'test_images/images/set00_V001_83.png', 'test_images/images/set00_V005_211.png', 'test_images/images/set00_V014_90.png', 'test_images/images/set00_V012_96.png', 'test_images/images/set00_V008_94.png', 'test_images/images/set00_V000_53.png', 'test_images/images/set00_V005_41.png', 'test_images/images/set00_V010_99.png', 'test_images/images/set00_V000_28.png', 'test_images/images/set00_V014_174.png', 'test_images/images/set00_V009_162.png', 'test_images/images/set00_V010_168.png', 'test_images/images/set00_V008_86.png', 'test_images/images/set00_V014_16.png', 'test_images/images/set00_V012_165.png', 'test_images/images/set00_V000_134.png', 'test_images/images/set00_V001_131.png', 'test_images/images/set00_V006_105.png', 'test_images/images/set00_V007_16.png', 'test_images/images/set00_V013_56.png', 'test_images/images/set00_V009_121.png', 'test_images/images/set00_V010_12.png', 'test_images/images/set00_V001_29.png', 'test_images/images/set00_V007_111.png', 'test_images/images/set00_V004_189.png', 'test_images/images/set00_V007_157.png', 'test_images/images/set00_V005_136.png', 'test_images/images/set00_V002_31.png', 'test_images/images/set00_V000_80.png', 'test_images/images/set00_V011_1.png', 'test_images/images/set00_V001_98.png', 'test_images/images/set00_V007_98.png', 'test_images/images/set00_V012_57.png', 'test_images/images/set00_V008_3.png', 'test_images/images/set00_V006_89.png', 'test_images/images/set00_V004_40.png', 'test_images/images/set00_V014_85.png', 'test_images/images/set00_V007_45.png', 'test_images/images/set00_V002_105.png', 'test_images/images/set00_V005_102.png', 'test_images/images/set00_V012_54.png', 'test_images/images/set00_V008_39.png', 'test_images/images/set00_V004_89.png', 'test_images/images/set00_V007_129.png', 'test_images/images/set00_V012_59.png', 'test_images/images/set00_V001_8.png', 'test_images/images/set00_V001_173.png', 'test_images/images/set00_V004_181.png', 'test_images/images/set00_V007_20.png', 'test_images/images/set00_V002_120.png', 'test_images/images/set00_V004_61.png', 'test_images/images/set00_V005_156.png', 'test_images/images/set00_V008_2.png', 'test_images/images/set00_V007_51.png', 'test_images/images/set00_V012_7.png', 'test_images/images/set00_V000_20.png', 'test_images/images/set00_V004_154.png', 'test_images/images/set00_V013_104.png', 'test_images/images/set00_V011_0.png', 'test_images/images/set00_V006_175.png', 'test_images/images/set00_V014_134.png', 'test_images/images/set00_V014_163.png', 'test_images/images/set00_V012_166.png', 'test_images/images/set00_V000_131.png', 'test_images/images/set00_V008_28.png', 'test_images/images/set00_V003_20.png', 'test_images/images/set00_V008_101.png', 'test_images/images/set00_V000_90.png', 'test_images/images/set00_V005_193.png', 'test_images/images/set00_V011_66.png', 'test_images/images/set00_V011_98.png', 'test_images/images/set00_V000_34.png', 'test_images/images/set00_V013_116.png', 'test_images/images/set00_V004_148.png', 'test_images/images/set00_V008_27.png', 'test_images/images/set00_V005_143.png', 'test_images/images/set00_V001_136.png', 'test_images/images/set00_V014_109.png', 'test_images/images/set00_V009_166.png', 'test_images/images/set00_V004_75.png', 'test_images/images/set00_V006_98.png', 'test_images/images/set00_V009_154.png', 'test_images/images/set00_V013_150.png', 'test_images/images/set00_V009_133.png', 'test_images/images/set00_V011_76.png', 'test_images/images/set00_V001_50.png', 'test_images/images/set00_V006_164.png', 'test_images/images/set00_V008_8.png', 'test_images/images/set00_V000_125.png', 'test_images/images/set00_V010_150.png', 'test_images/images/set00_V013_44.png', 'test_images/images/set00_V000_114.png', 'test_images/images/set00_V014_65.png', 'test_images/images/set00_V007_28.png', 'test_images/images/set00_V002_95.png', 'test_images/images/set00_V002_39.png', 'test_images/images/set00_V013_36.png', 'test_images/images/set00_V011_39.png', 'test_images/images/set00_V013_77.png', 'test_images/images/set00_V007_57.png', 'test_images/images/set00_V004_92.png', 'test_images/images/set00_V007_3.png', 'test_images/images/set00_V006_150.png', 'test_images/images/set00_V002_18.png', 'test_images/images/set00_V009_70.png', 'test_images/images/set00_V003_51.png', 'test_images/images/set00_V007_23.png', 'test_images/images/set00_V001_82.png', 'test_images/images/set00_V001_80.png', 'test_images/images/set00_V008_103.png', 'test_images/images/set00_V012_26.png', 'test_images/images/set00_V004_107.png', 'test_images/images/set00_V003_41.png', 'test_images/images/set00_V007_127.png', 'test_images/images/set00_V009_110.png', 'test_images/images/set00_V009_30.png', 'test_images/images/set00_V014_14.png', 'test_images/images/set00_V004_82.png', 'test_images/images/set00_V012_19.png', 'test_images/images/set00_V006_132.png', 'test_images/images/set00_V004_166.png', 'test_images/images/set00_V006_112.png', 'test_images/images/set00_V007_122.png', 'test_images/images/set00_V010_96.png', 'test_images/images/set00_V002_35.png', 'test_images/images/set00_V008_12.png', 'test_images/images/set00_V001_86.png', 'test_images/images/set00_V005_100.png', 'test_images/images/set00_V014_119.png', 'test_images/images/set00_V009_59.png', 'test_images/images/set00_V009_2.png', 'test_images/images/set00_V008_6.png', 'test_images/images/set00_V001_52.png', 'test_images/images/set00_V005_81.png', 'test_images/images/set00_V004_95.png', 'test_images/images/set00_V007_4.png', 'test_images/images/set00_V012_133.png', 'test_images/images/set00_V006_7.png', 'test_images/images/set00_V006_73.png', 'test_images/images/set00_V004_58.png', 'test_images/images/set00_V002_121.png', 'test_images/images/set00_V000_15.png', 'test_images/images/set00_V009_160.png', 'test_images/images/set00_V005_90.png', 'test_images/images/set00_V005_130.png', 'test_images/images/set00_V005_52.png', 'test_images/images/set00_V008_169.png', 'test_images/images/set00_V002_63.png', 'test_images/images/set00_V004_132.png', 'test_images/images/set00_V006_109.png', 'test_images/images/set00_V013_145.png', 'test_images/images/set00_V004_11.png', 'test_images/images/set00_V006_153.png', 'test_images/images/set00_V004_13.png', 'test_images/images/set00_V000_74.png', 'test_images/images/set00_V004_106.png', 'test_images/images/set00_V014_111.png', 'test_images/images/set00_V005_3.png', 'test_images/images/set00_V006_100.png', 'test_images/images/set00_V004_51.png', 'test_images/images/set00_V012_56.png', 'test_images/images/set00_V006_117.png', 'test_images/images/set00_V008_57.png', 'test_images/images/set00_V002_9.png', 'test_images/images/set00_V008_83.png', 'test_images/images/set00_V014_179.png', 'test_images/images/set00_V004_115.png', 'test_images/images/set00_V001_128.png', 'test_images/images/set00_V010_130.png', 'test_images/images/set00_V012_51.png', 'test_images/images/set00_V005_149.png', 'test_images/images/set00_V014_63.png', 'test_images/images/set00_V010_40.png', 'test_images/images/set00_V003_47.png', 'test_images/images/set00_V008_139.png', 'test_images/images/set00_V006_51.png', 'test_images/images/set00_V014_66.png', 'test_images/images/set00_V004_52.png', 'test_images/images/set00_V002_90.png', 'test_images/images/set00_V014_158.png', 'test_images/images/set00_V009_7.png', 'test_images/images/set00_V013_75.png', 'test_images/images/set00_V006_27.png', 'test_images/images/set00_V012_31.png', 'test_images/images/set00_V011_37.png', 'test_images/images/set00_V013_49.png', 'test_images/images/set00_V006_33.png', 'test_images/images/set00_V011_69.png', 'test_images/images/set00_V009_139.png', 'test_images/images/set00_V004_175.png', 'test_images/images/set00_V001_76.png', 'test_images/images/set00_V003_56.png', 'test_images/images/set00_V006_60.png', 'test_images/images/set00_V010_116.png', 'test_images/images/set00_V014_48.png', 'test_images/images/set00_V004_194.png', 'test_images/images/set00_V006_14.png', 'test_images/images/set00_V008_53.png', 'test_images/images/set00_V014_95.png', 'test_images/images/set00_V001_117.png', 'test_images/images/set00_V010_154.png', 'test_images/images/set00_V009_82.png', 'test_images/images/set00_V006_40.png', 'test_images/images/set00_V006_10.png', 'test_images/images/set00_V011_132.png', 'test_images/images/set00_V000_166.png', 'test_images/images/set00_V009_35.png', 'test_images/images/set00_V012_12.png', 