MR_Object_Detection_Video.ipynb

{
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   "cell_type": "markdown",
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    "collapsed": true
   },
   "source": [
    "# Object Detection Video\n",
    "\n",
    "### Documentation:\n",
    "https://imageai.readthedocs.io/en/latest/\n",
    "https://imageai.readthedocs.io/en/latest/video/index.html\n",
    "https://towardsdatascience.com/object-detection-with-10-lines-of-code-d6cb4d86f606\n",
    "https://github.com/OlafenwaMoses/ImageAI/blob/master/imageai/Detection/VIDEO.md\n",
    "\n",
    "MRobalinho - 05-11-2018"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-------------------------------------------------------\n",
    "#### In order to Install ImageAI see this page:\n",
    "\n",
    "https://imageai.readthedocs.io/en/latest/\n",
    "\n",
    "<br/>Installing ImageAI\n",
    "<br/>ImageAI requires that you have Python 3.5.1 or higher installed as well as some other Python libraries and frameworks. Before you install ImageAI, you must install the following dependencies.\n",
    "<br/>\n",
    "<br/>Download and install:\n",
    "<br/>Python 3.5.1 or higher, Download Python here: https://www.python.org/downloads/\n",
    "<br/>pip3 , Download PyPi here: https://pypi.org/project/pip/\n",
    "<br/>\n",
    "<br/>Use Command line CMD.exe as admnistrator\n",
    "<br/>\n",
    "<br/>Tensorflow 1.4.0 or higher  > pip3 install --upgrade tensorflow\n",
    "<br/>Numpy 1.13.1 or higher     \t> pip3 install numpy\n",
    "<br/>SciPy .19.1 or higher\t\t> pip3 install scipy\n",
    "<br/>OpenCV\t\t\t\t\t\t> pip3 install opencv-python\n",
    "<br/>Pillow\t\t\t\t\t\t> pip3 install pillow\n",
    "<br/>Matplotlib\t\t\t\t\t> pip3 install matplotlib\n",
    "<br/>h5py\t\t\t\t\t\t> pip3 install h5py\n",
    "<br/>Keras\t\t\t\t\t\t> pip3 install keras\n",
    "<br/>Install ImageAI  \t\t\t> pip3 install https://github.com/OlafenwaMoses/ImageAI/releases/download/2.0.2/imageai-2.0.2-py3-none-any.whl\n",
    "\n",
    "-------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "# Import packages\n",
    "from imageai.Detection import VideoObjectDetection\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "VideoObjectDetection class provides you function to detect objects in videos and live-feed from device cameras and IP cameras, using pre-trained models that was trained on the COCO dataset. The models supported are RetinaNet, YOLOv3 and TinyYOLOv3. This means you can detect and recognize 80 different kind of common everyday objects in any video. To get started, download any of the pre-trained model that you want to use via the links below.\n",
    "\n",
    "<br/>Download RetinaNet Model - resnet50_coco_best_v2.0.1.h5\n",
    "<br/>https://github.com/OlafenwaMoses/ImageAI/releases/tag/1.0/\n",
    "<br/>Download YOLOv3 Model - yolo.h5\n",
    "<br/>https://github.com/OlafenwaMoses/ImageAI/releases/tag/1.0/\n",
    "<br/>Download TinyYOLOv3 Model - yolo-tiny.h5\n",
    "<br/>https://github.com/OlafenwaMoses/ImageAI/releases/tag/1.0/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To obtain the video analysis, we need to do is specify a function, state the corresponding parameters it will be receiving and parse the function name into the per_frame_function, per_second_function, per_minute_function and video_complete_function parameters in the detection function. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For any function we parse into the <b> per_frame_function</b>, the function will be executed after every single video frame is processed and he following will be parsed into it: \n",
    ">> Frame Index : This is the position number of the frame inside the video (e.g 1 for first frame and 20 for twentieth frame).\n",
    "\n",
    ">> Output Array : This is an array of dictionaries. Each dictionary corresponds to each detected object in the image and it contains the \"name\", \"percentage_probabaility\" and \"box_points\"(x1,y1,x2,y2) values of the object. \n",
    "\n",
    ">> Output Count : This is a dictionary that has the name of each unique object detected as its keys and the number of instances of the objects detected as the values. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the above result, the video was processed and saved in 10 frames per second (FPS). For any function you parse into the <b>per_second_function</b>, the function will be executed after every single second of the video that is processed and he following will be parsed into it: \n",
    ">> Second Index : This is the position number of the second inside the video (e.g 1 for first second and 20 for twentieth second).\n",
    "\n",
    ">> Output Array : This is an array of arrays, with each contained array and its position (array index + 1) corresponding to the equivalent frame in the last second of the video. Each contained array contains dictionaries. Each dictionary corresponds to each detected object in the image and it contains the \"name\", \"percentage_probabaility\" and \"box_points\"(x1,y1,x2,y2) values of the object. \n",
    "\n",
    ">> Count arrays : This is an array of dictionaries. Each dictionary and its position (array index + 1) corresponds to the equivalent frame in the last second of he video. Each dictionary has the name of each unique object detected as its keys and the number of instances of the objects detected as the values. \n",
    "\n",
    ">> Average Output Count : This is a dictionary that has the name of each unique object detected in the last second as its keys and the average number of instances of the objects detected across the number of frames as the values. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def forFrame(frame_number, output_array, output_count, detected_copy):\n",
    "    print(\"FOR FRAME \" , frame_number)\n",
    "#    print(\"Output for each object : \", output_array)\n",
    "    print(\"Output count for unique objects : \", output_count)\n",
    "    print(\"------------END OF A FRAME --------------\")\n",
    "\n",
    "def forSeconds(second_number, output_arrays, count_arrays, average_output_count, detected_copy):\n",
    "    print(\"SECOND : \", second_number)\n",
    "#    print(\"Array for the outputs of each frame \", output_arrays)\n",
    "    print(\"Array for output count for unique objects in each frame : \", count_arrays)\n",
    "    print(\"Output average count for unique objects in the last second: \", average_output_count)\n",
    "    print(\"------------END OF A SECOND --------------\")\n",
    "\n",
    "def forMinute(minute_number, output_arrays, count_arrays, average_output_count, detected_copy):\n",
    "    print(\"MINUTE : \", minute_number)\n",
    "#    print(\"Array for the outputs of each frame \", output_arrays)\n",
