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@magsol
Created December 2, 2013 20:14
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IPython notebook introducing the basics of OpenCV.
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"OpenCV"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.core.display import Image \n",
"Image('opencv.png') "
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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dzz8f4N6WpHoIiLBy9OkduANXmtZZVsfqOMK0bkuB9PmZZwLcXypKuCzGs1lF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\nTMI13w/LGZl3tClf3D4LS8K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"prompt_number": 5,
"text": [
"<IPython.core.display.Image at 0x21f7350>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "heading",
"level": 2,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"What is OpenCV?"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"OpenCV is\n",
"\n",
"* open source\n",
"* computer vision\n",
"* built in C++"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"Available interfaces\n",
"\n",
"* C and C++\n",
"* Python ( **<-- today's focus**)\n",
"* Java"
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"OpenCV Basics"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"* Image representation and data structures"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"* Arithmetic image operations"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"* Histograms"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"* Image thresholding, smoothing, and edge detection"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"* Motion tracking (optical flow)"
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"1 - Image representation and data structures"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"Images are stored as matrices using NumPy arrays."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import cv2\n",
"import numpy as np\n",
"\n",
"img = cv2.imread('opencv.png')"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"prompt_number": 23
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"You can access a pixel value by its row and column coordinates. By default, images are loaded as BGR; each pixel will have a blue, green, and red value."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# This is a pixel in the blue section.\n",
"print img[250, 250]"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[255 0 0]\n"
]
}
],
"prompt_number": 22
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"Alternatively, you can explicitly force a grayscale image, in which case each pixel will be a single number in the range (0, 255)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"img_gray = cv2.imread('opencv.png', cv2.CV_LOAD_IMAGE_GRAYSCALE)\n",
"print img_gray[250, 250]"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"95\n"
]
}
],
"prompt_number": 18
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"Like all NumPy arrays, images have shapes (also an easy way to know whether your image is grayscale or BGR)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print img.shape"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"(378, 428, 3)\n"
]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print img_gray.shape"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"(378, 428)\n"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print img.dtype"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"uint8\n"
]
}
],
"prompt_number": 21
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"You also have access to all the array slicing you know and love from NumPy arrays."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline\n",
"icon = img[31:140, 140:260]\n",
"img[31:140, 270:390] = icon\n",
"imshow(img)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 24,
"text": [
"<matplotlib.image.AxesImage at 0x3428c50>"
]
},
{
"metadata": {},
"output_type": "display_data",
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zK/XqZazcvDzXQnzUAZQBcoIf+ZGTGDtlO5zh+OFnqMxqw9atWnJBIxkzxhxn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\nb1mq1/rIogQAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x2690d50>"
]
}
],
"prompt_number": 24
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"You can split the color channels if you want to work with each individually (cell segmentation, etc)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"b, g, r = cv2.split(img)\n",
"img = cv2.merge((b, g, r))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 25
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"Alternatively, in true NumPy fashion"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"b = img[:, :, 0]\n",
"g = img[:, :, 1]\n",
"r = img[:, :, 2]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 26
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"If speed is an issue, or you're working with large images, use NumPy indexing; `split` is, by comparison, slow."
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"2 - Arithmetic Image Operations"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"Images can be added and subtracted (just like NumPy arrays)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cats1 = cv2.imread('cats1.jpg')\n",
"cats2 = cv2.imread('cats2.jpg')\n",
"fig, ax = subplots(1, 2, sharey = True)\n",
"ax[0].imshow(cats1)\n",
"ax[1].imshow(cats2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 37,
"text": [
"<matplotlib.image.AxesImage at 0x44abe50>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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xsT4nxcTZmPijP9nwzt23+NEvLPnRz9+A3hgHIfWBGAUrNYOOMTVxQL3jijmp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9d87y6Ij9YTckRvVDM+ecbFK/gr7161g6Ecy3v6/7gWZvVtZ/r79He4y4N0HrKXrAMDDM8xTb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9jv90RJTD+OlLMZwRQAoQKNQ1K3DceqZxgsQRTRdT0CP7ao6pa265A6BKF4/+HW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\nrlAoFCXAP/R0rr2gXYpFAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x3907f10>"
]
}
],
"prompt_number": 37
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"res = cv2.add(cats1, cats2)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 38
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"Note that, because images are of type `uint8`, the maximum value is `255`"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x = np.uint8([250])\n",
"y = np.uint8([10])\n",
"print cv2.add(x, y)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[[255]]\n"
]
}
],
"prompt_number": 29
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"You may be tempted to use NumPy operations to add and subtract images. Try to resist."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# OpenCV: 250 + 10 = 255\n",
"print cv2.add(x, y)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[[255]]\n"
]
}
],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"# NumPy: 250 + 10 = 260 % 256 = 4\n",
"print x + y"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[4]\n"
]
}
],
"prompt_number": 32
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"NumPy addition is a modulo operation if overflow is detected. By contrast, OpenCV addition is a saturated operation. Stick to OpenCV for performing image arithmetic."