'test_images/images/set00_V013_100.png', 'test_images/images/set00_V005_184.png', 'test_images/images/set00_V014_116.png', 'test_images/images/set00_V012_17.png', 'test_images/images/set00_V001_44.png', 'test_images/images/set00_V010_71.png', 'test_images/images/set00_V014_0.png', 'test_images/images/set00_V009_77.png', 'test_images/images/set00_V012_115.png', 'test_images/images/set00_V012_137.png', 'test_images/images/set00_V012_88.png', 'test_images/images/set00_V001_158.png', 'test_images/images/set00_V000_124.png', 'test_images/images/set00_V012_44.png', 'test_images/images/set00_V002_75.png', 'test_images/images/set00_V008_5.png', 'test_images/images/set00_V002_21.png', 'test_images/images/set00_V000_86.png', 'test_images/images/set00_V006_84.png', 'test_images/images/set00_V012_119.png', 'test_images/images/set00_V008_95.png', 'test_images/images/set00_V001_30.png', 'test_images/images/set00_V014_71.png', 'test_images/images/set00_V006_106.png', 'test_images/images/set00_V000_171.png', 'test_images/images/set00_V001_43.png', 'test_images/images/set00_V002_100.png', 'test_images/images/set00_V006_130.png', 'test_images/images/set00_V002_99.png', 'test_images/images/set00_V001_67.png', 'test_images/images/set00_V001_114.png', 'test_images/images/set00_V007_35.png', 'test_images/images/set00_V000_58.png', 'test_images/images/set00_V010_76.png', 'test_images/images/set00_V007_22.png', 'test_images/images/set00_V008_159.png', 'test_images/images/set00_V007_11.png', 'test_images/images/set00_V005_22.png', 'test_images/images/set00_V010_16.png', 'test_images/images/set00_V003_32.png', 'test_images/images/set00_V010_128.png', 'test_images/images/set00_V004_103.png', 'test_images/images/set00_V010_135.png', 'test_images/images/set00_V005_51.png', 'test_images/images/set00_V007_167.png', 'test_images/images/set00_V006_54.png', 'test_images/images/set00_V011_154.png', 'test_images/images/set00_V004_121.png', 'test_images/images/set00_V008_108.png', 'test_images/images/set00_V004_118.png', 'test_images/images/set00_V013_110.png', 'test_images/images/set00_V006_181.png', 'test_images/images/set00_V005_183.png', 'test_images/images/set00_V009_65.png', 'test_images/images/set00_V012_142.png', 'test_images/images/set00_V005_148.png', 'test_images/images/set00_V006_165.png', 'test_images/images/set00_V001_77.png', 'test_images/images/set00_V000_136.png', 'test_images/images/set00_V006_169.png', 'test_images/images/set00_V006_49.png', 'test_images/images/set00_V012_139.png', 'test_images/images/set00_V002_38.png', 'test_images/images/set00_V010_112.png', 'test_images/images/set00_V004_190.png', 'test_images/images/set00_V010_107.png', 'test_images/images/set00_V013_19.png', 'test_images/images/set00_V009_79.png', 'test_images/images/set00_V006_129.png', 'test_images/images/set00_V006_115.png', 'test_images/images/set00_V010_39.png', 'test_images/images/set00_V008_9.png', 'test_images/images/set00_V000_148.png', 'test_images/images/set00_V007_101.png', 'test_images/images/set00_V009_29.png', 'test_images/images/set00_V003_36.png', 'test_images/images/set00_V005_54.png', 'test_images/images/set00_V008_90.png', 'test_images/images/set00_V012_145.png', 'test_images/images/set00_V014_28.png', 'test_images/images/set00_V000_116.png', 'test_images/images/set00_V012_78.png', 'test_images/images/set00_V000_40.png', 'test_images/images/set00_V006_32.png', 'test_images/images/set00_V001_140.png', 'test_images/images/set00_V013_119.png', 'test_images/images/set00_V002_97.png', 'test_images/images/set00_V001_10.png', 'test_images/images/set00_V008_168.png', 'test_images/images/set00_V001_164.png', 'test_images/images/set00_V001_123.png', 'test_images/images/set00_V002_122.png', 'test_images/images/set00_V000_140.png', 'test_images/images/set00_V009_54.png', 'test_images/images/set00_V013_78.png', 'test_images/images/set00_V007_166.png', 'test_images/images/set00_V012_149.png', 'test_images/images/set00_V010_137.png', 'test_images/images/set00_V010_42.png', 'test_images/images/set00_V011_34.png', 'test_images/images/set00_V007_65.png', 'test_images/images/set00_V001_38.png', 'test_images/images/set00_V006_64.png', 'test_images/images/set00_V002_74.png', 'test_images/images/set00_V000_175.png', 'test_images/images/set00_V005_60.png', 'test_images/images/set00_V014_144.png', 'test_images/images/set00_V009_58.png', 'test_images/images/set00_V013_29.png', 'test_images/images/set00_V002_72.png', 'test_images/images/set00_V011_82.png', 'test_images/images/set00_V005_28.png', 'test_images/images/set00_V000_63.png', 'test_images/images/set00_V011_116.png', 'test_images/images/set00_V007_118.png', 'test_images/images/set00_V013_84.png', 'test_images/images/set00_V013_154.png', 'test_images/images/set00_V001_179.png', 'test_images/images/set00_V005_177.png', 'test_images/images/set00_V008_121.png', 'test_images/images/set00_V005_39.png', 'test_images/images/set00_V011_45.png', 'test_images/images/set00_V008_44.png', 'test_images/images/set00_V013_41.png', 'test_images/images/set00_V005_146.png', 'test_images/images/set00_V004_32.png', 'test_images/images/set00_V009_153.png', 'test_images/images/set00_V001_96.png', 'test_images/images/set00_V010_104.png', 'test_images/images/set00_V009_111.png', 'test_images/images/set00_V009_115.png', 'test_images/images/set00_V012_164.png', 'test_images/images/set00_V004_124.png', 'test_images/images/set00_V009_24.png', 'test_images/images/set00_V006_5.png', 'test_images/images/set00_V011_144.png', 'test_images/images/set00_V012_75.png', 'test_images/images/set00_V005_151.png', 'test_images/images/set00_V012_48.png', 'test_images/images/set00_V009_99.png', 'test_images/images/set00_V010_85.png', 'test_images/images/set00_V013_89.png', 'test_images/images/set00_V014_153.png', 'test_images/images/set00_V002_32.png', 'test_images/images/set00_V004_8.png', 'test_images/images/set00_V007_155.png', 'test_images/images/set00_V002_109.png', 'test_images/images/set00_V011_139.png', 'test_images/images/set00_V012_41.png', 'test_images/images/set00_V012_73.png', 'test_images/images/set00_V004_179.png', 'test_images/images/set00_V004_178.png', 'test_images/images/set00_V013_54.png', 'test_images/images/set00_V001_110.png', 'test_images/images/set00_V011_93.png', 'test_images/images/set00_V001_152.png', 'test_images/images/set00_V008_30.png', 'test_images/images/set00_V005_159.png', 'test_images/images/set00_V001_99.png', 'test_images/images/set00_V001_168.png', 'test_images/images/set00_V006_76.png', 'test_images/images/set00_V001_111.png', 'test_images/images/set00_V010_105.png', 'test_images/images/set00_V013_125.png', 'test_images/images/set00_V011_138.png', 'test_images/images/set00_V000_150.png', 'test_images/images/set00_V012_10.png', 'test_images/images/set00_V002_46.png', 'test_images/images/set00_V014_176.png', 'test_images/images/set00_V014_136.png', 'test_images/images/set00_V012_65.png', 'test_images/images/set00_V005_134.png', 'test_images/images/set00_V010_35.png', 'test_images/images/set00_V014_81.png', 'test_images/images/set00_V014_84.png', 'test_images/images/set00_V013_162.png', 'test_images/images/set00_V007_130.png', 'test_images/images/set00_V006_44.png', 'test_images/images/set00_V009_141.png', 'test_images/images/set00_V007_135.png', 'test_images/images/set00_V007_53.png', 'test_images/images/set00_V000_88.png', 'test_images/images/set00_V002_130.png', 'test_images/images/set00_V011_150.png', 'test_images/images/set00_V007_159.png', 'test_images/images/set00_V010_140.png', 'test_images/images/set00_V006_104.png', 'test_images/images/set00_V007_99.png', 'test_images/images/set00_V007_172.png', 'test_images/images/set00_V004_199.png', 'test_images/images/set00_V000_14.png', 'test_images/images/set00_V012_80.png', 'test_images/images/set00_V008_50.png', 'test_images/images/set00_V012_24.png', 'test_images/images/set00_V006_85.png', 'test_images/images/set00_V010_79.png', 'test_images/images/set00_V014_118.png', 'test_images/images/set00_V013_111.png', 'test_images/images/set00_V001_14.png', 'test_images/images/set00_V005_14.png', 'test_images/images/set00_V000_182.png', 'test_images/images/set00_V011_101.png', 'test_images/images/set00_V005_118.png', 'test_images/images/set00_V009_64.png', 'test_images/images/set00_V001_37.png', 'test_images/images/set00_V013_146.png', 'test_images/images/set00_V003_1.png', 