    "    print(\"Array for output count for unique objects in each frame : \", count_arrays)\n",
    "    print(\"Output average count for unique objects in the last minute: \", average_output_count)\n",
    "    print(\"------------END OF A MINUTE --------------\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\Lenovo\\\\ML\\\\Object-Detection-Video'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Path to execute\n",
    "yolo_path = 'TinyYOLOv3_Model/'\n",
    "video_path = 'Video/'\n",
    "execution_path = os.getcwd()\n",
    "execution_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Video/'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "video_path "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Video to Use\n",
    "use_video = \"traffic.mp4\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing Frame :  1\n",
      "FOR FRAME  1\n",
      "Output count for unique objects :  {'bus': 3, 'car': 13, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2\n",
      "FOR FRAME  2\n",
      "Output count for unique objects :  {'bus': 3, 'motorcycle': 1, 'car': 13, 'person': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  3\n",
      "FOR FRAME  3\n",
      "Output count for unique objects :  {'truck': 1, 'bus': 3, 'motorcycle': 1, 'car': 14, 'person': 3}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  4\n",
      "FOR FRAME  4\n",
      "Output count for unique objects :  {'cell phone': 1, 'bus': 3, 'motorcycle': 1, 'car': 14, 'person': 3}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  5\n",
      "FOR FRAME  5\n",
      "Output count for unique objects :  {'bus': 3, 'car': 14, 'person': 3}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  6\n",
      "FOR FRAME  6\n",
      "Output count for unique objects :  {'bus': 3, 'car': 10, 'person': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  7\n",
      "FOR FRAME  7\n",
      "Output count for unique objects :  {'bus': 3, 'car': 11, 'person': 3}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  8\n",
      "FOR FRAME  8\n",
      "Output count for unique objects :  {'bus': 3, 'car': 12, 'person': 3}\n",
      "------------END OF A FRAME --------------\n",
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      "FOR FRAME  9\n",
      "Output count for unique objects :  {'bus': 3, 'car': 11, 'person': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  10\n",
      "FOR FRAME  10\n",
      "Output count for unique objects :  {'bus': 3, 'car': 13, 'person': 3}\n",
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      "FOR FRAME  11\n",
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      "FOR FRAME  12\n",
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      "FOR FRAME  13\n",
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      "FOR FRAME  14\n",
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      "FOR FRAME  19\n",
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      "FOR FRAME  20\n",
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      "FOR FRAME  24\n",
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      "Output count for unique objects :  {'truck': 1, 'bus': 3, 'car': 10, 'person': 2}\n",
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      "FOR FRAME  30\n",
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      "FOR FRAME  47\n",
      "Output count for unique objects :  {'truck': 1, 'bus': 3, 'motorcycle': 1, 'car': 12, 'person': 4}\n",
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      "Output count for unique objects :  {'bus': 3, 'car': 8, 'person': 3}\n",
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      "Output count for unique objects :  {'bus': 3, 'car': 10, 'person': 3}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  54\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  54\n",
      "Output count for unique objects :  {'bus': 3, 'car': 11, 'person': 3}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  55\n",
      "FOR FRAME  55\n",
      "Output count for unique objects :  {'truck': 1, 'bus': 3, 'car': 12, 'person': 3}\n",
      "------------END OF A FRAME --------------\n",
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      "FOR FRAME  56\n",
      "Output count for unique objects :  {'truck': 1, 'bus': 3, 'car': 10, 'person': 3}\n",
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      "FOR FRAME  57\n",
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      "FOR FRAME  58\n",
      "Output count for unique objects :  {'bus': 3, 'car': 12, 'person': 3}\n",
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      "FOR FRAME  59\n",
      "Output count for unique objects :  {'bus': 3, 'car': 10, 'person': 4}\n",
      "------------END OF A FRAME --------------\n",
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      "FOR FRAME  60\n",
      "Output count for unique objects :  {'bus': 3, 'motorcycle': 1, 'car': 11, 'person': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  61\n",
      "FOR FRAME  61\n",
      "Output count for unique objects :  {'truck': 1, 'bus': 3, 'motorcycle': 1, 'car': 8, 'person': 5}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  62\n",
      "FOR FRAME  62\n",
      "Output count for unique objects :  {'truck': 1, 'bus': 2, 'car': 12, 'person': 5}\n",
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      "FOR FRAME  63\n",
      "Output count for unique objects :  {'bus': 3, 'motorcycle': 1, 'car': 12, 'person': 5}\n",
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      "FOR FRAME  64\n",
      "Output count for unique objects :  {'bus': 3, 'motorcycle': 1, 'car': 11, 'person': 5}\n",
      "------------END OF A FRAME --------------\n",
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      "FOR FRAME  65\n",
      "Output count for unique objects :  {'truck': 1, 'bus': 2, 'car': 13, 'person': 5}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  66\n",
      "FOR FRAME  66\n",
      "Output count for unique objects :  {'truck': 1, 'bus': 2, 'car': 13, 'person': 6}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  67\n",
      "FOR FRAME  67\n",
      "Output count for unique objects :  {'truck': 1, 'bus': 1, 'car': 10, 'person': 6}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  68\n",
      "FOR FRAME  68\n",
      "Output count for unique objects :  {'truck': 2, 'bus': 2, 'car': 9, 'person': 5}\n",
      "------------END OF A FRAME --------------\n",
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      "FOR FRAME  69\n",
      "Output count for unique objects :  {'bus': 2, 'car': 9, 'person': 5}\n",
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      "FOR FRAME  70\n",
      "Output count for unique objects :  {'bus': 3, 'car': 8, 'person': 6}\n",