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"2 - Arithmetic Image Operations"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"Images can also be blended, referring to a weighted combination (as opposed to straight addition or subtraction)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"res = cv2.addWeighted(cats1, 0.7, cats2, 0.3, 0)\n",
"imshow(res)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 35,
"text": [
"<matplotlib.image.AxesImage at 0x391e0d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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lESRHaBrvObjMmeS590rR2eVAskI0BxjZNu1Au3mHM8GRqGwimHXdaEvLKhk7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Z17SkZWRcxMtZYiboXMMaonlM0wwpyQBThHIvQo4EGxIC5liWhVgkBaerKHYBmit9acIUF4+q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r99G9/+P/7yuNT+WYfmn/3Zn+Gb3/wmvvWtb2HbNlwuF/ziL/4i3n77bbz33nt45513mKH3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\n",
"text": [
"<matplotlib.figure.Figure at 0x2f6bc10>"
]
}
],
"prompt_number": 35
},
{
"cell_type": "heading",
"level": 2,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"3 - Histograms"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"* Learn the distribution of intensities in an image\n",
"* Locate objects\n",
"* Segment images\n",
"* Enhance contrast\n",
"* ..."
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"3 - Histograms"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"Let's load up our cat image from before."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cats = cv2.imread('cats1.jpg', cv2.CV_LOAD_IMAGE_GRAYSCALE)\n",
"\n",
"import matplotlib.cm as cm\n",
"imshow(cats, cmap = cm.gray)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 40,
"text": [
"<matplotlib.image.AxesImage at 0x4a0d2d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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mdHZ2pna7rWazqfX19cjNbDQaYezY4Pfo6Ghs/9PNzU3duXMn9Eue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ydY4KyQZB1dWPd4ZtBHfFYCuLc1QaGBYrFpeRcLSYyWVIQ9npmnntin0nll4K/ZizcgYiiIQVFp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\nKAbNmGKKKaYV0L8Abc9zoYhuCnsAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x3453ed0>"
]
}
],
"prompt_number": 40
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"Computing image histograms in OpenCV"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"hist_edges = cv2.calcHist([cats], [0], None, [256], [0, 256])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 44
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"Computing image histograms in NumPy"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"hist_edges, bins = np.histogram(cats.ravel(), 256, [0, 256])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 45
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"A couple of important differences:\n",
"\n",
"* The OpenCV method is, again, quite a bit faster than the NumPy version.\n",
"* The `hist` value from NumPy has **257** elements (each bin computed as 0-0.99, 1-1.99, etc), where the OpenCV value has only **256**. This is important for plotting.\n",
"* NumPy has another method, `bincount`, which is quite a bit faster than `histogram`."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"hist(cats.ravel(), 256, [0, 256])"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 48,
"text": [
"(array([ 2, 2, 8, 13, 19, 34, 33, 43, 60, 39, 58,\n",
" 85, 91, 109, 118, 122, 146, 160, 177, 190, 201, 185,\n",
" 187, 189, 232, 191, 193, 217, 211, 235, 221, 277, 244,\n",
" 276, 288, 304, 364, 336, 401, 399, 410, 440, 452, 453,\n",
" 442, 489, 539, 574, 557, 585, 594, 698, 680, 681, 714,\n",
" 813, 837, 902, 881, 904, 892, 946, 940, 962, 988, 948,\n",
" 997, 1018, 1017, 1056, 1130, 1099, 1179, 1192, 1154, 1182, 1271,\n",
" 1295, 1372, 1336, 1368, 1391, 1450, 1425, 1421, 1398, 1420, 1399,\n",
" 1471, 1502, 1566, 1540, 1537, 1476, 1492, 1618, 1562, 1582, 1636,\n",
" 1689, 1632, 1648, 1600, 1592, 1589, 1599, 1635, 1590, 1476, 1515,\n",
" 1536, 1418, 1461, 1384, 1383, 1465, 1332, 1401, 1267, 1346, 1277,\n",
