key_frame_extraction.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2774e281",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1f8e0cef",
   "metadata": {},
   "outputs": [],
   "source": [
    "def framing(video):\n",
    "    fr = []\n",
    "    fr_pre=[]\n",
    "    cap = cv2.VideoCapture(video)\n",
    "    while (cap.isOpened()):\n",
    "        ret,frame = cap.read()\n",
    "        if ret == True:\n",
    "            grayed = cv2.cvtColor(frame,cv2.COLOR_BGR2GRAY)\n",
    "            canned = cv2.Canny(grayed,320,320)\n",
    "            fr.append(frame)\n",
    "            fr_pre.append(canned)\n",
    "        else:\n",
    "            break\n",
    "    cap.release()\n",
    "    return fr_pre,fr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a3ed2945",
   "metadata": {},
   "outputs": [],
   "source": [
    "#frames,ogframes = framing('cam_a.mp4')\n",
    "frames,ogframes = framing('cam_b.mp4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f7962c0d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "[[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]] [[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]]\n",
      "[[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]] [[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]]\n",
      "[[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]] [[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]]\n",
      "[[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]] [[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]]\n",
      "[[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]] [[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]]\n",
      "[[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]] [[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]] [[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]]\n",
      "[[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]] [[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]]\n",
      "[[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]] [[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]]\n"
     ]
    }
   ],
   "source": [
    "diff = []\n",
    "for i in range(0,len(frames)-1):\n",
    "    print(frames[i],frames[i+1])\n",
    "    diff.append(cv2.absdiff(frames[i],frames[i+1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f732a981",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'list'>\n"
     ]
    }
   ],
   "source": [
    "print(type(diff))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f066b3f5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.44642985026041665 10.660221020465125\n"
     ]
    }
   ],
   "source": [
    "mn = np.mean(diff)\n",
    "st_d = np.std(diff)\n",
    "print(mn,st_d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f941c85d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The threshold==> 43.087313932120914\n"
     ]
    }
   ],
   "source": [
    "a = 4 \n",
    "ts = mn + (a * st_d)\n",
    "print('The threshold==>',ts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "813af8fe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1109 83.84806361809301\n",
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     ]
    }
   ],
   "source": [
    "a_fr = []\n",
    "for i in range(len(diff)):\n",
    "    mn = np.mean(diff[i])\n",
    "    st_d = np.std(diff[i])\n",
    "    fr_ts = mn + (4*st_d)\n",
    "    print(i,fr_ts)\n",
    "    a_fr.append([i,fr_ts])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "61a686e1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "1138 75.68876129591843\n",
      "1139 75.81329817231946\n"
     ]
    }
   ],
   "source": [
    "imp_fr = []\n",
    "for i,ac_tr in(a_fr):\n",
    "    if ac_tr >= ts:\n",
    "        print(i,ac_tr)\n",
    "        imp_fr.append([i,ac_tr])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "688efaf7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      " ...\n",
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      " [0 0 0 ... 0 0 0]] 1139\n"
     ]
    }
   ],
   "source": [
    "key_fr = []\n",
    "for i,_ in imp_fr:\n",
    "    key_fr.append(ogframes[i])\n",
    "    print(diff[i],i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "6a1e7a4e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    }
   ],
   "source": [
    "for i in range(len(key_fr)):\n",
    "    cv2.imshow('keys',key_fr[i])\n",
    "    print(\"Frame no==>\",i)\n",
    "    k = cv2.waitKey(100) & 0xFF\n",
    "    if k == ord('q'):\n",
    "        break\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "4e079e33",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1141\n",
      "485\n"
     ]
    }
   ],
   "source": [
    "print(len(frames))\n",
    "print(len(key_fr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "1e8bb9f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "count = 0\n",
    "for i in range(len(key_fr)):\n",
    "    #cv2.imwrite('custom_dataset_keyframes/cam_a/%d.jpg'%count, key_fr[i])\n",
    "    cv2.imwrite('custom_dataset_keyframes/cam_b/%d.jpg'%count, key_fr[i])\n",
    "    count+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "83c22d6f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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