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      "Output count for unique objects :  {'bus': 3, 'car': 7, 'person': 4}\n",
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      "Output count for unique objects :  {'bus': 3, 'motorcycle': 1, 'car': 9, 'person': 4}\n",
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      "FOR FRAME  73\n",
      "Output count for unique objects :  {'bus': 3, 'motorcycle': 1, 'car': 6, 'person': 3}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  74\n",
      "FOR FRAME  74\n",
      "Output count for unique objects :  {'bus': 3, 'car': 9, 'person': 4}\n",
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      "Output count for unique objects :  {'bus': 2, 'motorcycle': 2, 'car': 6, 'bicycle': 1, 'person': 7}\n",
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      "Output count for unique objects :  {'truck': 1, 'bus': 2, 'motorcycle': 1, 'car': 4, 'bicycle': 2, 'person': 8}\n",
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      "Processing Frame :  104\n",
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      "Output count for unique objects :  {'truck': 1, 'bus': 5, 'motorcycle': 1, 'car': 4, 'bicycle': 1, 'person': 7}\n",
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      "Processing Frame :  105\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  105\n",
      "Output count for unique objects :  {'truck': 1, 'bus': 5, 'motorcycle': 1, 'car': 3, 'bicycle': 1, 'person': 7}\n",
      "------------END OF A FRAME --------------\n",
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      "Output count for unique objects :  {'truck': 1, 'bus': 4, 'motorcycle': 1, 'car': 4, 'bicycle': 1, 'person': 7}\n",
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      "Output count for unique objects :  {'bus': 4, 'car': 6, 'person': 8}\n",
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      "Output count for unique objects :  {'bus': 3, 'motorcycle': 1, 'car': 8, 'person': 3}\n",
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      "Output count for unique objects :  {'bus': 3, 'car': 11, 'person': 5}\n",
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      "Output count for unique objects :  {'bus': 3, 'car': 6, 'person': 4}\n",
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      "Output count for unique objects :  {'bus': 3, 'car': 7, 'person': 4}\n",
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      "FOR FRAME  125\n",
      "Output count for unique objects :  {'bus': 4, 'motorcycle': 1, 'car': 6, 'person': 2}\n",
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      "Output count for unique objects :  {'bus': 4, 'motorcycle': 1, 'car': 5, 'person': 3}\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  156\n",
      "Output count for unique objects :  {'bus': 2, 'car': 7, 'bicycle': 1, 'person': 3}\n",
      "------------END OF A FRAME --------------\n",
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      "Output count for unique objects :  {'bus': 2, 'car': 7, 'bicycle': 1, 'person': 2}\n",
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      "Output count for unique objects :  {'truck': 1, 'bus': 2, 'car': 5, 'bicycle': 1, 'person': 3}\n",
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      "FOR FRAME  159\n",
      "Output count for unique objects :  {'suitcase': 1, 'truck': 1, 'bus': 2, 'car': 5, 'bicycle': 1, 'person': 4}\n",
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      "Output count for unique objects :  {'suitcase': 1, 'truck': 1, 'bus': 2, 'car': 8, 'bicycle': 1, 'person': 5}\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  362\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  618\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  667\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  715\n",
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     ]
    },
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     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  942\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  1156\n",
      "Output count for unique objects :  {'bus': 1, 'car': 3, 'bicycle': 1, 'person': 4}\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  1209\n",
      "Output count for unique objects :  {'bus': 1, 'motorcycle': 1, 'car': 4, 'person': 5}\n",
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      "Output count for unique objects :  {'chair': 1, 'bus': 1, 'motorcycle': 1, 'car': 4, 'bicycle': 1, 'person': 5}\n",
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      "Output count for unique objects :  {'bus': 1, 'motorcycle': 1, 'car': 4, 'bicycle': 1, 'person': 5}\n",
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      "Processing Frame :  1257\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  1257\n",
      "Output count for unique objects :  {'bus': 1, 'car': 4, 'bicycle': 1, 'person': 4}\n",
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      "Output count for unique objects :  {'bus': 1, 'car': 3, 'bicycle': 1, 'person': 4}\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  1310\n",
      "Output count for unique objects :  {'bus': 2, 'car': 4, 'person': 3}\n",
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      "Output count for unique objects :  {'truck': 1, 'bus': 2, 'car': 3, 'person': 2}\n",
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      "Output count for unique objects :  {'truck': 1, 'bus': 3, 'car': 3, 'person': 2}\n",
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      "Output count for unique objects :  {'bus': 1, 'car': 4, 'bicycle': 2, 'person': 4}\n",
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      "Output count for unique objects :  {'bus': 1, 'car': 2, 'bicycle': 1, 'person': 5}\n",
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      "Output count for unique objects :  {'bus': 3, 'motorcycle': 1, 'car': 5, 'person': 5}\n",
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      "Output count for unique objects :  {'bus': 2, 'motorcycle': 1, 'car': 4, 'person': 5}\n",
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      "Output count for unique objects :  {'bus': 2, 'car': 2, 'bicycle': 1, 'person': 5}\n",
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      "FOR FRAME  1347\n",
      "Output count for unique objects :  {'bus': 1, 'car': 6, 'bicycle': 1, 'person': 4}\n",
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      "FOR FRAME  1348\n",
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      "Processing Frame :  1349\n",
      "FOR FRAME  1349\n",
      "Output count for unique objects :  {'bus': 1, 'motorcycle': 1, 'car': 9, 'bicycle': 1, 'person': 3}\n",