'test_images/images/set00_V006_36.png', 'test_images/images/set00_V004_212.png', 'test_images/images/set00_V012_113.png', 'test_images/images/set00_V001_103.png', 'test_images/images/set00_V012_122.png', 'test_images/images/set00_V006_174.png', 'test_images/images/set00_V014_124.png', 'test_images/images/set00_V010_138.png', 'test_images/images/set00_V014_13.png', 'test_images/images/set00_V002_73.png', 'test_images/images/set00_V014_133.png', 'test_images/images/set00_V004_19.png', 'test_images/images/set00_V000_36.png', 'test_images/images/set00_V000_35.png', 'test_images/images/set00_V014_169.png', 'test_images/images/set00_V000_50.png', 'test_images/images/set00_V009_165.png', 'test_images/images/set00_V004_44.png', 'test_images/images/set00_V007_63.png', 'test_images/images/set00_V004_141.png', 'test_images/images/set00_V007_132.png', 'test_images/images/set00_V013_118.png', 'test_images/images/set00_V005_73.png', 'test_images/images/set00_V000_184.png', 'test_images/images/set00_V000_60.png', 'test_images/images/set00_V014_164.png', 'test_images/images/set00_V013_31.png', 'test_images/images/set00_V000_69.png', 'test_images/images/set00_V014_103.png', 'test_images/images/set00_V011_56.png', 'test_images/images/set00_V000_165.png', 'test_images/images/set00_V006_135.png', 'test_images/images/set00_V012_25.png', 'test_images/images/set00_V004_180.png', 'test_images/images/set00_V011_88.png', 'test_images/images/set00_V014_140.png', 'test_images/images/set00_V013_121.png', 'test_images/images/set00_V006_86.png', 'test_images/images/set00_V011_102.png', 'test_images/images/set00_V011_6.png', 'test_images/images/set00_V011_100.png', 'test_images/images/set00_V007_82.png', 'test_images/images/set00_V007_6.png', 'test_images/images/set00_V004_41.png', 'test_images/images/set00_V012_83.png', 'test_images/images/set00_V000_56.png', 'test_images/images/set00_V003_9.png', 'test_images/images/set00_V000_159.png', 'test_images/images/set00_V010_103.png', 'test_images/images/set00_V013_51.png', 'test_images/images/set00_V005_91.png', 'test_images/images/set00_V007_31.png', 'test_images/images/set00_V000_19.png', 'test_images/images/set00_V001_153.png', 'test_images/images/set00_V014_80.png', 'test_images/images/set00_V010_109.png', 'test_images/images/set00_V004_204.png', 'test_images/images/set00_V004_163.png', 'test_images/images/set00_V004_17.png', 'test_images/images/set00_V007_17.png', 'test_images/images/set00_V014_185.png', 'test_images/images/set00_V005_206.png', 'test_images/images/set00_V000_71.png', 'test_images/images/set00_V002_124.png', 'test_images/images/set00_V005_72.png', 'test_images/images/set00_V002_67.png', 'test_images/images/set00_V009_132.png', 'test_images/images/set00_V002_2.png', 'test_images/images/set00_V008_29.png', 'test_images/images/set00_V012_21.png', 'test_images/images/set00_V004_195.png', 'test_images/images/set00_V010_3.png', 'test_images/images/set00_V001_64.png', 'test_images/images/set00_V001_22.png', 'test_images/images/set00_V008_96.png', 'test_images/images/set00_V001_145.png', 'test_images/images/set00_V001_69.png', 'test_images/images/set00_V014_170.png', 'test_images/images/set00_V001_178.png', 'test_images/images/set00_V007_191.png', 'test_images/images/set00_V013_66.png', 'test_images/images/set00_V008_54.png', 'test_images/images/set00_V000_164.png', 'test_images/images/set00_V005_163.png', 'test_images/images/set00_V010_152.png', 'test_images/images/set00_V005_31.png', 'test_images/images/set00_V007_42.png', 'test_images/images/set00_V004_84.png', 'test_images/images/set00_V010_92.png', 'test_images/images/set00_V002_14.png', 'test_images/images/set00_V004_191.png', 'test_images/images/set00_V006_19.png', 'test_images/images/set00_V005_150.png', 'test_images/images/set00_V007_145.png', 'test_images/images/set00_V000_49.png', 'test_images/images/set00_V007_72.png', 'test_images/images/set00_V011_8.png', 'test_images/images/set00_V007_183.png', 'test_images/images/set00_V009_94.png', 'test_images/images/set00_V002_3.png', 'test_images/images/set00_V007_89.png', 'test_images/images/set00_V003_0.png', 'test_images/images/set00_V006_52.png', 'test_images/images/set00_V011_32.png', 'test_images/images/set00_V001_142.png', 'test_images/images/set00_V000_4.png', 'test_images/images/set00_V005_1.png', 'test_images/images/set00_V006_108.png', 'test_images/images/set00_V008_68.png', 'test_images/images/set00_V004_153.png', 'test_images/images/set00_V004_174.png', 'test_images/images/set00_V004_64.png', 'test_images/images/set00_V012_116.png', 'test_images/images/set00_V000_128.png', 'test_images/images/set00_V002_57.png', 'test_images/images/set00_V012_72.png', 'test_images/images/set00_V009_76.png', 'test_images/images/set00_V011_29.png', 'test_images/images/set00_V001_7.png', 'test_images/images/set00_V004_50.png', 'test_images/images/set00_V012_111.png', 'test_images/images/set00_V000_156.png', 'test_images/images/set00_V001_182.png', 'test_images/images/set00_V005_109.png', 'test_images/images/set00_V012_35.png', 'test_images/images/set00_V006_37.png', 'test_images/images/set00_V002_29.png', 'test_images/images/set00_V004_162.png', 'test_images/images/set00_V006_125.png', 'test_images/images/set00_V001_24.png', 'test_images/images/set00_V001_115.png', 'test_images/images/set00_V002_28.png', 'test_images/images/set00_V000_10.png', 'test_images/images/set00_V014_89.png', 'test_images/images/set00_V005_77.png', 'test_images/images/set00_V009_125.png', 'test_images/images/set00_V000_51.png', 'test_images/images/set00_V009_117.png', 'test_images/images/set00_V006_114.png', 'test_images/images/set00_V001_51.png', 'test_images/images/set00_V010_53.png', 'test_images/images/set00_V005_165.png', 'test_images/images/set00_V005_178.png', 'test_images/images/set00_V000_99.png', 'test_images/images/set00_V005_4.png', 'test_images/images/set00_V007_69.png', 'test_images/images/set00_V002_24.png', 'test_images/images/set00_V001_89.png', 'test_images/images/set00_V001_144.png', 'test_images/images/set00_V006_81.png', 'test_images/images/set00_V003_12.png', 'test_images/images/set00_V002_37.png', 'test_images/images/set00_V001_34.png', 'test_images/images/set00_V006_17.png', 'test_images/images/set00_V009_143.png', 'test_images/images/set00_V008_118.png', 'test_images/images/set00_V007_91.png', 'test_images/images/set00_V010_68.png', 'test_images/images/set00_V005_132.png', 'test_images/images/set00_V009_9.png', 'test_images/images/set00_V007_126.png', 'test_images/images/set00_V014_92.png', 'test_images/images/set00_V014_181.png', 'test_images/images/set00_V008_15.png', 'test_images/images/set00_V005_40.png', 'test_images/images/set00_V010_93.png', 'test_images/images/set00_V004_169.png', 'test_images/images/set00_V013_74.png', 'test_images/images/set00_V008_140.png', 'test_images/images/set00_V000_43.png', 'test_images/images/set00_V001_36.png', 'test_images/images/set00_V011_123.png', 'test_images/images/set00_V010_162.png', 'test_images/images/set00_V014_99.png', 'test_images/images/set00_V005_21.png', 'test_images/images/set00_V007_2.png', 'test_images/images/set00_V013_15.png', 'test_images/images/set00_V014_4.png', 'test_images/images/set00_V006_63.png', 'test_images/images/set00_V012_102.png', 'test_images/images/set00_V014_64.png', 'test_images/images/set00_V001_181.png', 'test_images/images/set00_V013_82.png', 'test_images/images/set00_V001_108.png', 'test_images/images/set00_V007_88.png', 'test_images/images/set00_V000_132.png', 'test_images/images/set00_V000_8.png', 'test_images/images/set00_V002_112.png', 'test_images/images/set00_V000_13.png', 'test_images/images/set00_V005_128.png', 'test_images/images/set00_V001_102.png', 'test_images/images/set00_V000_89.png', 'test_images/images/set00_V003_43.png', 'test_images/images/set00_V011_63.png', 'test_images/images/set00_V002_84.png', 'test_images/images/set00_V011_92.png', 'test_images/images/set00_V008_17.png', 'test_images/images/set00_V000_141.png', 'test_images/images/set00_V002_51.png', 'test_images/images/set00_V006_31.png', 'test_images/images/set00_V006_34.png', 'test_images/images/set00_V014_40.png', 'test_images/images/set00_V008_46.png', 'test_images/images/set00_V014_73.png', 'test_images/images/set00_V008_42.png', 'test_images/images/set00_V014_130.png', 'test_images/images/set00_V001_170.png', 'test_images/images/set00_V008_134.png', 