{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import cv2\n", "\n", "lena = cv2.imread('lena.jpg')\n", "lena[:2]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 174, "text": [ "array([[[132, 134, 228],\n", " [132, 134, 228],\n", " [130, 135, 228],\n", " ..., \n", " [136, 151, 244],\n", " [114, 132, 227],\n", " [ 82, 102, 197]],\n", "\n", " [[130, 135, 228],\n", " [130, 135, 228],\n", " [130, 135, 228],\n", " ..., \n", " [124, 145, 237],\n", " [102, 127, 219],\n", " [ 73, 100, 191]]], dtype=uint8)" ] } ], "prompt_number": 174 }, { "cell_type": "code", "collapsed": false, "input": [ "lena = cv2.imread('lena.jpg', cv2.CV_LOAD_IMAGE_GRAYSCALE)\n", "lena" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 175, "text": [ "array([[162, 162, 162, ..., 177, 158, 128],\n", " [162, 162, 162, ..., 170, 152, 124],\n", " [161, 161, 161, ..., 170, 152, 128],\n", " ..., \n", " [ 45, 47, 48, ..., 101, 100, 98],\n", " [ 45, 46, 48, ..., 103, 104, 104],\n", " [ 44, 46, 48, ..., 105, 107, 108]], dtype=uint8)" ] } ], "prompt_number": 175 }, { "cell_type": "code", "collapsed": false, "input": [ "print(type(lena))\n", "print(lena.shape)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "(512, 512)\n" ] } ], "prompt_number": 176 }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as plot\n", "\n", "plot.imshow(lena, cmap='gray')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 177, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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IBARZ6YXMvgeDQVQqFYk22Gw2ic4Eg0G5fz6fRzQahcPhQKFQwMDAAKrVKmq1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\njWJychJHjhzBmTNnxLoTlAaW2bZURPw+gpXEW5jOJZ6hPQmt7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"text": [ "" ] } ], "prompt_number": 177 }, { "cell_type": "code", "collapsed": false, "input": [ "cv2.imwrite('lenagray.png', lena)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 178, "text": [ "True" ] } ], "prompt_number": 178 }, { "cell_type": "code", "collapsed": false, "input": [ "img = cv2.imread('lena.jpg')\n", "b,g,r = cv2.split(img)\n", "img2 = cv2.merge([r,g,b])\n", "f = plot.figure()\n", "f.add_subplot(1,2,1).imshow(img)\n", "f.add_subplot(1,2,2).imshow(img2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 179, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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zJUWLs46yFKw4rFiS1AQcE4T7P7LKr3z2I6ThDjrfY2wE1zkVo8bFzK6f5aTU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BUIKxCFe122dyqnvgts7x2vG/Q/9dRTrxppPPPMM6/4+1/91V/lV3/1V1/zda3JoCiQSiFsgZQO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\nxd7eHoPBgOl0inOOlV6PXq9Hlmbz6rWu+vqDPo1Gg+l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"text": [ "" ] } ], "prompt_number": 179 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Filters" ] }, { "cell_type": "code", "collapsed": false, "input": [ "blurred = cv2.blur(lena, ksize=(1,1)) # Try ksize=(10,10), (1,10), (10,1)\n", "plot.imshow(blurred[200:400, 200:400], cmap='gray')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 180, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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drSIjRxre0wQitdJEnlrSns9ITiubzSKbzaLT6eDDDz9EqVTCV7/6VZMXWl0a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pTvLl68GCdPnkyf8ba3va1QHybHaEWh6KQDAoOBUpjNzc0YGxsrQj0wMFA2c1CnaBYhop6gQ+Xw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\n9913R7vdjtnZ2Zidn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"text": [ "" ] } ], "prompt_number": 180 }, { "cell_type": "raw", "metadata": {}, "source": [ "What blurring actually does?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "img = np.array([[0, 9, 0, 9, 9, 9, 0, 0, 20, 40]],dtype='uint8')\n", "blurred = cv2.blur(img, ksize=(1,1)) # Try (1,1), (3,1), (5,1), (11,1)\n", "print(img.tolist())\n", "print(blurred.tolist())" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[[0, 9, 0, 9, 9, 9, 0, 0, 20, 40]]\n", "[[0, 9, 0, 9, 9, 9, 0, 0, 20, 40]]\n" ] } ], "prompt_number": 181 }, { "cell_type": "code", "collapsed": false, "input": [ "blurred = cv2.blur(lena, ksize=(5,5))\n", "f = plot.figure()\n", "f.add_subplot(1,2,1).imshow(lena[200:210, 200:210], cmap='gray', interpolation='none')\n", "f.add_subplot(1,2,2).imshow(blurred[200:210, 200:210], cmap='gray', interpolation='none')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 182, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 182 }, { "cell_type": "code", "collapsed": false, "input": [ "print(blurred.shahpe)\n", "print(blurred[1:3,1:3])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(512, 512)\n", "[[161 161]\n", " [161 161]]\n" ] } ], "prompt_number": 183 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 183 } ], "metadata": {} } ] }