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      "Output count for unique objects :  {'bus': 1, 'car': 8, 'bicycle': 1, 'person': 2}\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  1361\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  1409\n",
      "Output count for unique objects :  {'truck': 1, 'bus': 1, 'motorcycle': 3, 'car': 7, 'person': 4}\n",
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      "Output count for unique objects :  {'bus': 2, 'motorcycle': 2, 'car': 2, 'bicycle': 1, 'person': 8}\n",
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      "Processing Frame :  1454\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  1454\n",
      "Output count for unique objects :  {'bus': 2, 'motorcycle': 3, 'car': 4, 'bicycle': 1, 'person': 8}\n",
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      "Output count for unique objects :  {'bus': 2, 'motorcycle': 2, 'car': 3, 'bicycle': 1, 'person': 7}\n",
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      "Output count for unique objects :  {'truck': 1, 'bus': 2, 'motorcycle': 2, 'car': 3, 'bicycle': 1, 'person': 6}\n",
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      "Output count for unique objects :  {'truck': 1, 'bus': 2, 'motorcycle': 2, 'car': 2, 'bicycle': 1, 'person': 6}\n",
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      "Processing Frame :  1500\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  1500\n",
      "Output count for unique objects :  {'truck': 1, 'bus': 1, 'car': 4, 'person': 4}\n",
      "------------END OF A FRAME --------------\n",
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      "Output count for unique objects :  {'truck': 2, 'bus': 1, 'motorcycle': 1, 'car': 4, 'bicycle': 1, 'person': 4}\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  1549\n",
      "Output count for unique objects :  {'motorcycle': 2, 'car': 3, 'bicycle': 1, 'person': 5}\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  1599\n",
      "Output count for unique objects :  {'sink': 1, 'bottle': 1, 'motorcycle': 1, 'car': 12, 'person': 2}\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  1649\n",
      "Output count for unique objects :  {'motorcycle': 1, 'car': 11, 'person': 6}\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  1704\n",
      "Output count for unique objects :  {'car': 12, 'person': 3}\n",
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      "Output count for unique objects :  {'bus': 1, 'car': 3, 'person': 2}\n",
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      "Output count for unique objects :  {'car': 5, 'person': 2}\n",
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      "Output count for unique objects :  {'car': 9}\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  1761\n",
      "Output count for unique objects :  {'car': 4, 'person': 1}\n",
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      "Output count for unique objects :  {'umbrella': 1, 'car': 5, 'person': 3}\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  1817\n",
      "Output count for unique objects :  {'bus': 1, 'car': 3, 'person': 2}\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  1873\n",
      "Output count for unique objects :  {'bus': 1, 'car': 3, 'person': 3}\n",
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      "Output count for unique objects :  {'boat': 1, 'bus': 2, 'car': 6, 'person': 3}\n",
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      "Output count for unique objects :  {'bird': 1, 'truck': 1, 'bus': 3, 'car': 3, 'person': 5}\n",
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      "Output count for unique objects :  {'car': 1}\n",
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      "Output count for unique objects :  {'chair': 1, 'car': 5, 'person': 1}\n",
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      "Output count for unique objects :  {'car': 4}\n",
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      "Output count for unique objects :  {'chair': 2, 'car': 2}\n",
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      "Output count for unique objects :  {'car': 3}\n",
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      "Output count for unique objects :  {'car': 3, 'person': 1}\n",
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      "Output count for unique objects :  {'car': 3}\n",
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      "Output count for unique objects :  {'car': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1930\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  1930\n",
      "Output count for unique objects :  {'truck': 1, 'car': 5}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1931\n",
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      "Output count for unique objects :  {'car': 5}\n",
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      "FOR FRAME  1932\n",
      "Output count for unique objects :  {'bus': 1, 'car': 3}\n",
      "------------END OF A FRAME --------------\n",
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      "Output count for unique objects :  {'car': 5}\n",
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      "Output count for unique objects :  {'truck': 1, 'car': 4}\n",
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      "Output count for unique objects :  {'truck': 1, 'car': 5, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1936\n",
      "FOR FRAME  1936\n",
      "Output count for unique objects :  {'truck': 1, 'car': 6, 'person': 2}\n",
      "------------END OF A FRAME --------------\n",
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      "Output count for unique objects :  {'car': 4}\n",
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      "Output count for unique objects :  {'car': 3}\n",
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      "Output count for unique objects :  {'truck': 1, 'car': 2, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
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      "FOR FRAME  1940\n",
      "Output count for unique objects :  {'person': 1}\n",
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      "Output count for unique objects :  {'car': 1}\n",
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      "Output count for unique objects :  {}\n",
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      "Output count for unique objects :  {'chair': 3}\n",
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      "Output count for unique objects :  {}\n",
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      "Output count for unique objects :  {'chair': 1, 'car': 3, 'person': 3}\n",
      "------------END OF A FRAME --------------\n",
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      "Output count for unique objects :  {'car': 2, 'person': 1}\n",