'test_images/images/set00_V002_20.png', 'test_images/images/set00_V000_147.png', 'test_images/images/set00_V011_89.png', 'test_images/images/set00_V014_166.png', 'test_images/images/set00_V005_122.png', 'test_images/images/set00_V007_184.png', 'test_images/images/set00_V001_124.png', 'test_images/images/set00_V000_18.png', 'test_images/images/set00_V008_62.png', 'test_images/images/set00_V013_67.png', 'test_images/images/set00_V005_121.png', 'test_images/images/set00_V004_123.png', 'test_images/images/set00_V009_74.png', 'test_images/images/set00_V003_42.png', 'test_images/images/set00_V004_145.png', 'test_images/images/set00_V014_41.png', 'test_images/images/set00_V005_49.png', 'test_images/images/set00_V013_95.png', 'test_images/images/set00_V005_32.png', 'test_images/images/set00_V005_42.png', 'test_images/images/set00_V005_170.png', 'test_images/images/set00_V004_65.png', 'test_images/images/set00_V005_117.png', 'test_images/images/set00_V011_15.png', 'test_images/images/set00_V007_26.png', 'test_images/images/set00_V005_179.png', 'test_images/images/set00_V000_33.png', 'test_images/images/set00_V012_93.png', 'test_images/images/set00_V010_142.png', 'test_images/images/set00_V009_25.png', 'test_images/images/set00_V000_151.png', 'test_images/images/set00_V009_164.png', 'test_images/images/set00_V001_32.png', 'test_images/images/set00_V009_101.png', 'test_images/images/set00_V002_79.png', 'test_images/images/set00_V008_93.png', 'test_images/images/set00_V006_58.png', 'test_images/images/set00_V004_201.png', 'test_images/images/set00_V014_127.png', 'test_images/images/set00_V014_42.png', 'test_images/images/set00_V011_155.png', 'test_images/images/set00_V001_87.png', 'test_images/images/set00_V001_126.png', 'test_images/images/set00_V004_68.png', 'test_images/images/set00_V004_67.png', 'test_images/images/set00_V004_128.png', 'test_images/images/set00_V007_147.png', 'test_images/images/set00_V004_136.png', 'test_images/images/set00_V014_191.png', 'test_images/images/set00_V011_80.png', 'test_images/images/set00_V009_49.png', 'test_images/images/set00_V011_141.png', 'test_images/images/set00_V013_135.png', 'test_images/images/set00_V008_98.png', 'test_images/images/set00_V001_105.png', 'test_images/images/set00_V014_55.png', 'test_images/images/set00_V012_71.png', 'test_images/images/set00_V003_2.png', 'test_images/images/set00_V014_190.png', 'test_images/images/set00_V007_180.png', 'test_images/images/set00_V002_26.png', 'test_images/images/set00_V006_171.png', 'test_images/images/set00_V004_185.png', 'test_images/images/set00_V005_29.png', 'test_images/images/set00_V002_53.png', 'test_images/images/set00_V011_50.png', 'test_images/images/set00_V008_97.png', 'test_images/images/set00_V009_56.png', 'test_images/images/set00_V005_125.png', 'test_images/images/set00_V010_81.png', 'test_images/images/set00_V005_69.png', 'test_images/images/set00_V005_174.png', 'test_images/images/set00_V008_32.png', 'test_images/images/set00_V008_137.png', 'test_images/images/set00_V005_87.png', 'test_images/images/set00_V014_43.png', 'test_images/images/set00_V007_165.png', 'test_images/images/set00_V005_162.png', 'test_images/images/set00_V010_157.png', 'test_images/images/set00_V007_70.png', 'test_images/images/set00_V004_85.png', 'test_images/images/set00_V012_134.png', 'test_images/images/set00_V011_119.png', 'test_images/images/set00_V008_155.png', 'test_images/images/set00_V009_18.png', 'test_images/images/set00_V014_143.png', 'test_images/images/set00_V012_157.png', 'test_images/images/set00_V006_122.png', 'test_images/images/set00_V010_37.png', 'test_images/images/set00_V012_95.png', 'test_images/images/set00_V004_213.png', 'test_images/images/set00_V012_147.png', 'test_images/images/set00_V006_166.png', 'test_images/images/set00_V006_179.png', 'test_images/images/set00_V012_117.png', 'test_images/images/set00_V004_188.png', 'test_images/images/set00_V009_145.png', 'test_images/images/set00_V007_108.png', 'test_images/images/set00_V008_163.png', 'test_images/images/set00_V005_105.png', 'test_images/images/set00_V010_77.png', 'test_images/images/set00_V001_139.png', 'test_images/images/set00_V002_58.png', 'test_images/images/set00_V010_8.png', 'test_images/images/set00_V011_117.png', 'test_images/images/set00_V010_62.png', 'test_images/images/set00_V014_188.png', 'test_images/images/set00_V010_97.png', 'test_images/images/set00_V004_62.png', 'test_images/images/set00_V000_32.png', 'test_images/images/set00_V014_24.png', 'test_images/images/set00_V011_53.png', 'test_images/images/set00_V004_28.png', 'test_images/images/set00_V000_55.png', 'test_images/images/set00_V007_8.png', 'test_images/images/set00_V007_152.png', 'test_images/images/set00_V014_23.png', 'test_images/images/set00_V002_98.png', 'test_images/images/set00_V004_164.png', 'test_images/images/set00_V013_160.png', 'test_images/images/set00_V006_184.png', 'test_images/images/set00_V013_126.png', 'test_images/images/set00_V014_180.png', 'test_images/images/set00_V000_76.png', 'test_images/images/set00_V006_188.png', 'test_images/images/set00_V005_138.png', 'test_images/images/set00_V000_110.png', 'test_images/images/set00_V001_177.png', 'test_images/images/set00_V005_44.png', 'test_images/images/set00_V004_108.png', 'test_images/images/set00_V012_114.png', 'test_images/images/set00_V005_74.png', 'test_images/images/set00_V012_60.png', 'test_images/images/set00_V010_44.png', 'test_images/images/set00_V011_13.png', 'test_images/images/set00_V014_77.png', 'test_images/images/set00_V009_51.png', 'test_images/images/set00_V004_9.png', 'test_images/images/set00_V007_60.png', 'test_images/images/set00_V012_167.png', 'test_images/images/set00_V000_82.png', 'test_images/images/set00_V009_158.png', 'test_images/images/set00_V001_155.png', 'test_images/images/set00_V011_81.png', 'test_images/images/set00_V007_66.png', 'test_images/images/set00_V003_16.png', 'test_images/images/set00_V003_38.png', 'test_images/images/set00_V014_173.png', 'test_images/images/set00_V013_42.png', 'test_images/images/set00_V011_31.png', 'test_images/images/set00_V010_143.png', 'test_images/images/set00_V000_2.png', 'test_images/images/set00_V008_71.png', 'test_images/images/set00_V012_76.png', 'test_images/images/set00_V007_116.png', 'test_images/images/set00_V002_108.png', 'test_images/images/set00_V009_4.png', 'test_images/images/set00_V003_22.png', 'test_images/images/set00_V009_84.png', 'test_images/images/set00_V001_46.png', 'test_images/images/set00_V004_157.png', 'test_images/images/set00_V004_156.png', 'test_images/images/set00_V008_19.png', 'test_images/images/set00_V010_20.png', 'test_images/images/set00_V004_152.png', 'test_images/images/set00_V006_23.png', 'test_images/images/set00_V005_93.png', 'test_images/images/set00_V000_30.png', 'test_images/images/set00_V008_59.png', 'test_images/images/set00_V014_39.png', 'test_images/images/set00_V003_6.png', 'test_images/images/set00_V012_91.png', 'test_images/images/set00_V008_1.png', 'test_images/images/set00_V005_85.png', 'test_images/images/set00_V007_128.png', 'test_images/images/set00_V007_74.png', 'test_images/images/set00_V010_59.png', 'test_images/images/set00_V002_13.png', 'test_images/images/set00_V004_46.png', 'test_images/images/set00_V011_140.png', 'test_images/images/set00_V005_196.png', 'test_images/images/set00_V008_52.png', 'test_images/images/set00_V009_144.png', 'test_images/images/set00_V004_98.png', 'test_images/images/set00_V012_120.png', 'test_images/images/set00_V006_79.png', 'test_images/images/set00_V009_152.png', 'test_images/images/set00_V013_165.png', 'test_images/images/set00_V011_146.png', 'test_images/images/set00_V007_75.png', 'test_images/images/set00_V001_12.png', 'test_images/images/set00_V013_62.png', 'test_images/images/set00_V005_181.png', 'test_images/images/set00_V012_1.png', 'test_images/images/set00_V013_141.png', 'test_images/images/set00_V001_42.png', 'test_images/images/set00_V013_8.png', 'test_images/images/set00_V006_180.png', 'test_images/images/set00_V011_10.png', 'test_images/images/set00_V009_126.png', 'test_images/images/set00_V009_57.png', 'test_images/images/set00_V013_115.png', 'test_images/images/set00_V005_141.png', 'test_images/images/set00_V012_28.png', 'test_images/images/set00_V004_36.png', 'test_images/images/set00_V006_124.png', 'test_images/images/set00_V009_100.png', 'test_images/images/set00_V005_83.png', 