Convolutions_Sidebar.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Convolutions Sidebar.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.5.2"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/mohanrajmit/Image-Read/blob/master/Convolutions_Sidebar.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "DZ5OXYiolCUi",
        "colab": {}
      },
      "source": [
        "import cv2\n",
        "import numpy as np"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SHW-9yIdvDOe",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 33
        },
        "outputId": "61317bdd-87e8-4637-d8a1-34a70b134cfc"
      },
      "source": [
        "!git clone https://github.com/mohanrajmit/Image-Read.git"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "fatal: destination path 'Image-Read' already exists and is not an empty directory.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7hvHtDj2vQYR",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "img = cv2.imread(\"/content/Image-Read/1.jpg\")\n",
        "\n",
        "img = cv2.resize(img,(100,100))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KQ-ODAXL11KO",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "R4p0cfWcfIvi",
        "outputId": "8543cd1c-4d26-4655-c888-3c8ed1427dd0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 268
        }
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "plt.axis('off')\n",
        "plt.gray()\n",
        "plt.imshow(gray)\n",
        "plt.show()"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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1Cs/BFkmUDD1dQPRalG5aKJR1JNHiHxs60zRWvUcvkUi3RYwsQAvHkTMvuu6m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\nhZGgfuyFwkhQP/ZCYSSoH3uhMBL8P6gM3lOnGK09AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "o5pxGq1SmJMD",
        "colab": {}
      },
      "source": [
        "i_transformed = np.copy(gray)\n",
        "size_x = i_transformed.shape[0]\n",
        "size_y = i_transformed.shape[1]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "quMxPlzyvlV1",
        "colab_type": "code",
        "outputId": "3907ef28-8ca1-4a20-ac20-a08e3e0c71b4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 50
        }
      },
      "source": [
        "print(size_x)\n",
        "print(size_y)"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100\n",
            "100\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "sN3imZannN5J",
        "colab": {}