" 1268, 1151, 1207, 1178, 1153, 1136, 1114, 1102, 1124, 1191, 1161,\n",
" 1128, 1139, 1088, 1110, 1055, 1070, 1047, 1038, 1038, 1013, 975,\n",
" 944, 963, 988, 897, 922, 954, 897, 964, 1020, 1088, 1040,\n",
" 1060, 1040, 1049, 1048, 1102, 1134, 1218, 1200, 1230, 1300, 1283,\n",
" 1314, 1371, 1415, 1347, 1420, 1339, 1363, 1384, 1405, 1392, 1481,\n",
" 1386, 1421, 1411, 1368, 1289, 1299, 1301, 1400, 1399, 1374, 1370,\n",
" 1435, 1516, 1539, 1606, 1662, 1782, 1855, 1844, 1972, 1882, 1854,\n",
" 1861, 1869, 2042, 1996, 2124, 2122, 2122, 2190, 2343, 2511, 2830,\n",
" 3282, 4031, 4091, 4030, 3786, 3421, 3399, 3663, 3660, 3179, 2874,\n",
" 2431, 2091, 1831, 1896, 2367, 3261, 3314, 3998, 4041, 3765, 2691,\n",
" 2186, 1666, 1317, 841, 695, 605, 621, 598, 563, 570, 573,\n",
" 611, 1123, 551, 146, 26, 5, 0, 0, 0, 0, 0,\n",
" 0, 0, 0]),\n",
" array([ 0., 1., 2., 3., 4., 5., 6., 7., 8.,\n",
" 9., 10., 11., 12., 13., 14., 15., 16., 17.,\n",
" 18., 19., 20., 21., 22., 23., 24., 25., 26.,\n",
" 27., 28., 29., 30., 31., 32., 33., 34., 35.,\n",
" 36., 37., 38., 39., 40., 41., 42., 43., 44.,\n",
" 45., 46., 47., 48., 49., 50., 51., 52., 53.,\n",
" 54., 55., 56., 57., 58., 59., 60., 61., 62.,\n",
" 63., 64., 65., 66., 67., 68., 69., 70., 71.,\n",
" 72., 73., 74., 75., 76., 77., 78., 79., 80.,\n",
" 81., 82., 83., 84., 85., 86., 87., 88., 89.,\n",
" 90., 91., 92., 93., 94., 95., 96., 97., 98.,\n",
" 99., 100., 101., 102., 103., 104., 105., 106., 107.,\n",
" 108., 109., 110., 111., 112., 113., 114., 115., 116.,\n",
" 117., 118., 119., 120., 121., 122., 123., 124., 125.,\n",
" 126., 127., 128., 129., 130., 131., 132., 133., 134.,\n",
" 135., 136., 137., 138., 139., 140., 141., 142., 143.,\n",
" 144., 145., 146., 147., 148., 149., 150., 151., 152.,\n",
" 153., 154., 155., 156., 157., 158., 159., 160., 161.,\n",
" 162., 163., 164., 165., 166., 167., 168., 169., 170.,\n",
" 171., 172., 173., 174., 175., 176., 177., 178., 179.,\n",
" 180., 181., 182., 183., 184., 185., 186., 187., 188.,\n",
" 189., 190., 191., 192., 193., 194., 195., 196., 197.,\n",
" 198., 199., 200., 201., 202., 203., 204., 205., 206.,\n",
" 207., 208., 209., 210., 211., 212., 213., 214., 215.,\n",
" 216., 217., 218., 219., 220., 221., 222., 223., 224.,\n",
" 225., 226., 227., 228., 229., 230., 231., 232., 233.,\n",
" 234., 235., 236., 237., 238., 239., 240., 241., 242.,\n",
" 243., 244., 245., 246., 247., 248., 249., 250., 251.,\n",
" 252., 253., 254., 255., 256.]),\n",
" <a list of 256 Patch objects>)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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t6OiwXtfW1lJbW5tOMkVECkooFCIUCmXsfGkFgo8++ohdu3bxf//3f9TX11NZ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\niBQ5BQIRkSKnQCAiUuT+H7DFbFMLLxTYAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x4a1ca50>"
]
}
],
"prompt_number": 48
},
{
"cell_type": "heading",
"level": 2,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"3 - Histograms"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"*Equalization* is an important concept in the context of image histograms."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"img = cv2.imread('wiki.jpg', cv2.CV_LOAD_IMAGE_GRAYSCALE)\n",
"imshow(img, cmap = cm.gray)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 52,
"text": [
"<matplotlib.image.AxesImage at 0x76f4090>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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kMhkcOnQIOzs7APaMFzcSs/lOp1O4QwD7VEZ3796VENjj8aBWqwnnSa1/u93G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\nGhkZsah0ZWXFcPeZmRkVFxeru7tbTz/9tH12Q0ODyZNxzJOTk6byue6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909PTxj9gzKqq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\nbp4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sHxrB5zCWmUy7B8+NGzc0NjYWY0IwvdGUOwwMGcYObpPxSunyRp4FowG6zWQycSi0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\n",
"text": [
"<matplotlib.figure.Figure at 0x58b2bd0>"
]
}
],
"prompt_number": 52
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"edges, bins = np.histogram(img.ravel(), 256, [0, 256])\n",