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      "Output count for unique objects :  {'car': 3}\n",
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      "Output count for unique objects :  {'car': 5}\n",
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      "Output count for unique objects :  {'car': 7}\n",
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      "FOR FRAME  1950\n",
      "Output count for unique objects :  {'bus': 1, 'car': 8}\n",
      "------------END OF A FRAME --------------\n",
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      "FOR FRAME  1951\n",
      "Output count for unique objects :  {'chair': 1, 'truck': 1, 'car': 6, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1952\n",
      "FOR FRAME  1952\n",
      "Output count for unique objects :  {'motorcycle': 1, 'car': 11, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1953\n",
      "FOR FRAME  1953\n",
      "Output count for unique objects :  {'chair': 1, 'car': 5}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1954\n",
      "FOR FRAME  1954\n",
      "Output count for unique objects :  {'suitcase': 1, 'truck': 1, 'car': 4}\n",
      "------------END OF A FRAME --------------\n",
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      "FOR FRAME  1955\n",
      "Output count for unique objects :  {'car': 7, 'person': 3}\n",
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      "Output count for unique objects :  {'car': 6}\n",
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      "Output count for unique objects :  {'bus': 1, 'car': 8}\n",
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      "FOR FRAME  1958\n",
      "Output count for unique objects :  {'bus': 1, 'car': 3}\n",
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      "Output count for unique objects :  {'bus': 1, 'car': 5}\n",
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      "Output count for unique objects :  {'bus': 1, 'car': 4}\n",
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      "Output count for unique objects :  {'truck': 1, 'car': 2}\n",
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      "Output count for unique objects :  {'truck': 1, 'car': 7, 'person': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1963\n",
      "FOR FRAME  1963\n",
      "Output count for unique objects :  {'truck': 1, 'bus': 1, 'car': 2, 'person': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1964\n",
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      "Output count for unique objects :  {'truck': 1, 'car': 3, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1965\n",
      "FOR FRAME  1965\n",
      "Output count for unique objects :  {'truck': 1, 'motorcycle': 1, 'car': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1966\n",
      "FOR FRAME  1966\n",
      "Output count for unique objects :  {'chair': 2, 'truck': 2, 'bus': 1, 'car': 1, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1967\n",
      "FOR FRAME  1967\n",
      "Output count for unique objects :  {'truck': 1, 'bus': 1, 'car': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1968\n",
      "FOR FRAME  1968\n",
      "Output count for unique objects :  {'car': 5}\n",
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      "Processing Frame :  1969\n",
      "FOR FRAME  1969\n",
      "Output count for unique objects :  {'truck': 1, 'car': 2}\n",
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      "Processing Frame :  1970\n",
      "FOR FRAME  1970\n",
      "Output count for unique objects :  {'chair': 1, 'truck': 1, 'car': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1971\n",
      "FOR FRAME  1971\n",
      "Output count for unique objects :  {'truck': 1, 'motorcycle': 1}\n",
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      "Processing Frame :  1972\n",
      "FOR FRAME  1972\n",
      "Output count for unique objects :  {'truck': 2, 'motorcycle': 1, 'car': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1973\n",
      "FOR FRAME  1973\n",
      "Output count for unique objects :  {'truck': 2, 'motorcycle': 1, 'car': 3, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1974\n",
      "FOR FRAME  1974\n",
      "Output count for unique objects :  {'car': 2, 'person': 1}\n",
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      "Processing Frame :  1975\n",
      "FOR FRAME  1975\n",
      "Output count for unique objects :  {'car': 4, 'person': 1}\n",
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      "Processing Frame :  1976\n",
      "FOR FRAME  1976\n",
      "Output count for unique objects :  {'truck': 1, 'car': 2}\n",
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      "Output count for unique objects :  {'truck': 1}\n",
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      "FOR FRAME  1978\n",
      "Output count for unique objects :  {'truck': 1, 'car': 4}\n",
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      "Output count for unique objects :  {'car': 4, 'person': 1}\n",
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      "Output count for unique objects :  {'car': 4}\n",
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      "Output count for unique objects :  {'truck': 1, 'car': 2}\n",
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      "Processing Frame :  1982\n",
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      "Output count for unique objects :  {'car': 5, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1983\n",
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      "Output count for unique objects :  {'bus': 1, 'car': 4, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
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      "FOR FRAME  1984\n",
      "Output count for unique objects :  {'truck': 1, 'car': 4}\n",
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      "Output count for unique objects :  {'motorcycle': 1, 'car': 2}\n",
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      "Processing Frame :  1986\n",
      "FOR FRAME  1986\n",
      "Output count for unique objects :  {'motorcycle': 1, 'car': 4, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1987\n",
      "FOR FRAME  1987\n",
      "Output count for unique objects :  {'motorcycle': 1, 'car': 5}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1988\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  1988\n",
      "Output count for unique objects :  {'car': 7}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1989\n",
      "FOR FRAME  1989\n",
      "Output count for unique objects :  {'car': 3}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1990\n",
      "FOR FRAME  1990\n",
      "Output count for unique objects :  {'car': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1991\n",