'test_images/images/set00_V003_24.png', 'test_images/images/set00_V009_43.png', 'test_images/images/set00_V013_63.png', 'test_images/images/set00_V014_175.png', 'test_images/images/set00_V008_20.png', 'test_images/images/set00_V002_34.png', 'test_images/images/set00_V009_148.png', 'test_images/images/set00_V002_59.png', 'test_images/images/set00_V013_157.png', 'test_images/images/set00_V012_74.png', 'test_images/images/set00_V004_150.png', 'test_images/images/set00_V004_6.png', 'test_images/images/set00_V008_37.png', 'test_images/images/set00_V004_80.png', 'test_images/images/set00_V002_125.png', 'test_images/images/set00_V000_0.png', 'test_images/images/set00_V014_35.png', 'test_images/images/set00_V011_48.png', 'test_images/images/set00_V004_114.png', 'test_images/images/set00_V011_68.png', 'test_images/images/set00_V013_96.png', 'test_images/images/set00_V011_115.png', 'test_images/images/set00_V002_6.png', 'test_images/images/set00_V009_75.png', 'test_images/images/set00_V012_16.png', 'test_images/images/set00_V012_40.png', 'test_images/images/set00_V011_57.png', 'test_images/images/set00_V006_183.png', 'test_images/images/set00_V005_199.png', 'test_images/images/set00_V006_142.png', 'test_images/images/set00_V004_53.png', 'test_images/images/set00_V011_128.png', 'test_images/images/set00_V005_12.png', 'test_images/images/set00_V005_114.png', 'test_images/images/set00_V012_47.png', 'test_images/images/set00_V014_20.png', 'test_images/images/set00_V009_112.png', 'test_images/images/set00_V004_77.png', 'test_images/images/set00_V007_5.png', 'test_images/images/set00_V001_166.png', 'test_images/images/set00_V011_62.png', 'test_images/images/set00_V011_87.png', 'test_images/images/set00_V005_189.png', 'test_images/images/set00_V013_37.png', 'test_images/images/set00_V002_93.png', 'test_images/images/set00_V012_108.png', 'test_images/images/set00_V014_112.png', 'test_images/images/set00_V012_150.png', 'test_images/images/set00_V003_25.png', 'test_images/images/set00_V002_118.png', 'test_images/images/set00_V012_130.png', 'test_images/images/set00_V013_127.png', 'test_images/images/set00_V012_32.png', 'test_images/images/set00_V009_50.png', 'test_images/images/set00_V006_56.png', 'test_images/images/set00_V009_113.png', 'test_images/images/set00_V007_9.png', 'test_images/images/set00_V008_100.png', 'test_images/images/set00_V010_1.png', 'test_images/images/set00_V009_90.png', 'test_images/images/set00_V005_53.png', 'test_images/images/set00_V004_165.png', 'test_images/images/set00_V013_98.png', 'test_images/images/set00_V010_75.png', 'test_images/images/set00_V014_104.png', 'test_images/images/set00_V001_53.png', 'test_images/images/set00_V001_78.png', 'test_images/images/set00_V005_115.png', 'test_images/images/set00_V004_72.png', 'test_images/images/set00_V007_55.png', 'test_images/images/set00_V010_122.png', 'test_images/images/set00_V002_19.png', 'test_images/images/set00_V006_177.png', 'test_images/images/set00_V014_159.png', 'test_images/images/set00_V002_102.png', 'test_images/images/set00_V009_81.png', 'test_images/images/set00_V014_120.png', 'test_images/images/set00_V007_13.png', 'test_images/images/set00_V002_56.png', 'test_images/images/set00_V008_99.png', 'test_images/images/set00_V006_99.png', 'test_images/images/set00_V005_48.png', 'test_images/images/set00_V006_11.png', 'test_images/images/set00_V003_45.png', 'test_images/images/set00_V014_27.png', 'test_images/images/set00_V000_122.png', 'test_images/images/set00_V002_114.png', 'test_images/images/set00_V009_26.png', 'test_images/images/set00_V010_57.png', 'test_images/images/set00_V010_7.png', 'test_images/images/set00_V000_119.png', 'test_images/images/set00_V007_0.png', 'test_images/images/set00_V005_43.png', 'test_images/images/set00_V010_56.png', 'test_images/images/set00_V005_55.png', 'test_images/images/set00_V004_96.png', 'test_images/images/set00_V009_0.png', 'test_images/images/set00_V009_72.png', 'test_images/images/set00_V011_84.png', 'test_images/images/set00_V001_163.png', 'test_images/images/set00_V014_113.png', 'test_images/images/set00_V001_65.png', 'test_images/images/set00_V006_66.png', 'test_images/images/set00_V000_170.png', 'test_images/images/set00_V004_110.png', 'test_images/images/set00_V004_111.png', 'test_images/images/set00_V009_122.png', 'test_images/images/set00_V011_40.png', 'test_images/images/set00_V000_101.png', 'test_images/images/set00_V004_129.png', 'test_images/images/set00_V005_147.png', 'test_images/images/set00_V005_152.png', 'test_images/images/set00_V002_44.png', 'test_images/images/set00_V001_15.png', 'test_images/images/set00_V008_156.png', 'test_images/images/set00_V010_67.png', 'test_images/images/set00_V004_15.png', 'test_images/images/set00_V006_61.png', 'test_images/images/set00_V009_95.png', 'test_images/images/set00_V008_160.png', 'test_images/images/set00_V013_1.png', 'test_images/images/set00_V000_3.png', 'test_images/images/set00_V010_49.png', 'test_images/images/set00_V014_132.png', 'test_images/images/set00_V001_91.png', 'test_images/images/set00_V002_107.png', 'test_images/images/set00_V007_61.png', 'test_images/images/set00_V010_133.png', 'test_images/images/set00_V005_140.png', 'test_images/images/set00_V005_153.png', 'test_images/images/set00_V000_66.png', 'test_images/images/set00_V007_24.png', 'test_images/images/set00_V011_86.png', 'test_images/images/set00_V008_40.png', 'test_images/images/set00_V000_6.png', 'test_images/images/set00_V000_87.png', 'test_images/images/set00_V011_41.png', 'test_images/images/set00_V011_131.png', 'test_images/images/set00_V002_106.png', 'test_images/images/set00_V008_158.png', 'test_images/images/set00_V004_45.png', 'test_images/images/set00_V006_158.png', 'test_images/images/set00_V013_81.png', 'test_images/images/set00_V003_46.png', 'test_images/images/set00_V011_105.png', 'test_images/images/set00_V001_48.png', 'test_images/images/set00_V001_1.png', 'test_images/images/set00_V000_24.png', 'test_images/images/set00_V000_137.png', 'test_images/images/set00_V009_151.png', 'test_images/images/set00_V004_22.png', 'test_images/images/set00_V013_25.png', 'test_images/images/set00_V005_59.png', 'test_images/images/set00_V010_113.png', 'test_images/images/set00_V007_119.png', 'test_images/images/set00_V013_3.png', 'test_images/images/set00_V001_167.png', 'test_images/images/set00_V007_19.png', 'test_images/images/set00_V007_103.png', 'test_images/images/set00_V010_27.png', 'test_images/images/set00_V008_102.png', 'test_images/images/set00_V013_68.png', 'test_images/images/set00_V011_153.png', 'test_images/images/set00_V002_55.png', 'test_images/images/set00_V005_57.png', 'test_images/images/set00_V012_15.png', 'test_images/images/set00_V006_148.png', 'test_images/images/set00_V006_102.png', 'test_images/images/set00_V007_67.png', 'test_images/images/set00_V006_69.png', 'test_images/images/set00_V005_35.png', 'test_images/images/set00_V014_87.png', 'test_images/images/set00_V006_78.png', 'test_images/images/set00_V011_54.png', 'test_images/images/set00_V012_126.png', 'test_images/images/set00_V006_53.png', 'test_images/images/set00_V008_55.png', 'test_images/images/set00_V000_155.png', 'test_images/images/set00_V001_184.png', 'test_images/images/set00_V013_134.png', 'test_images/images/set00_V006_26.png', 'test_images/images/set00_V012_66.png', 'test_images/images/set00_V013_128.png', 'test_images/images/set00_V014_156.png', 'test_images/images/set00_V005_86.png', 'test_images/images/set00_V002_45.png', 'test_images/images/set00_V013_9.png', 'test_images/images/set00_V004_155.png', 'test_images/images/set00_V011_2.png', 'test_images/images/set00_V006_140.png', 'test_images/images/set00_V008_35.png', 'test_images/images/set00_V001_70.png', 'test_images/images/set00_V004_43.png', 'test_images/images/set00_V010_125.png', 'test_images/images/set00_V009_37.png', 'test_images/images/set00_V001_122.png', 'test_images/images/set00_V000_54.png', 'test_images/images/set00_V007_1.png', 'test_images/images/set00_V007_173.png', 'test_images/images/set00_V009_128.png', 'test_images/images/set00_V005_213.png', 'test_images/images/set00_V014_171.png', 'test_images/images/set00_V008_36.png', 'test_images/images/set00_V013_114.png', 'test_images/images/set00_V008_117.png', 'test_images/images/set00_V002_132.png', 'test_images/images/set00_V001_16.png', 'test_images/images/set00_V000_139.png', 