      },
      "source": [
        "# This filter detects edges nicely\n",
        "# It creates a convolution that only passes through sharp edges and straight\n",
        "# lines.\n",
        "\n",
        "#Experiment with different values for fun effects.\n",
        "#filter = [ [0, 1, 0], [1, -4, 1], [0, 1, 0]]\n",
        "\n",
        "# A couple more filters to try for fun!\n",
        "filter = [ [-1, -2, -1], [0, 0, 0], [1, 2, 1]]\n",
        "#filter = [ [-1, 0, 1], [-2, 0, 2], [-1, 0, 1]]\n",
        "\n",
        "# If all the digits in the filter don't add up to 0 or 1, you \n",
        "# should probably do a weight to get it to do so\n",
        "# so, for example, if your weights are 1,1,1 1,2,1 1,1,1\n",
        "# They add up to 10, so you would set a weight of .1 if you want to normalize them\n",
        "weight  = 1"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "299uU2jAr90h",
        "outputId": "4e9e365e-1faf-429d-d10c-ccd2b5935c0d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "for x in range(1,size_x-1):\n",
        "  for y in range(1,size_y-1):\n",
        "      convolution = 0.0\n",
        "      convolution = convolution + (gray[x - 1, y-1] * filter[0][0])\n",
        "      convolution = convolution + (gray[x, y-1] * filter[0][1])\n",
        "      convolution = convolution + (gray[x + 1, y-1] * filter[0][2])\n",
        "      convolution = convolution + (gray[x-1, y] * filter[1][0])\n",
        "      convolution = convolution + (gray[x, y] * filter[1][1])\n",
        "      convolution = convolution + (gray[x+1, y] * filter[1][2])\n",
        "      convolution = convolution + (gray[x-1, y+1] * filter[2][0])\n",
        "      convolution = convolution + (gray[x, y+1] * filter[2][1])\n",
        "      convolution = convolution + (gray[x+1, y+1] * filter[2][2])\n",
        "      convolution = convolution * weight\n",
        "      print(convolution)\n",
        "      if(convolution<0):\n",
        "        convolution=0\n",
        "      if(convolution>255):\n",
        "        convolution=255\n",
        "      i_transformed[x, y] = convolution"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "6XA--vgvgDEQ"
      },
      "source": [
        "Now we can plot the image to see the effect of the convolution!"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "7oPhUPNhuGWC",
        "outputId": "2e0fabe8-e8ef-42af-e1ba-9417f8e904aa",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "source": [
