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CNNMaxPool2K4ipynb
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215 lines (215 loc) · 235 KB
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Untitled2.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyMpQFKKSe9fnN2NhlrgVve3",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/github/deathstar1/Exploration/blob/main/CNNMaxPool2K4ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "LVnjMh_Rx_VB"
},
"source": [
"import cv2\n",
"import numpy as np\n",
"from scipy import misc\n",
"i = misc.ascent()"
],
"execution_count": 71,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "nGz2Zkp30ghu",
"outputId": "b5fad9bb-89cb-4e0c-c04d-e953c507dfab",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 248
}
},
"source": [
"import matplotlib.pyplot as plt\n",
"plt.grid(False)\n",
"plt.gray()\n",
"plt.axis('off')\n",
"plt.imshow(i)\n",
"plt.show()"
],
"execution_count": 72,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "9XVzIfYI02Ix"
},
"source": [
"i_transformed = np.array(i)\n",
"size_x = i_transformed.shape[0]\n",
"size_y = i_transformed.shape[1]\n",
"weight = 1"
],
"execution_count": 73,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "3dOgxILn1qAT"
},
"source": [
"#filter = [[1,0 ,1] , [0 ,0, 1] , [1, 0 , 0]]\n",
"#filter = [[0 ,0 ,1] , [0 ,1, 1] , [1, 1 , 1]]\n",
"#filter = [[1,0 ,1] , [1 ,1, 1] , [1, 0 , 0]]\n",
"filter = [[0,-1 ,1] , [-1 ,0, 1] , [1, -1 , 0]]\n",
"#filter = [[0,-1 ,1] , [-1 ,0, 1] , [1, -1 , 0]]"
],
"execution_count": 78,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "RwQxjzvIAEiT"
},
"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 + (i[x-1][y-1] * filter[0][0])\n",
" convolution = convolution + (i[x][y-1] * filter[1][0])\n",
" convolution = convolution + (i[x+1][y-1] * filter[2][0])\n",
" convolution = convolution + (i[x-1][y] * filter[0][1])\n",
" convolution = convolution + (i[x][y] * filter[1][1])\n",
" convolution = convolution + (i[x+1][y] * filter[2][1])\n",
" convolution = convolution + (i[x-1][y+1] * filter[0][2])\n",
" convolution = convolution + (i[x][y+1] * filter[1][2])\n",
" convolution = convolution + (i[x+1][y+1] * filter[2][2])\n",
" convolution = convolution * weight\n",
"\n",
" if(convolution <0):\n",
" convolution = 0\n",
" if(convolution >255):\n",
" convolution = 255\n",
" i_transformed[x,y] = convolution"
],
"execution_count": 75,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "UXXGnLXRHdFi",
"outputId": "391af4e3-4f8f-45db-d80d-ea86f94bb67e",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
}
},
"source": [
"plt.gray()\n",
"plt.grid(False)\n",
"plt.imshow(i_transformed)\n",
"plt.show()"
],
"execution_count": 76,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "iJ4_FXxHKpVN",
"outputId": "5770d16a-d87e-405d-ae3b-8cd2fde34568",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
}
},
"source": [
"\n",
"new_x = int(size_x /2)\n",
"new_y = int(size_y /2)\n",
"\n",
"new_image = np.zeros((new_x,new_y))\n",
"for xi in range(0,size_x ,2):\n",
" for yi in range(0,size_y, 2):\n",
" pixels = []\n",
" pixels.append(i_transformed[xi , yi])\n",
" pixels.append(i_transformed[xi , yi+1])\n",
" pixels.append(i_transformed[xi+1 ,yi])\n",
" pixels.append(i_transformed[xi+1 ,yi+1])\n",
" new_image[int(xi/2),int(yi/2)] = max(pixels)\n",
"\n",
"plt.gray()\n",
"plt.grid(False)\n",
"plt.imshow(new_image)\n",
"plt.show()"
],
"execution_count": 77,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
}
]
}