'test_images/images/set00_V001_73.png', 'test_images/images/set00_V006_67.png', 'test_images/images/set00_V006_107.png', 'test_images/images/set00_V000_72.png', 'test_images/images/set00_V003_3.png', 'test_images/images/set00_V010_126.png', 'test_images/images/set00_V011_157.png', 'test_images/images/set00_V008_87.png', 'test_images/images/set00_V002_60.png', 'test_images/images/set00_V006_156.png', 'test_images/images/set00_V001_93.png', 'test_images/images/set00_V001_85.png', 'test_images/images/set00_V005_111.png', 'test_images/images/set00_V005_137.png', 'test_images/images/set00_V002_115.png', 'test_images/images/set00_V010_115.png', 'test_images/images/set00_V012_58.png', 'test_images/images/set00_V003_27.png', 'test_images/images/set00_V008_127.png', 'test_images/images/set00_V010_14.png', 'test_images/images/set00_V007_37.png', 'test_images/images/set00_V006_159.png', 'test_images/images/set00_V004_210.png', 'test_images/images/set00_V008_126.png', 'test_images/images/set00_V000_45.png', 'test_images/images/set00_V011_71.png', 'test_images/images/set00_V009_116.png', 'test_images/images/set00_V011_28.png', 'test_images/images/set00_V011_136.png', 'test_images/images/set00_V012_161.png', 'test_images/images/set00_V005_10.png', 'test_images/images/set00_V006_137.png', 'test_images/images/set00_V010_144.png', 'test_images/images/set00_V006_46.png', 'test_images/images/set00_V001_45.png', 'test_images/images/set00_V011_27.png', 'test_images/images/set00_V007_44.png', 'test_images/images/set00_V002_70.png', 'test_images/images/set00_V006_48.png', 'test_images/images/set00_V014_161.png', 'test_images/images/set00_V006_189.png', 'test_images/images/set00_V002_110.png', 'test_images/images/set00_V014_29.png', 'test_images/images/set00_V006_96.png', 'test_images/images/set00_V002_87.png', 'test_images/images/set00_V008_122.png', 'test_images/images/set00_V005_161.png', 'test_images/images/set00_V004_24.png', 'test_images/images/set00_V011_60.png', 'test_images/images/set00_V013_130.png', 'test_images/images/set00_V005_129.png', 'test_images/images/set00_V014_52.png', 'test_images/images/set00_V010_127.png', 'test_images/images/set00_V001_57.png', 'test_images/images/set00_V008_72.png', 'test_images/images/set00_V004_70.png', 'test_images/images/set00_V010_102.png', 'test_images/images/set00_V004_170.png', 'test_images/images/set00_V000_62.png', 'test_images/images/set00_V004_112.png', 'test_images/images/set00_V002_61.png', 'test_images/images/set00_V007_140.png', 'test_images/images/set00_V014_151.png', 'test_images/images/set00_V002_54.png', 'test_images/images/set00_V001_147.png', 'test_images/images/set00_V004_1.png', 'test_images/images/set00_V014_19.png', 'test_images/images/set00_V006_28.png', 'test_images/images/set00_V012_5.png', 'test_images/images/set00_V013_86.png', 'test_images/images/set00_V014_5.png', 'test_images/images/set00_V001_160.png', 'test_images/images/set00_V010_51.png', 'test_images/images/set00_V008_4.png', 'test_images/images/set00_V011_25.png', 'test_images/images/set00_V000_152.png', 'test_images/images/set00_V013_72.png', 'test_images/images/set00_V009_68.png', 'test_images/images/set00_V014_21.png', 'test_images/images/set00_V011_108.png', 'test_images/images/set00_V013_124.png', 'test_images/images/set00_V007_169.png', 'test_images/images/set00_V010_114.png', 'test_images/images/set00_V008_141.png', 'test_images/images/set00_V005_95.png', 'test_images/images/set00_V007_59.png', 'test_images/images/set00_V007_50.png', 'test_images/images/set00_V009_12.png', 'test_images/images/set00_V004_66.png', 'test_images/images/set00_V005_50.png', 'test_images/images/set00_V014_145.png', 'test_images/images/set00_V014_141.png', 'test_images/images/set00_V010_141.png', 'test_images/images/set00_V000_145.png', 'test_images/images/set00_V000_107.png', 'test_images/images/set00_V014_135.png', 'test_images/images/set00_V014_91.png', 'test_images/images/set00_V005_37.png', 'test_images/images/set00_V013_0.png', 'test_images/images/set00_V006_160.png', 'test_images/images/set00_V001_68.png', 'test_images/images/set00_V013_32.png', 'test_images/images/set00_V013_163.png', 'test_images/images/set00_V010_149.png', 'test_images/images/set00_V010_52.png', 'test_images/images/set00_V012_37.png', 'test_images/images/set00_V011_44.png', 'test_images/images/set00_V005_145.png', 'test_images/images/set00_V004_192.png', 'test_images/images/set00_V001_143.png', 'test_images/images/set00_V013_169.png', 'test_images/images/set00_V000_17.png', 'test_images/images/set00_V006_182.png', 'test_images/images/set00_V007_21.png', 'test_images/images/set00_V004_78.png', 'test_images/images/set00_V013_30.png', 'test_images/images/set00_V007_109.png', 'test_images/images/set00_V014_128.png', 'test_images/images/set00_V007_125.png', 'test_images/images/set00_V007_36.png', 'test_images/images/set00_V004_7.png', 'test_images/images/set00_V008_10.png', 'test_images/images/set00_V013_59.png', 'test_images/images/set00_V012_3.png', 'test_images/images/set00_V005_97.png', 'test_images/images/set00_V012_11.png']\n"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "(Pdb)  c\n"
     ]
    }
   ],
   "source": [
    "# For the sake of simplicity we will use only 2 images:\n",
    "# image1.jpg\n",
    "# image2.jpg\n",
    "# If you want to test the code with your images, just add path to the images to the TEST_IMAGE_PATHS.\n",
    "PATH_TO_TEST_IMAGES_DIR = 'test_images/images/'\n",
    "# TEST_IMAGE_PATHS = [ os.path.join(PATH_TO_TEST_IMAGES_DIR, 'image{}.jpg'.format(i)) for i in range(1, 3) ]\n",
    "# TEST_IMAGE_PATHS = [ os.path.join(PATH_TO_TEST_IMAGES_DIR, 'set00_V001_94.png') ]\n",
    "TEST_IMAGE_PATHS = [(PATH_TO_TEST_IMAGES_DIR + name) for name in os.listdir(PATH_TO_TEST_IMAGES_DIR)]\n",
    "pdb.set_trace()\n",
    "# Size, in inches, of the output images.\n",
    "IMAGE_SIZE = (12, 8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "92BHxzcNWKMf"
   },
   "outputs": [],
   "source": [
    "def run_inference_for_single_image(image, graph):\n",
    "  with graph.as_default():\n",
    "    with tf.Session() as sess:\n",
    "      # Get handles to input and output tensors\n",
    "      ops = tf.get_default_graph().get_operations()\n",
    "      all_tensor_names = {output.name for op in ops for output in op.outputs}\n",
    "      tensor_dict = {}\n",
    "      for key in [\n",
    "          'num_detections', 'detection_boxes', 'detection_scores',\n",
    "          'detection_classes', 'detection_masks'\n",
    "      ]:\n",
    "        tensor_name = key + ':0'\n",
    "        if tensor_name in all_tensor_names:\n",
    "          tensor_dict[key] = tf.get_default_graph().get_tensor_by_name(\n",
    "              tensor_name)\n",
    "      if 'detection_masks' in tensor_dict:\n",
    "        # The following processing is only for single image\n",
    "        detection_boxes = tf.squeeze(tensor_dict['detection_boxes'], [0])\n",
    "        detection_masks = tf.squeeze(tensor_dict['detection_masks'], [0])\n",
    "        # Reframe is required to translate mask from box coordinates to image coordinates and fit the image size.\n",
    "        real_num_detection = tf.cast(tensor_dict['num_detections'][0], tf.int32)\n",
    "        detection_boxes = tf.slice(detection_boxes, [0, 0], [real_num_detection, -1])\n",
    "        detection_masks = tf.slice(detection_masks, [0, 0, 0], [real_num_detection, -1, -1])\n",
    "        detection_masks_reframed = utils_ops.reframe_box_masks_to_image_masks(\n",
    "            detection_masks, detection_boxes, image.shape[1], image.shape[2])\n",
    "        detection_masks_reframed = tf.cast(\n",
    "            tf.greater(detection_masks_reframed, 0.5), tf.uint8)\n",
    "        # Follow the convention by adding back the batch dimension\n",
    "        tensor_dict['detection_masks'] = tf.expand_dims(\n",
    "            detection_masks_reframed, 0)\n",
    "      image_tensor = tf.get_default_graph().get_tensor_by_name('image_tensor:0')\n",
    "\n",
    "      # Run inference\n",
    "      output_dict = sess.run(tensor_dict,\n",
    "                             feed_dict={image_tensor: image})\n",
    "\n",
    "      # all outputs are float32 numpy arrays, so convert types as appropriate\n",
    "      output_dict['num_detections'] = int(output_dict['num_detections'][0])\n",