        "# Plot the image. Note the size of the axes -- they are 512 by 512\n",
        "plt.gray()\n",
        "plt.imshow(i_transformed)\n",
        "#plt.axis('off')\n",
        "plt.show()   "
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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NEkSa8KPLUeclvtJXU+iH0206QfdX567PNoznIS1GqdNrrrkmUKVO98I8k0I3\nB6x1BOakat19eeMb3wi0t+YG2H777YEqNRkqDVFOPR/+VGv5lMQvRToFBQW1GKjEjzGydOnSlp1t\nbXDPG6Y0WIVqFMrpV+Jr/1pRtUJrNff/a75QrfLSEhR+efDBBwE4+eSTW9usttpqjedkE08sRiHf\nwXfDSflC9Juknk3Iguo61flRPFRoZdFNUtb9vsoqqwDwF3/xFwAsXry4Y8zOO+8MdEp8nY9lg1Z7\neNv6uylSrblzKBK/oGAEMfCyXKDWxvf21hlnnAFUHWvf+973trb513/918bHlFTw9qD3LtvfNSdv\nW77iFa8AKlvcepXf8IY3ALDRRhsBlUdaRCKy0WB6l9L2A0VOmqSN6nrrWkr6yWttx0iqigNRuPXW\nW4G0fZ2z23/wgx9k55TbZu7cKilV2p60NZX5ikhGEt9KXxWceUgTkB9roig2fkFBQS2GIvEl6VK9\nyj3vvWx9xczf+c53tsaql9qNN97Yto/Uyi2b0nff0Rit5LZMd9NNNwUqWihtK9ZX2fg2TVb5B698\n5SuBqgDDSrI/V/j+hHUSSGMUi5dGliqX9Z5tQaXcKeSOnbLxBRWIeTtd2htUfp7rr78eqHI6/DNo\nj5/rEbnhhhtm5zLVKBK/oGAEMRSJnyLKkI0nbcDHS3/6058CsNNOO7W+U5Zc3WrrIXtQtrYKPiSR\nbXx/vfXWAyrNQnOTbS+pbuPukiiyC1Umqy68dfaon/9klutOFE3m4v0odbFt3V9dn5e//OUAXHbZ\nZR1jJVU9PBmGPbZ/fkT4kdMeALbaaiug8h1oH7a82Z+TNEX/DDaB+jVMFopXv6CgoBblxS8oGEEM\nXNVfunRpsuWPV/99eO3ZZ58F4N///d9b23zhC18AKoef/S0HX88uFVAOHDns7N9S26XWeRVTaqod\no0QMOQLl9LMqqOf6zxV+TDVsYkwuGSalvmve2r6u0Ca3P5lGe++9d3asvScWCrNayCGr/eoaKpxa\nV8giFV/FU0oVrmtqmTMtmsC2C5sMlHBeQUFBLYbi3BOsM8IX6fgUWq1mWpUBHntsjPtDrKt1El/h\nu1122QWAyy+/HIAnn3wSgNVXXx2oVnuokm+6MaimnCpKJ1WxhVI6bXvjOlbgQaKJxE856pS8Iskv\nLarJeeiaiWFW12mDDTZojdH1V5vyJtD2mtOdd94JVAk3qdCaxqokvJfEqol00JEWOAwUiV9QMIIY\naicdm7Iru993tPFceTal9rTTTgMq/nWRdijZx0Irs+Uwh8p3IPvUcpZ5Kac5ei3ESjhPriH7cLfd\ndgPaSSU8l99E7MV+oHTZflM1Qe1wAAAgAElEQVSHNV9dl1TxVQ46R22jkKiKsQC+8pWv9Dwn+V98\nAZS0kTp+vl7CYZOBXoqLmqCE8woKCmoxFK++J7aASmr4Ipq6z0qb3H333YGKAisl8XWsnF2V6rzq\nbXqfaixJb8/Dd4qR5Jekt2W7nnBj0BJf2omVPL2UBEtL0v1UxKSJxPfagvwFvaSxqpzVRhPuu+++\n2m18cpTFoElOJvs+F69+QUFBLYbi1U95x/W3t+nrSAy1jVIfjzzyyLb/v/Wtb3Vsk7Or9L1dNX16\np7fpvbffzlPbShpJEm2xxRatsSruqZNCUwnN0Z5nL7z8uv46f5XP6hrUFSbpmNKWVHKreHsTaNsm\nPgrfqyAlHQelaU0HFIlfUDCCKC9+QcEIYqjhvBS/nU/V9Q4Xq1ZrrNRosasccsghQNVUEeCWW25p\nND+rNua4932o0Tr06lRJaOe9l1rrnWQ+XNhvu6duULpyqoVTE3imXJ2PnIZ1qr7OQyp/qjqyG3px\nxvm06FS6+KCqIXthKpoqFIlfUDCCGGo9fopzz4d5JAF88gxUK7NWzptvvhmo+M8OPPDA1timEt9C\nmolfmVXQo24nlhfdN+X0sCG89ddfH6hq9VMJQanPTeEdjB6S2KlilxwsI6ygeyRtp4kkVuKUehRI\n4lvtQ7X6uXbfusZNEmE8i7Odo9cy+7nevWgL4nlI8QlMZL+9oEj8goIRxFASeFKJKt5e9ok7KXvX\nM+Qq+eTiiy8G4JhjjmmNfctb3gLAhRde2HiuORtMSSaHHXYYULED2Xn78/Ccf1Ax+Eji+7TkiYaX\nupXJSgr2YmtaiS9mHNn2Sr/tJRVVY7WtZSEWG486FR133HFAVY7dS/jTh4tTaHK9cyXUvUCtuptI\n/KlCkfgFBSOIgUv8GGNr1UytsCl+e+jk3bfbe3ZXkTBYxlZxmPci8XOQzentRjtPL/k1Vxs1UDdc\naRBKJ5Y/Y6q8vpKu/WgUlhlZ90r7k8+gF2mo66SiGnvOG2+8cdtYMS4LvRB/CJqbLcaajOvciw1+\n+OGHA/DlL3+57/1KW4RK0/3Tn/7UeB5F4hcUjCCG4tVPxb/lGfY2n7fN7DY+OuAJLWTrQ8XIu99+\n+wHw/e9/v+/5K2/gX/7lXzp+03xzZB12RV6yZAkACxYsANpJOqA3e1JjRfUFFTuwh+Lsqb4G3WBt\ncJ2TpKf/3KTgRz4D9S5QsU4K8vILE/F099thdzLSetWRqQ6KdmievpeeIkJQ5YYst9xyjf0eReIX\nFIwghmLjp1Yl78n2GVySIimJ7+1nSTIrQe+55x6g6m2n0l1f4GGloP/Nc/+LS93OKZftpzF2nzpH\neXfXXnttoKKaSkl6jdH1EmWV7Ottt922NTYn8fuR9IKNs+u6697o3KRR6Pe6zECRkiqub6m3PCaz\ni3Av5COTnTmpDNP58+cDla/HQvdZ98pLfN136E8LKRK/oGAE0ejFDyHMDiGcF0K4L4RwbwhhhxDC\nqiGEK0IIvxz/f5WpnmxBQcHkoKnOdwpwaYzxbSGElwIrAn8LXBlj/McQwseBjwPHN9mZD3lBZ720\n5+XT/ylmXu8A1BirAt10000AzJ49G4CDDz4YgDPPPLNtbnXOEZ9ElGu9befi2YNTjLZ33303UNXq\nv+pVrwLa+fkEqYAK50jl074sC3EOcqj1o/KnknN0XRReE5efzqOuvZRSmJsk/dgCJ5hYOutkqfq5\nZCudO3TyPJ577rlAxbycUvV1XXLn1gvzcApdJX4IYWVgZ+Ab4xP5U4zxGWAhcPr4sNOBt0xoJgUF\nBQNDkyV/PeBJ4LQQwpbALcCHgDVjjEvGxzwOdI9RMLZ6+sQbfQ+dCTz634f5UmN9CNAmZmiF/PGP\nfwxU/Hxq06zWyHWSR1JCx0lpB77E0xeSpDj9tI0kv0KOcorZwh797aWf5takGElaj01imQj8ualI\nyjukUhDjj9h7bCmv337evHltn5s05xT6SbWt20Yal0qbfSHRZptt1vpbWpnus8rF69iGJirRu6GJ\njT8LeB1waoxxK+CPjKn1LcSxNzCpk4QQjg4hLA4hLJ5Mr2xBQUH/aCLxHwUejTHeNP75PMZe/N+G\nEObEGJeEEOYAT6Q2jjEuAhYBzJkzJ6YIEKAz7TbHQ2e3zxFXpMorJf2VFqsOOnvssQdQSfwm8La9\nPY7ngVN4KmWvq6vP1Vdf3fa95ur56qFK+plIkYik1ESTUXIFSG9/+9uBqsjmmmuuye5DfoGU9Lbl\nzgBbb71133Pt5XrJByI7XSngFirJVumzl/gptl/fB1JJS5OFSWXZjTE+DjwSQlDi9O7Az4GLgSPG\nvzsCuKi3aRYUFAwLTd26HwTOHPfo/xo4irFF45wQwruBh4CDmuwohNCyLVM0Sz7RJVe0A5Uk1H4k\neZqQdlx11VVAVVqrIp5rr722yWm0HU+JGNBZainJIE3Drsq2iMjOV9JDZa91NFFeI2qSbKK0WGk9\n/UKJOr4seocddgAqG3bRokUd26q/gO63ngnrY/FdatdZZ522z/1oPZqTyFSg6pknqPuxCDNSEl++\nllxkJOWpF+ok80QiFb2kITd68WOMtwPbJH7avfGRCgoKpg0GmrK7dOlSnnvuuZbEsRzuuWIcL+FS\nkYCcf8DCp9BKmshm3nXXXYF6iZ/bf53El1SX19oWufj4rvYrKqzNN98caPfU+2iBv25N7HbF2SdL\n4uuYkviSkLJlU5CfQfdOUtbCa4S9EG/kfCs6d6VuQ6fEV8SkjihDEr+fXghTJfF7QUnZLSgYQZQX\nv6BgBDHw6rwXXnihpW7ZuL7+9tVsPnHHqlYKBXnzIMXW4yv3NFahJrWxVqtt6Gy+maqwg3Z1Uuqv\n1FQlYtQl+3iedanISum0qn4qdTk1x9Q8BZkbKQabXlRNqcS6Nzr2qaeeCtRz5Ou+SuXXdVOVIVRh\nNSVZyWwSR2Fdgo0cc17V1znr97rz8q22LbpdpxSDdBPkTLUmCUi9hGeLxC8oGEEMVOLHGFsOPmhf\n3bWCeilU5zxJ8fP74/n9eGehwi4/+9nPgCqsB3Dvvfe2jfEce9pXqvW2D7elijm0evuQkMao4Gb7\n7bdv/aZEI7+6p4qAcnjssceAzrRf6C7p7bWWlqZzFGvMpZdeCqQ5+AVpHZqvjmvTWFWQJEes7sMR\nR4ylj9R1AvL8hbp30qZe+9rXZufWRNvpNiYlmcW800sfg17m1AuKxC8oGEEMVOIreUdhJCsRFM6R\n5PJpsVqxrQbgi0z8Kptadb0E1hiFoDbddNPW2L333huAr33ta237aGJLaYXW/lOS2GshkmAqVJF9\nuueee7a2kWbiNZdeIInTD+9cilFY56r76SWaQplQMe5I65OG5/sHQpUOq0Qm+YakddT5EKQl5LRB\n2658svoYdIN6Op5yyilAb1K8ydx6eRaKxC8oGEEM3Kv/4osvtqS3tedli8m7K4+qT921K5+33+q6\npXgb2HtlZXOq/x5UEl/2YI7Drg51q7q3b3P87iIRgUor0PXxUruJZNC2utZN4MujU9D90Bwlsa0v\nRxJf916anu6hTXDytrvn42vSWTfnBbffd7tmk8W5p16O4tOfSKFVCpNapFNQUPDnh4FL/JkzZ7Yk\nsl3RtVpJAvi+eHWrmS/hTW2j3ySVPCWWjvfggw+2tlEMXqW7/Uh8b8db6ZKT+D5ma+m0VNwi+CKm\nJhJfUrsupdajyX4VJdC8ZfPbdFzZ/yn6NWjP7fASXZrERCC/UF0RjZBKE/dSupd+gUrR7scvM9ko\nEr+gYAQxcK/+zJkzkxJZtp0vuLHbevg4uCSm9zbb/UqaaqzXFuyKrow5ETIonl5HHplDXe8/IZed\nZSWObOTcPixy2WX63MRG7gUquvKeeuvV19+6/rL/fTTHficfi/fdpIhQutm52qftcJxDXWddjyYZ\nj6eddlrbHHqBtKdU7oXw1FNPNSYRLRK/oGAEUV78goIRxFCbZtpUVam3cu74hBeNtWqS1Cvf2sof\nx/7tnXreKWbVarGjqhVXP6p+nern1X8/F1+8Y6EGkmLr6UV9tCGzyYSfp5yH9j7rXOfMmQNUKbra\n1t53zfM73/kOUCU2HXrooUDaodlN1dczIrZlOye/j1TSmEcTp56g58bfK8serDp/fy3l2NQzoaQm\ni+WXX740zSwoKMhjKBI/5QjxjhpfECNYx5dWP98eO8VH58t89b+cSz58aPerwhiljO6///5Aexvu\nbkitxLkwpD7XOWq8k0cpqOLmHyZ0z+Q8tEw/us7iz5OzT45Bm1Qkia80aqUwn3322W376iepxjZU\n9aXgPllsogUycg57xiXBtv+WJPcSX07dOofj888/33iuReIXFIwghiLx6+BXW2/bp7j465h4PXy/\nPa8dWJtN3ynpROG9ffbZB+jswlMHr2FAJdG9Td8kzCYJKbKOrbbaCkhLfJXL6v/J0gr89c4lUKV8\nFAr16ZylTdl9rr766m3beLu2SXJXDrZLjw/lNrGTNW9dU9u22kMSXwlhXpOzyUQpchTIp3P7OTUt\nvCoSv6BgBDEUie+lOXRKP5/I43vpQWfaZy75x+7fw6+QddJDHnRJC3n5e+nCk+r2K2yyySZAp0S2\nfdg8x/trXvMaAO655x6gnchC5yxveIofvlekClZUjJMrOklJK9n9svXltbY2rHoICiL46EfS+wiJ\n7dHnIe1DbNAp21y+CDEs10l8SfQcdZuIUSaKl770pcWrX1BQkMdQUnYVq7dEGj7tVqhb3f1vnlDT\nahQ54opc/73UGNnpIsOQd99SY+Vi/JLEol+CzkIRUU15iZ+K2QqS4tJG7PXzHYUmozhE0t0ey5c6\n675Kwtn+CYIkvjz3kviSttBZkHTBBRcAnSQnTcpmNVd50K2N730q6oSr/1MSX89CrhuSnYe0gSa0\naBNBieMXFBTUYuA2/owZMzpWbOiUEkIdEYcvefX7tR50rbae4snnC6Ri/16j0Covb796xUFe4kt6\nqTd9CqKLkqTWcZXNZX/TXNTtpS6mnes83A9SEl8anKcZkxS3x/UdYrWtbOY673Wq47DdFqoSYGkZ\nPrNOOQH2OOqmJGhb+QFSmqOeI2/bp66/fQ4tJqtrjrSkFVZYoXj1CwoK8igvfkHBCGLgqr5V1W1Y\nQyqKT9ipK4LIOfNSDsFceFAqnz++/U5z8OaGnHy77LJLa5tcUo/Ux5SjS2q6nH1eXbNqqY4t9VGO\nqZSjK2cKeXOhF1jzLGWyQcXpJ7PGNhX1qr5UZt95KAWZDj5d2ZofSpbRHPzzI0ddqq5d9+GZZ55p\n+9465XJMR3Vqu8wLhVyFnjjyahiWlERUVP2CgoJaDCWBJ7V6Saop7JViV/HwEswz79j9e57+Jm2l\nfYKQdwjKyXfnnXe2ttl2222BKilDjqO6UlgvMXUNUnNLlSdbKCEGKufjZDr3mrDT6nvPIQidTDL6\nX9+vtdZa2WPb5CQLm4yj655zEt53333ZufvnKVWk4/sxCD45x2qOe+21F1CFaX3CWUqL8hqod3rb\n58n2HWjKGlQkfkHBCGLgEj+EUJsk46WF4O13u42X9HUEDX4lrdMSfGpxzua3vfNEqqDuN2eccUbi\nKtQjVZAkdOuaau1pJan4c/fdiXqB7/OXgmxi3/03tb3OQ3NRCnIKkmzenraFLT79NUfAkoLG1mmb\nfvtUKjm0h/A23HDDtu98/wd7L/1vCk/KvyEtbvPNN29tI9/BkiVLGhODFIlfUDCCaCTxQwjHAu8B\nInAXcBQwBzgLWA24BTg8xti9dpD6tFifsCMowceujp4pt4l943n0vdZg9+ElY84/YLngxb3/9re/\nHYBdd90VgGuuuabr3DQXnZfXNOw8c95bm1766le/um1O/fTK87DXJ8cp76+blcg5BmGNfde73tVx\nzLPOOgtId8Xthiaec3+d69K4c0VkPuXc9oVUYpbvHpwqVpN2oP1Ia9O2ivyogMjixRdfnDwijhDC\nXOAYYJsY4xbATOAdwAnASTHGDYDfAe9udMSCgoKho6mNPwtYIYTwPLAisATYDTh0/PfTgf8HnNpt\nRzmp3I0sss4L66V4XS/6nFc2Zdf573JeX3scefEVrxdBRhOJ71drL02g0y7352oLf3beeWcA7rjj\njrb9TIRs0143T2eWm6ONs/trKG1JtqwKlSxOOOGExvPzUrqXLrO+kKtuH962V9qwxloSEZ3jTjvt\nBFQamHINbLRiyy23BCp/hqIQXttJpS/PmDFj8op0YoyPAScCDzP2wj/LmGr/TIxRd/hRYG5q+xDC\n0SGExSGExVYlLigoGB6aqPqrAAuB9YC1gZWAfZoeIMa4KMa4TYxxm166sxYUFEwdmqj6ewAPxhif\nBAghfA/YEZgdQpg1LvXnAV1pREIIfSeRpNpi2f3a37zqZn/rlnJpVVkf+vNJQCn4Fk1y7m233XZA\nlebbBHVOS98+LKWOSsUXg0+TZKIcUm2yu7Wg1jVNOUz1v9Td9dZbL3vsbs1KU2nK3ZxcqXuoc/PX\nOxVClrNZyUM655NOOqljv0pDFhOyKjgV5rTOzxtuuAGozAON8edjKzaFXlp+NXHzPgxsH0JYMYyd\n9e7Az4GrgbeNjzkCuKjxUQsKCoaKrhI/xnhTCOE84FbgBeA2YBHwA+CsEMLnxr/7RpMD9htSyhWE\n2H36cJiFZ6PJ8Z+lGjDmwjspZhvNT+221THm9a9/PdCbxBdSRTqCUlw9EwxUKaKHHHIIkJYSTZEK\np3ZLFtFcLcONN/eUsqtCkyZowpbUC3y4NqfJAKy//vpAJYkl8bWPD3zgAx3bKI1bCTwqVPLNRaE3\n/kaPXs69kVc/xvgZ4DPu618D2zWfVkFBwXTBUDj3+kGT9FJv26e0C2/r17Xj1jGVqOJ79DVZYSV1\nxbW3YMGC1m+XXHJJ7bYquFECSAqe1z2lsUj7kG3fLe03hX5YYjxDD3T2gNOcLBehh9JTfVlram45\nqe1Lka3mpGuoMb402D5HSrDxktn2v/OYiBSfKpSU3YKCEcRQinT6GZ+SOLleZ6lCklwih5cQdbz3\n3rufsvH9+ckWlIf9zW9+c+s3ef7VF81j1VVXBdqTcvx5SDr5whg79q677gIq+1Re8l4kv+x0m4zT\nzYMu6WqTT3QNNV8l7qgjkIpQoNICTjzxRKBK5xVDb+r4ujfyrWgOtn+fh8bqOniJb58n3QvZ5dIW\nNP9hoidijymcR0FBwTTFwCV+rzZ+EyIOH4NPFbf49FrvB0gV6fjSXZ/224TgQmPldbeMrnvssQcA\n5557bnJb+Qfq0k61vxRLseYrO1qxcmkAvdj4gvW1pLSMFKxXX158zden6n7qU59qjT3wwAOBqleh\ntKXzzjsPqKR7qtegJLBotOokvu5NjvfePoPyl/h8hMkogJooJjVlt6Cg4M8PA5X4M2fObOuUMlF4\naiSflZdahb209h56u2J6Qk5JUy/pmhSCaKzl3ZcEE/mEpfCCfOfUFOrIGCUZ1XVHPfpyXvI6WInf\njZQjpa3pOuh/davRvNUfD6oIwN577w3AoYeO1YSpt/3NN9+cPbbsdGUG1qFb73mrGUlLk39GmEjh\n02Rh6dKlk1eWW1BQ8OeH8uIXFIwghsKyOxGkGiTm1Ju69Fshx6sH3ZOGUoU9uf3r+Da1Vvxwqpv3\nqn4v8JwE9pian1TkibZsErwzNZf+nOKUk7nkWXft9fEOuY022giAhQsXAnD99dd3zEnX3yc91ZlC\nMj81Bx8mtNdLRVcqptHYibQgTzmhPRQ2rEu77iVUXiR+QcEIYpmT+HXSyifh2LG5ZJ86h6B3Guqz\n777TRAtJSRwV7IiRV06syy67LHuOOaRKSn04skkRiqAwW51zrJvGJaQcpmKd0RwtE6+gYhax0SiF\n+b3vfS8Axx9/fNs+U3MTmrDreu3PsykDXHXVVUCl3eha9sMH6O9PHRTS7Ie1OYUi8QsKRhADl/gx\nxg67brKRss09L7+XACmSjRz3vpegVsp6bcDb3nasQk633XYbUNmush97kSI+POmPZeddB6UJ9xJK\nzO3X9zSEziQZzTdluypkdvbZZwPwvve9D6hs8hS5SbdOQylofwrraY7ahz2/q6++Gqjuc1Me+xR6\n6WEo1uY6id9LQlaR+AUFI4ihFulYnvGpkP4p6ee75Xpvf12nHp/A48el9uMlgi1y0W/yQMuWlT13\nzjnnNDtRA0toUZfSmkNTu70JUmnE2q+fU4o1Vs/E5ZdfDlQstaKw+vKXvwzA9ttv37H/HENyChtv\nvDFQFeCojFhpxLZwyO9H56HjffrTnwaaEYuk5qTnw2tcTTSw4tUvKCioxcAl/tKlSztiuVBRMk0V\nBXeuwMYXWaS6pnip4Wm77DbebvOrcCrmL3tR9qPsufPPP79jm26w3WalQeTKflOQBPNUW90KcSz8\nNU31N/A9A1SQlILyD3R9JPFl46cKk7ppLHYbUWP5aIr8HfbcVfTjoSjFN7/5zY79K/XYl3Onci/8\ndd5ggw2AZtpfL36NIvELCkYQ5cUvKBhBDLVNdoo5pR8+uCbwx9TxPPtuHdOPb+mc4u/3bbwEjbXO\nPn9MqbRyah100EEAfPe73218nmqyCL2p50K3ZpAp+PPwYUS7re9VoGuXYgn2+1fY08M+K3KOdauW\ns22r5DT0kFMv5VgTY67OTWy7qefHO3h1zk3CeGp86tt/p1Cq8woKCmoxlJTdVLKJVm0b7oLJc/bl\nnD4+TdP+7p2QWrn1vVb9uiSOXFtl+7d3ylxxxRVAOyNvU9hEGB2zl4SpfpiE/TX12lWKBVfXu0mS\nkuZg2YssZs+e3fq76fNix8lZ6KGU4VRKcK6de52DLfXcd4Peh8nksYAi8QsKRhJDsfG9rWyhVVHh\npMlGrmeeD92lvqtrwy34lGAvEVIsL76Ti5hxNt10UwCOPvro1thFixbVnV4bNAdfdloH377as+L2\nkqKaClcJOmdJ1TporAqHPHbcccfW3wrJdZuvvXfdrovVelKt0VNj7XHrukBBe3ch7Vd+hfvvv79j\nzGSgSPyCghHEwDvpzJgxI7lqSirISypJk0thnCi83ZbSPnzKrrQQv6qnJJrff4oIJKdt6Nyvu+46\noErogTw/Xx08T3wd5A33KbVNWGR9X8JUQZSXlLmEGAvdm/nz5yd/V1kzwLXXXgtU96aJhnLTTTe1\nzb8ujdtrMV6K6zmV/8ciJ/Gtj0L3/uGHHwaqNOJVVlml63kUXv2CgoJaDMWr74kP7N+e7MLHk1Ne\n936g4zXhxPeo69zjpZ7vK58qAvKef22rmPyVV17Z2mbfffcFKj/AZOc7eHu3H+9+nZ9D30mTU/y7\nDpKIq6++OlB5930HHKiiBLpOisXfeuutbfu090xRFA/N1RaTyXegefvrr3NN2eQ+KiRYrcdHJfQs\n2EKhyUCR+AUFI4ihePV9rBg67RP95kkw7Uo9GTF+f9w6G1wrtubvbVn7d4qn3+4rdWwf69f/9913\nX2uM6Ln2228/AC688MKu5zgR+Lk0yUPwpCa2GMv7Meogzv11110XqKITynCUxFcxk8VRRx0FVFmP\nXuJbbU5+AWkUijTovGyWn2ztXCRgm222Adp7FngfkO++XPccq/tRk467pSy3oKCgFuXFLygYQQyF\nc8877KAz7OJTbD2DDkxdqE/INdrUXDz7ClStnWWqSI1LOQpzHAE+ndU6ijxLTB1kDmj/F110Uddt\nPKSOpvgKcqmnPmElxVfQRC1deeWVk8dWYpNCj6n7r1Co5+ZPFR1JbRcTj673008/DbS3wH7ggQeA\nfALPAQccALSr5jm+x17YjpvU2pdwXkFBQS3CZHVVaYJ11103Hn/88UmnWC7pI9cCOwUvRWyoSCu8\nl0a51FqLuoQOaHf0SAuRQ8g7dqzk9/P1n7Uvse4C7LDDDkAV6pNUlDPJMvDoO5Wdqj327bffDlTS\n3EoeXQ9pG03aQeekUapIJ9e5SNpDyvnppZ6ccFtttRXQ7nyTNiCePpW16nqJVcc6+2wCDVTXVM+P\nkqbqIAesGpJaNGmn7scKvWzz/PPPc9JJJ/HII4903ahI/IKCEcRAJX4I4Ungj0D3yozpgVey7MwV\nlq35LktzhWVnvuvGGFfvNmigLz5ACGFxjHGbgR60TyxLc4Vla77L0lxh2ZtvNxRVv6BgBFFe/IKC\nEcQwXvzmTBLDx7I0V1i25rsszRWWvfnWYuA2fkFBwfBRVP2CghHEwF78EMI+IYT7Qwi/CiF8fFDH\nbYoQwjohhKtDCD8PIdwTQvjQ+PerhhCuCCH8cvz/7lQoA0IIYWYI4bYQwiXjn9cLIdw0fo3PDiFM\nDXFhHwghzA4hnBdCuC+EcG8IYYfpem1DCMeOPwN3hxC+G0JYfjpf234wkBc/hDAT+CqwL7AZcEgI\nYbNBHLsHvAB8NMa4GbA98P7xOX4cuDLGuCFw5fjn6YIPAfeazycAJ8UYNwB+B7x7KLNK4xTg0hjj\nJsCWjM172l3bEMJc4BhgmxjjFsBM4B1M72vbO2KMU/4P2AG4zHz+BPCJQRx7AnO+CNgTuB+YM/7d\nHOD+Yc9tfC7zGHtZdgMuAQJjCSazUtd8yHNdGXiQcZ+S+X7aXVtgLvAIsCpjRWyXAHtP12vb779B\nqfq6mMKj499NS4QQ5gNbATcBa8YY1cnhcWDNIU3L42TgOEDJ7asBz8QYVTI3na7xesCTwGnjpsnX\nQwgrMQ2vbYzxMeBE4GFgCfAscAvT99r2heLccwghvAw4H/hwjLGtzUscW+6HHgYJISwAnogx3jLs\nuTTELOB1wKkxxq0YS9tuU+un0bVdBVjI2GK1NrASsM9QJzUFGNSL/xiwjvk8b/y7aYUQwksYe+nP\njDF+b/zr34YQ5oz/Pgd4Irf9ALEjsH8I4TfAWYyp+6cAs0MIKl+cTtf4UeDRGONN45/PY2whmI7X\ndg/gwRjjkzHG54HvMeP1P4EAAAEISURBVHa9p+u17QuDevFvBjYc94y+lDFnycUDOnYjhLH6x28A\n98YYv2R+uhg4YvzvIxiz/YeKGOMnYozzYozzGbuWV8UYDwOuBt42PmxazBUgxvg48EgIYePxr3YH\nfs40vLaMqfjbhxBWHH8mNNdpeW37xgCdJm8CfgE8AHxy2M6NxPz+kjFV807g9vF/b2LMdr4S+CXw\nI2DVYc/VzXtX4JLxv9cHfgb8CjgXWG7Y8zPzfC2wePz6XgisMl2vLfBZ4D7gbuDbwHLT+dr2869k\n7hUUjCCKc6+gYARRXvyCghFEefELCkYQ5cUvKBhBlBe/oGAEUV78goIRRHnxCwpGEOXFLygYQfx/\noIHHzaHd+0YAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "kDHjf-ehaBqm",
        "outputId": "e9a58bd9-6cfa-4803-a9ee-cfa95d3ad4f2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "source": [
        "new_x = int(size_x/2)\n",
        "new_y = int(size_y/2)\n",
        "newImage = np.zeros((new_x, new_y))\n",
        "for x in range(0, size_x, 2):\n",
        "  for y in range(0, size_y, 2):\n",
        "    pixels = []\n",
        "    pixels.append(i_transformed[x, y])\n",
        "    pixels.append(i_transformed[x+1, y])\n",
        "    pixels.append(i_transformed[x, y+1])\n",
        "    pixels.append(i_transformed[x+1, y+1])\n",
        "    newImage[int(x/2),int(y/2)] = max(pixels)\n",
        "\n",
        "# Plot the image. Note the size of the axes -- now 256 pixels instead of 512\n",
        "plt.gray()\n",
        "plt.grid(False)\n",
        "plt.imshow(newImage)\n",
        "#plt.axis('off')\n",
        "plt.show()      \n",
        "    \n",
        "    "
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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oaBhGVRJVfOfczwH8HABE5GQAP3POnSsi/wvgbAD3AhgJYFZsLa7AkwIHT2iO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\niCm+YWTI/wNZjiktsm5hZwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IrH2ILaNttGo",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}