      "FOR FRAME  1991\n",
      "Output count for unique objects :  {'car': 4, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1992\n",
      "FOR FRAME  1992\n",
      "Output count for unique objects :  {'car': 3}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1993\n",
      "FOR FRAME  1993\n",
      "Output count for unique objects :  {'car': 1, 'person': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1994\n",
      "FOR FRAME  1994\n",
      "Output count for unique objects :  {'car': 3, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1995\n",
      "FOR FRAME  1995\n",
      "Output count for unique objects :  {'motorcycle': 1, 'car': 3}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1996\n",
      "FOR FRAME  1996\n",
      "Output count for unique objects :  {'motorcycle': 1, 'car': 5}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1997\n",
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      "Output count for unique objects :  {'car': 6}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1998\n",
      "FOR FRAME  1998\n",
      "Output count for unique objects :  {'car': 6, 'person': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  1999\n",
      "FOR FRAME  1999\n",
      "Output count for unique objects :  {'car': 4, 'person': 1}\n",
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      "Processing Frame :  2000\n",
      "FOR FRAME  2000\n",
      "Output count for unique objects :  {'car': 4, 'person': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2001\n",
      "FOR FRAME  2001\n",
      "Output count for unique objects :  {'car': 5, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2002\n",
      "FOR FRAME  2002\n",
      "Output count for unique objects :  {'car': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2003\n",
      "FOR FRAME  2003\n",
      "Output count for unique objects :  {'car': 7}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2004\n",
      "FOR FRAME  2004\n",
      "Output count for unique objects :  {'car': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2005\n",
      "FOR FRAME  2005\n",
      "Output count for unique objects :  {'car': 3, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2006\n",
      "FOR FRAME  2006\n",
      "Output count for unique objects :  {'car': 5, 'person': 1}\n",
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      "Processing Frame :  2007\n",
      "FOR FRAME  2007\n",
      "Output count for unique objects :  {'car': 7}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2008\n",
      "FOR FRAME  2008\n",
      "Output count for unique objects :  {'car': 5}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2009\n",
      "FOR FRAME  2009\n",
      "Output count for unique objects :  {'bus': 1, 'car': 5}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2010\n",
      "FOR FRAME  2010\n",
      "Output count for unique objects :  {'car': 5}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2011\n",
      "FOR FRAME  2011\n",
      "Output count for unique objects :  {'car': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2012\n",
      "FOR FRAME  2012\n",
      "Output count for unique objects :  {'bus': 1, 'car': 5}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2013\n",
      "FOR FRAME  2013\n",
      "Output count for unique objects :  {'chair': 1, 'bus': 1, 'car': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2014\n",
      "FOR FRAME  2014\n",
      "Output count for unique objects :  {'bus': 1, 'car': 5}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2015\n",
      "FOR FRAME  2015\n",
      "Output count for unique objects :  {'car': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2016\n",
      "FOR FRAME  2016\n",
      "Output count for unique objects :  {'car': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2017\n",
      "FOR FRAME  2017\n",
      "Output count for unique objects :  {'truck': 1, 'car': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2018\n",
      "FOR FRAME  2018\n",
      "Output count for unique objects :  {'bus': 1, 'car': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2019\n",
      "FOR FRAME  2019\n",
      "Output count for unique objects :  {'car': 3}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2020\n",
      "FOR FRAME  2020\n",
      "Output count for unique objects :  {'car': 3}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2021\n",
      "FOR FRAME  2021\n",
      "Output count for unique objects :  {'car': 5, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2022\n",
      "FOR FRAME  2022\n",
      "Output count for unique objects :  {'motorcycle': 1, 'car': 5, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2023\n",
      "FOR FRAME  2023\n",
      "Output count for unique objects :  {'car': 4, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2024\n",
      "FOR FRAME  2024\n",
      "Output count for unique objects :  {'car': 4, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
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      "FOR FRAME  2025\n",
      "Output count for unique objects :  {'truck': 1, 'car': 3, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2026\n",
      "FOR FRAME  2026\n",
      "Output count for unique objects :  {'car': 4, 'person': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2027\n",
      "FOR FRAME  2027\n",
      "Output count for unique objects :  {'bus': 1, 'car': 6, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2028\n",
      "FOR FRAME  2028\n",
      "Output count for unique objects :  {'motorcycle': 1, 'car': 4, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2029\n",
      "FOR FRAME  2029\n",
      "Output count for unique objects :  {'truck': 1, 'car': 5, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2030\n",
      "FOR FRAME  2030\n",
      "Output count for unique objects :  {'truck': 1, 'bus': 1, 'car': 2, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2031\n",
      "FOR FRAME  2031\n",
      "Output count for unique objects :  {'chair': 1, 'truck': 1, 'bus': 1, 'car': 1, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2032\n",
      "FOR FRAME  2032\n",
      "Output count for unique objects :  {'car': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2033\n",
      "FOR FRAME  2033\n",
      "Output count for unique objects :  {'chair': 1, 'car': 1, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2034\n",
      "FOR FRAME  2034\n",
      "Output count for unique objects :  {'chair': 1, 'car': 1, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2035\n",
      "FOR FRAME  2035\n",
      "Output count for unique objects :  {'chair': 1, 'person': 1}\n",
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      "FOR FRAME  2036\n",