    "      output_dict['detection_classes'] = output_dict[\n",
    "          'detection_classes'][0].astype(np.uint8)\n",
    "      output_dict['detection_boxes'] = output_dict['detection_boxes'][0]\n",
    "      output_dict['detection_scores'] = output_dict['detection_scores'][0]\n",
    "      if 'detection_masks' in output_dict:\n",
    "        output_dict['detection_masks'] = output_dict['detection_masks'][0]\n",
    "  return output_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "LQSEnEsPWKMj"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.7456978039990645\n",
      "3.135650299009285\n",
      "2.8864090220013168\n",
      "2.8460058350028703\n",
      "2.7726360090018716\n",
      "2.773054751989548\n",
      "2.766285751000396\n",
      "2.7737638789985795\n",
      "2.767324558008113\n",
      "2.787063023002702\n",
      "2.775511248008115\n",
      "2.794146340005682\n",
      "2.7979284379980527\n",
      "2.831020047990023\n",
      "2.889491469002678\n",
      "2.814678669004934\n",
      "2.7701540909911273\n",
      "2.7864845510048326\n",
      "2.7766522159945453\n",
      "2.8354609520029044\n",
      "2.8321885839977767\n",
      "2.850892656992073\n",
      "2.8463468959962483\n",
      "2.7926337709941436\n",
      "2.825297846997273\n",
      "3.0309026460017776\n",
      "3.1284600349899847\n",
      "3.1158811610075645\n",
      "2.9281777040014276\n",
      "2.773463154997444\n",
      "2.8406188520020805\n",
      "2.9331914860085817\n",
      "2.8943952759873355\n",
      "2.8193643230042653\n",
      "2.808952594990842\n",
      "2.8362839499895927\n",
      "2.8135931809956674\n",
      "2.784168109006714\n",
      "2.86759117100155\n",
      "2.7774327429942787\n",
      "2.765395731010358\n",
      "2.808539261997794\n",
      "2.761580431004404\n",
      "2.7653139649919467\n",
      "3.018921158989542\n",
      "2.807976251002401\n",
      "2.797172998005408\n",
      "3.0477813400066225\n",
      "3.5938896180014126\n",
      "2.867088690996752\n",
      "2.850536097990698\n",
      "3.0967081840062747\n",
      "3.3273608460003743\n",
      "4.358954388007987\n",
      "4.005810182992718\n",
      "2.8615889040083857\n",
      "2.8868633759993827\n",
      "2.8023023730056593\n",
      "2.8021169879939407\n",
      "2.841868393996265\n",
      "2.797537424994516\n",
      "4.199141449003946\n",
      "2.8779839700000593\n",
      "2.7742713980114786\n",
      "2.8520315700006904\n",
      "2.855565760997706\n",
      "2.8196409280062653\n",
      "2.7818737009947654\n",
      "2.861652129009599\n",
      "2.9026945880032144\n",
      "3.1606766439945204\n",
      "3.2206525489891646\n",
      "3.113089149002917\n",
      "2.8151771090051625\n",
      "2.8166093949985225\n",
      "3.179042761999881\n",
      "3.145963903996744\n",
      "3.078220033989055\n",
      "2.83344761900662\n",
      "2.7717365249991417\n",
      "2.885238199000014\n",
      "2.792381691004266\n",
      "2.756170466003823\n",
      "2.8934380970022175\n",
      "2.7943676360009704\n",
      "2.7636446469987277\n",
      "2.8014275040040957\n",
      "2.7599271920043975\n",
      "2.8751834520080592\n",
      "2.7514146079920465\n",
      "2.7536456829984672\n",
      "2.882307072999538\n",
      "3.281538812996587\n",
      "2.9107482930121478\n",
      "2.84228601900395\n",
      "2.8418845669948496\n",
      "2.832223214994883\n",
      "2.8369302959908964\n",
      "2.8605553079978563\n",
      "2.8228063819988165\n",
      "2.9599667230068007\n",
      "3.160440788997221\n",
      "3.1857336120010586\n",
      "2.9807009710057173\n",
      "2.81700259099307\n",
      "2.820924075000221\n",
      "2.819002450996777\n",
      "2.838905993005028\n",
      "2.829104250005912\n",
      "2.8129625959991245\n",
      "2.8868473729962716\n",
      "2.8300283959979424\n",
      "2.8801294659933774\n",
      "2.8534967329906067\n",
      "2.802957626990974\n",
      "2.8103584769996814\n",
      "2.8186921650049044\n",
      "2.8142060929967556\n",
      "2.839105787992594\n",
      "2.82759535999503\n",
      "2.813512021006318\n",
      "2.798924704999081\n",
      "2.852953077002894\n",
      "2.8045217180042528\n",
      "2.8208872950053774\n",
      "2.846650731997215\n",
      "3.0664898039976833\n",
      "3.1529758060059976\n",
      "3.145334199012723\n",
      "3.2602881039929343\n",
      "4.764436338009546\n",
      "3.759181403002003\n",
      "2.7974121180013753\n",
      "2.7987983680068282\n",
      "2.888637171010487\n",
      "2.8122000779985683\n",
      "2.8318368939944776\n",
      "2.8054019319970394\n",
      "2.81143090200203\n",
      "2.785608353005955\n",
      "2.8268439149978803\n",
      "2.7891084979928564\n",
      "2.7868892689875793\n",
      "2.8151267600042047\n",
      "2.821103049995145\n",
      "2.8138029120018473\n",
      "2.9304520930018043\n",
      "2.88307629400515\n",
      "2.912331034996896\n",
      "2.805739919000189\n",
      "2.8949505560012767\n",
      "3.217922059004195\n",
      "3.139938511987566\n",
      "3.101252748994739\n",
      "2.8342799539968837\n",
      "2.8010086869908264\n",
      "2.823580188007327\n",
      "2.7875411540007917\n",
      "2.819397037004819\n",
      "2.8056564330036053\n",
      "2.778607689004275\n",
      "2.792307489013183\n",
      "2.797297050987254\n",
      "2.773646799993003\n",
      "2.7749837640003534\n",
      "2.777869210985955\n",
      "2.780158070003381\n",
      "3.0646816899970872\n",
      "3.1817452070099534\n",
      "3.193082066005445\n",
      "2.8821479759935755\n",
      "2.780212384008337\n",
      "2.7766958400025032\n",
      "2.7690924380003707\n",
      "2.7915717889991356\n",
      "2.8084902669943403\n",
      "2.973406351011363\n",
      "3.1328055639896775\n",
      "3.1133937369886553\n",
      "2.9102721830131486\n",
      "2.8274708120006835\n",
      "2.8147872400004417\n",
      "2.817100906991982\n",
      "2.809004148002714\n",
      "2.8035423159890343\n",
      "2.8230414779973216\n",
      "2.80685624499165\n",
      "2.9152608969889116\n",
      "3.187343115991098\n",
      "2.8792841380054597\n",
      "2.827557576005347\n",
      "2.8268650459940545\n",
      "2.8484356260014465\n",
      "2.845320250999066\n",
      "2.8138914889859734\n",
      "2.8194743700005347\n",
      "2.8069553730019834\n",
      "2.800718501996016\n",
      "2.7986772659933195\n",
      "2.7996650479908567\n",
      "2.7956770909950137\n",
      "2.796576841006754\n",
      "3.105090918004862\n",
      "3.1415303079993464\n",
      "3.1439936329988996\n",
      "2.8063569350051694\n",
      "2.797775939005078\n",
      "2.8262991680094274\n",
      "2.8108288240036927\n",
      "2.8121200549940113\n",
      "2.81268129000091\n",
      "2.812441125002806\n",
      "2.819703668006696\n",
      "2.832813967994298\n",
      "2.8214770949998638\n",
      "2.837974192996626\n",
      "2.825196156001766\n",
      "2.790658568002982\n",
      "2.8232713300094474\n",
      "2.7927335770073114\n",
      "2.785871889995178\n",
      "2.8018360269925324\n",
      "2.800542350989417\n",
      "2.8114101980027044\n",
      "2.79028256800666\n",
      "2.8229582049971214\n",
      "2.871906209998997\n",
      "2.8066993190004723\n",
      "3.1318633609917015\n",
      "3.1309178750088904\n",
      "3.089275213002111\n",
      "2.812358413997572\n",
      "2.817791131004924\n",
      "2.7887755120027578\n",
      "2.7895121309993556\n",
      "2.7731212049984606\n",
      "2.798181300997385\n",
      "2.7932760399999097\n",
      "2.8118431660113856\n",
      "2.833702338000876\n",
      "4.727361673009\n",
      "3.722025520997704\n",