      "Output count for unique objects :  {'truck': 1, 'car': 6, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2037\n",
      "FOR FRAME  2037\n",
      "Output count for unique objects :  {'car': 7}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2038\n",
      "FOR FRAME  2038\n",
      "Output count for unique objects :  {'car': 8}\n",
      "------------END OF A FRAME --------------\n",
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      "FOR FRAME  2039\n",
      "Output count for unique objects :  {'car': 7}\n",
      "------------END OF A FRAME --------------\n",
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      "FOR FRAME  2040\n",
      "Output count for unique objects :  {'truck': 1, 'car': 3}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2041\n",
      "FOR FRAME  2041\n",
      "Output count for unique objects :  {'truck': 1, 'car': 4, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2042\n",
      "FOR FRAME  2042\n",
      "Output count for unique objects :  {'truck': 1, 'car': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2043\n",
      "FOR FRAME  2043\n",
      "Output count for unique objects :  {'truck': 1, 'car': 6, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2044\n",
      "FOR FRAME  2044\n",
      "Output count for unique objects :  {'truck': 1, 'motorcycle': 1, 'car': 3, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2045\n",
      "FOR FRAME  2045\n",
      "Output count for unique objects :  {'car': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2046\n",
      "FOR FRAME  2046\n",
      "Output count for unique objects :  {'car': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2047\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  2047\n",
      "Output count for unique objects :  {'car': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2048\n",
      "FOR FRAME  2048\n",
      "Output count for unique objects :  {'truck': 1, 'car': 4, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2049\n",
      "FOR FRAME  2049\n",
      "Output count for unique objects :  {'truck': 1, 'car': 2}\n",
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      "FOR FRAME  2050\n",
      "Output count for unique objects :  {'truck': 1, 'bus': 1, 'car': 3}\n",
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      "Output count for unique objects :  {'truck': 1, 'car': 2}\n",
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      "Output count for unique objects :  {'car': 3}\n",
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      "Output count for unique objects :  {'car': 1}\n",
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      "Output count for unique objects :  {'car': 2}\n",
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      "Output count for unique objects :  {'car': 2}\n",
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      "FOR FRAME  2056\n",
      "Output count for unique objects :  {'car': 3}\n",
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      "FOR FRAME  2057\n",
      "Output count for unique objects :  {'car': 2}\n",
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      "FOR FRAME  2058\n",
      "Output count for unique objects :  {'car': 3}\n",
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      "FOR FRAME  2059\n",
      "Output count for unique objects :  {'car': 5}\n",
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      "Processing Frame :  2060\n",
      "FOR FRAME  2060\n",
      "Output count for unique objects :  {'bus': 1, 'car': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2061\n",
      "FOR FRAME  2061\n",
      "Output count for unique objects :  {'car': 6}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2062\n",
      "FOR FRAME  2062\n",
      "Output count for unique objects :  {'truck': 1, 'car': 3}\n",
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      "Processing Frame :  2063\n",
      "FOR FRAME  2063\n",
      "Output count for unique objects :  {'truck': 2, 'car': 6}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2064\n",
      "FOR FRAME  2064\n",
      "Output count for unique objects :  {'car': 4}\n",
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      "Processing Frame :  2065\n",
      "FOR FRAME  2065\n",
      "Output count for unique objects :  {'car': 7}\n",
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      "Processing Frame :  2066\n",
      "FOR FRAME  2066\n",
      "Output count for unique objects :  {'car': 4}\n",
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      "Processing Frame :  2067\n",
      "FOR FRAME  2067\n",
      "Output count for unique objects :  {'car': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2068\n",
      "FOR FRAME  2068\n",
      "Output count for unique objects :  {'car': 7}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2069\n",
      "FOR FRAME  2069\n",
      "Output count for unique objects :  {'car': 5}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2070\n",
      "FOR FRAME  2070\n",
      "Output count for unique objects :  {'chair': 1, 'bus': 1, 'car': 8, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2071\n",
      "FOR FRAME  2071\n",
      "Output count for unique objects :  {'car': 5}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2072\n",
      "FOR FRAME  2072\n",
      "Output count for unique objects :  {'car': 5}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2073\n",
      "FOR FRAME  2073\n",
      "Output count for unique objects :  {'car': 7}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2074\n",
      "FOR FRAME  2074\n",
      "Output count for unique objects :  {'car': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2075\n",
      "FOR FRAME  2075\n",
      "Output count for unique objects :  {'bus': 1, 'car': 7, 'person': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2076\n",
      "FOR FRAME  2076\n",
      "Output count for unique objects :  {'bus': 1, 'car': 5, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2077\n",
      "FOR FRAME  2077\n",
      "Output count for unique objects :  {'motorcycle': 1, 'car': 4, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2078\n",
      "FOR FRAME  2078\n",
      "Output count for unique objects :  {'motorcycle': 1, 'car': 6, 'person': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2079\n",
      "FOR FRAME  2079\n",
      "Output count for unique objects :  {'car': 5, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2080\n",
      "FOR FRAME  2080\n",
      "Output count for unique objects :  {'car': 5, 'person': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2081\n",
      "FOR FRAME  2081\n",
      "Output count for unique objects :  {'motorcycle': 1, 'car': 1, 'person': 3}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2082\n",