      "2.777892233993043\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-39-aab885bf9785>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     11\u001b[0m   \u001b[0;31m# Actual detection.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     12\u001b[0m   \u001b[0mstart\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtimer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 13\u001b[0;31m   \u001b[0moutput_dict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrun_inference_for_single_image\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage_np_expanded\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdetection_graph\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     14\u001b[0m   \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtimer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     15\u001b[0m   \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mend\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mstart\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-34-c0304d1718ea>\u001b[0m in \u001b[0;36mrun_inference_for_single_image\u001b[0;34m(image, graph)\u001b[0m\n\u001b[1;32m     33\u001b[0m       \u001b[0;31m# Run inference\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     34\u001b[0m       output_dict = sess.run(tensor_dict,\n\u001b[0;32m---> 35\u001b[0;31m                              feed_dict={image_tensor: image})\n\u001b[0m\u001b[1;32m     36\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     37\u001b[0m       \u001b[0;31m# all outputs are float32 numpy arrays, so convert types as appropriate\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m    927\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    928\u001b[0m       result = self._run(None, fetches, feed_dict, options_ptr,\n\u001b[0;32m--> 929\u001b[0;31m                          run_metadata_ptr)\n\u001b[0m\u001b[1;32m    930\u001b[0m       \u001b[0;32mif\u001b[0m \u001b[0mrun_metadata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    931\u001b[0m         \u001b[0mproto_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf_session\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTF_GetBuffer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrun_metadata_ptr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_run\u001b[0;34m(self, handle, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m   1150\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mfinal_fetches\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mfinal_targets\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mhandle\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mfeed_dict_tensor\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1151\u001b[0m       results = self._do_run(handle, final_targets, final_fetches,\n\u001b[0;32m-> 1152\u001b[0;31m                              feed_dict_tensor, options, run_metadata)\n\u001b[0m\u001b[1;32m   1153\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1154\u001b[0m       \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_do_run\u001b[0;34m(self, handle, target_list, fetch_list, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m   1326\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mhandle\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1327\u001b[0m       return self._do_call(_run_fn, feeds, fetches, targets, options,\n\u001b[0;32m-> 1328\u001b[0;31m                            run_metadata)\n\u001b[0m\u001b[1;32m   1329\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1330\u001b[0m       \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_do_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_prun_fn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeeds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetches\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_do_call\u001b[0;34m(self, fn, *args)\u001b[0m\n\u001b[1;32m   1332\u001b[0m   \u001b[0;32mdef\u001b[0m \u001b[0m_do_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1333\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1334\u001b[0;31m       \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1335\u001b[0m     \u001b[0;32mexcept\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mOpError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1336\u001b[0m       \u001b[0mmessage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcompat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_text\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmessage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_run_fn\u001b[0;34m(feed_dict, fetch_list, target_list, options, run_metadata)\u001b[0m\n\u001b[1;32m   1317\u001b[0m       \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_extend_graph\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1318\u001b[0m       return self._call_tf_sessionrun(\n\u001b[0;32m-> 1319\u001b[0;31m           options, feed_dict, fetch_list, target_list, run_metadata)\n\u001b[0m\u001b[1;32m   1320\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1321\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_prun_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_call_tf_sessionrun\u001b[0;34m(self, options, feed_dict, fetch_list, target_list, run_metadata)\u001b[0m\n\u001b[1;32m   1405\u001b[0m     return tf_session.TF_SessionRun_wrapper(\n\u001b[1;32m   1406\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_session\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moptions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_list\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1407\u001b[0;31m         run_metadata)\n\u001b[0m\u001b[1;32m   1408\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1409\u001b[0m   \u001b[0;32mdef\u001b[0m \u001b[0m_call_tf_sessionprun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "from timeit import default_timer as timer\n",
    "import pdb\n",
    "\n",
    "for image_path in TEST_IMAGE_PATHS:\n",
    "  image = Image.open(image_path)\n",
    "  # the array based representation of the image will be used later in order to prepare the\n",
    "  # result image with boxes and labels on it.\n",
    "  image_np = load_image_into_numpy_array(image)\n",
    "  # Expand dimensions since the model expects images to have shape: [1, None, None, 3]\n",
    "  image_np_expanded = np.expand_dims(image_np, axis=0)\n",
    "  # Actual detection.\n",
    "  start = timer()\n",
    "  output_dict = run_inference_for_single_image(image_np_expanded, detection_graph)\n",
    "  end = timer()\n",
    "  print(end-start)\n",
    "  person_index = []\n",
    "  # filter by class == 1 and detection score >= 0.5\n",
    "  for i in range(len(output_dict['detection_classes'])):\n",
    "    if(output_dict['detection_classes'][i] == 1 and output_dict['detection_scores'][i] >= 0.5):\n",
    "        person_index.append(i)\n",
    "  person_output_dict = {}\n",
    "  person_output_dict['detection_boxes'] =  np.take(output_dict['detection_boxes'], person_index, axis=0)\n",
    "  person_output_dict['detection_classes'] =  np.take(output_dict['detection_classes'], person_index)\n",
    "  person_output_dict['detection_scores'] =  np.take(output_dict['detection_scores'], person_index)\n",
    "\n",
    "  # save to file\n",
    "  output_path = 'temp_ssd/' + image_path.split('/')[2].split('.')[0] + '.npy'\n",
    "#   if os.path.exists(output_path):\n",
    "#     os.remove(output_path)\n",
    "  open(output_path, 'w').close()\n",
    "\n",
    "  np.save(output_path, person_output_dict) \n",
    "  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "3a5wMHN8WKMh"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for image_path in TEST_IMAGE_PATHS:\n",
    "  image = Image.open(image_path)\n",
    "  # the array based representation of the image will be used later in order to prepare the\n",
    "  # result image with boxes and labels on it.\n",
    "  image_np = load_image_into_numpy_array(image)\n",
    "  # Expand dimensions since the model expects images to have shape: [1, None, None, 3]\n",
    "  image_np_expanded = np.expand_dims(image_np, axis=0)\n",
    "  # Actual detection.\n",
    "  output_dict = run_inference_for_single_image(image_np_expanded, detection_graph)\n",
    "  # Visualization of the results of a detection.\n",
    "  vis_util.visualize_boxes_and_labels_on_image_array(\n",
    "      image_np,\n",
    "      output_dict['detection_boxes'],\n",
    "      output_dict['detection_classes'],\n",
    "      output_dict['detection_scores'],\n",
    "      category_index,\n",
    "      instance_masks=output_dict.get('detection_masks'),\n",
    "      use_normalized_coordinates=True,\n",
    "      line_thickness=4)\n",
    "  plt.figure(figsize=IMAGE_SIZE)\n",
    "  plt.imshow(image_np)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "default_view": {},
   "name": "object_detection_tutorial.ipynb?workspaceId=ronnyvotel:python_inference::citc",
   "provenance": [],
   "version": "0.3.2",
   "views": {}
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}