      "FOR FRAME  2082\n",
      "Output count for unique objects :  {'truck': 1, 'car': 2, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2083\n",
      "FOR FRAME  2083\n",
      "Output count for unique objects :  {'motorcycle': 1, 'car': 4, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2084\n",
      "FOR FRAME  2084\n",
      "Output count for unique objects :  {'car': 6, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2085\n",
      "FOR FRAME  2085\n",
      "Output count for unique objects :  {'truck': 2, 'bus': 1, 'car': 3}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2086\n",
      "FOR FRAME  2086\n",
      "Output count for unique objects :  {'car': 6}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2087\n",
      "FOR FRAME  2087\n",
      "Output count for unique objects :  {'car': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2088\n",
      "FOR FRAME  2088\n",
      "Output count for unique objects :  {'car': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2089\n",
      "FOR FRAME  2089\n",
      "Output count for unique objects :  {'car': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2090\n",
      "FOR FRAME  2090\n",
      "Output count for unique objects :  {'car': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2091\n",
      "FOR FRAME  2091\n",
      "Output count for unique objects :  {}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2092\n",
      "FOR FRAME  2092\n",
      "Output count for unique objects :  {'chair': 1, 'bus': 1, 'car': 3}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2093\n",
      "FOR FRAME  2093\n",
      "Output count for unique objects :  {'bus': 1, 'car': 5}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2094\n",
      "FOR FRAME  2094\n",
      "Output count for unique objects :  {'bus': 1, 'car': 2, 'person': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2095\n",
      "FOR FRAME  2095\n",
      "Output count for unique objects :  {'bus': 1, 'car': 4, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2096\n",
      "FOR FRAME  2096\n",
      "Output count for unique objects :  {'car': 3}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2097\n",
      "FOR FRAME  2097\n",
      "Output count for unique objects :  {'chair': 2, 'car': 5}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2098\n",
      "FOR FRAME  2098\n",
      "Output count for unique objects :  {'car': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2099\n",
      "FOR FRAME  2099\n",
      "Output count for unique objects :  {'car': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2100\n",
      "FOR FRAME  2100\n",
      "Output count for unique objects :  {'car': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2101\n",
      "FOR FRAME  2101\n",
      "Output count for unique objects :  {'car': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2102\n",
      "FOR FRAME  2102\n",
      "Output count for unique objects :  {'car': 3}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2103\n",
      "FOR FRAME  2103\n",
      "Output count for unique objects :  {'car': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2104\n",
      "FOR FRAME  2104\n",
      "Output count for unique objects :  {'car': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2105\n",
      "FOR FRAME  2105\n",
      "Output count for unique objects :  {'car': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2106\n",
      "FOR FRAME  2106\n",
      "Output count for unique objects :  {'car': 4, 'person': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2107\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOR FRAME  2107\n",
      "Output count for unique objects :  {'truck': 1, 'car': 3, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2108\n",
      "FOR FRAME  2108\n",
      "Output count for unique objects :  {'chair': 2, 'car': 2, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2109\n",
      "FOR FRAME  2109\n",
      "Output count for unique objects :  {'car': 4}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2110\n",
      "FOR FRAME  2110\n",
      "Output count for unique objects :  {'car': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2111\n",
      "FOR FRAME  2111\n",
      "Output count for unique objects :  {'motorcycle': 1, 'car': 4, 'person': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2112\n",
      "FOR FRAME  2112\n",
      "Output count for unique objects :  {'car': 7, 'person': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2113\n",
      "FOR FRAME  2113\n",
      "Output count for unique objects :  {'car': 2, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2114\n",
      "FOR FRAME  2114\n",
      "Output count for unique objects :  {'truck': 1, 'motorcycle': 1, 'car': 6, 'person': 2}\n",
      "------------END OF A FRAME --------------\n",
      "Processing Frame :  2115\n",
      "FOR FRAME  2115\n",
      "Output count for unique objects :  {'chair': 1, 'truck': 1, 'car': 5, 'person': 1}\n",
      "------------END OF A FRAME --------------\n",
      "Video/detected_traffic.mp4.avi\n"
     ]
    }
   ],
   "source": [
    "# Model to Use\n",
    "use_model = \"yolo-tiny.h5\"\n",
    "\n",
    "analisys_video = \"detected_\" + use_video\n",
    "\n",
    "detector = VideoObjectDetection()\n",
    "\n",
    "# Iniciate model\n",
    "#detector.setModelTypeAsYOLOv3()      # To YOLOv3 model\n",
    "#detector.setModelTypeAsRetinaNet()   # To Retinanet model\n",
    "detector.setModelTypeAsTinyYOLOv3()   # To TinyYOLOv3 model\n",
    "\n",
    "detector.setModelPath( os.path.join(yolo_path , use_model))\n",
    "detector.loadModel()\n",
    "\n",
    "vid_path = detector.detectObjectsFromVideo(input_file_path=os.path.join( video_path, use_video),\n",
    "                                           output_file_path=os.path.join(video_path, analisys_video),\n",
    "                                           frames_per_second=20,\n",
    "                                 #          per_second_function = forSeconds,\n",
    "                                           per_frame_function = forFrame,\n",
    "                                 #          per_minute_function= forMinute,\n",
    "                                           minimum_percentage_probability=30,\n",
    "                                           log_progress=True,\n",
    "                                           return_detected_frame=True)\n",
    "                                           \n",
    " \n",
    "print(vid_path)\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Finished...\n"
     ]
    }
   ],
   "source": [
    "print('Finished...')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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