"cdf = edges.cumsum()\n",
"cdf_norm = cdf * edges.max() / cdf.max()\n",
"\n",
"plot(cdf_norm, color = 'b')\n",
"hist(img.ravel(), 256, [0, 256], color = 'r')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 51,
"text": [
"(array([ 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
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" 8399, 7404, 6403, 5911, 5591, 5150, 4610, 4320, 3860,\n",
" 3616, 3430, 3063, 2649, 2213, 2046, 1859, 1692, 1484,\n",
" 1362, 1290, 1153, 1232, 1300, 1520, 1384, 1527, 1735,\n",
" 1851, 1532, 1359, 1414, 1483, 1541, 1595, 2369, 2810,\n",
" 1143, 420, 128, 56, 41, 18, 10, 10, 6,\n",
" 1, 1, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
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" 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0]),\n",
" array([ 0., 1., 2., 3., 4., 5., 6., 7., 8.,\n",
" 9., 10., 11., 12., 13., 14., 15., 16., 17.,\n",
" 18., 19., 20., 21., 22., 23., 24., 25., 26.,\n",
" 27., 28., 29., 30., 31., 32., 33., 34., 35.,\n",
" 36., 37., 38., 39., 40., 41., 42., 43., 44.,\n",
" 45., 46., 47., 48., 49., 50., 51., 52., 53.,\n",
" 54., 55., 56., 57., 58., 59., 60., 61., 62.,\n",
" 63., 64., 65., 66., 67., 68., 69., 70., 71.,\n",
" 72., 73., 74., 75., 76., 77., 78., 79., 80.,\n",
" 81., 82., 83., 84., 85., 86., 87., 88., 89.,\n",
" 90., 91., 92., 93., 94., 95., 96., 97., 98.,\n",
" 99., 100., 101., 102., 103., 104., 105., 106., 107.,\n",
" 108., 109., 110., 111., 112., 113., 114., 115., 116.,\n",
" 117., 118., 119., 120., 121., 122., 123., 124., 125.,\n",
" 126., 127., 128., 129., 130., 131., 132., 133., 134.,\n",
" 135., 136., 137., 138., 139., 140., 141., 142., 143.,\n",
" 144., 145., 146., 147., 148., 149., 150., 151., 152.,\n",
" 153., 154., 155., 156., 157., 158., 159., 160., 161.,\n",
" 162., 163., 164., 165., 166., 167., 168., 169., 170.,\n",
" 171., 172., 173., 174., 175., 176., 177., 178., 179.,\n",
" 180., 181., 182., 183., 184., 185., 186., 187., 188.,\n",
" 189., 190., 191., 192., 193., 194., 195., 196., 197.,\n",
" 198., 199., 200., 201., 202., 203., 204., 205., 206.,\n",
" 207., 208., 209., 210., 211., 212., 213., 214., 215.,\n",
" 216., 217., 218., 219., 220., 221., 222., 223., 224.,\n",
" 225., 226., 227., 228., 229., 230., 231., 232., 233.,\n",
" 234., 235., 236., 237., 238., 239., 240., 241., 242.,\n",
" 243., 244., 245., 246., 247., 248., 249., 250., 251.,\n",
" 252., 253., 254., 255., 256.]),\n",
" <a list of 256 Patch objects>)"
]
},
{
"metadata": {},
"output_type": "display_data",
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mErMpQUiSKgV6zA4iIDUzidmUICRJxX6CAG8twmKxqCYhplCCkCSUA3wG6J9q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\nAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x5fd5390>"
]
}
],
"prompt_number": 51
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"Equalization smooths out the CDF of the image histogram, making it as close to a straight line as possible. This has the effect of improving the image contrast."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"equ = cv2.equalizeHist(img)\n",
"res = np.hstack((img, equ))\n",
"imshow(res, cmap = cm.gray)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 54,
"text": [
"<matplotlib.image.AxesImage at 0x4c32510>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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piUE5vHLPklSWYjC5H1G2cl9er1fhDEkuGyEWmaP8M65JIBAglUpRWlqqkVEo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\n",
"text": [
"<matplotlib.figure.Figure at 0x76e9d10>"
]
}
],
"prompt_number": 54
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"edges, bins = np.histogram(equ.ravel(), 256, [0, 256])\n",
"cdf = edges.cumsum()\n",
"cdf_norm = cdf * edges.max() / cdf.max()\n",
"\n",
"plot(cdf_norm, color = 'b')\n",
"hist(equ.ravel(), 256, [0, 256], color = 'r')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 56,
"text": [
"(array([ 883, 2808, 2160, 2718, 3259, 0, 4039, 0, 5108,\n",
" 0, 6395, 0, 0, 8463, 0, 0, 0, 10610,\n",
" 0, 0, 0, 0, 13530, 0, 0, 0, 0,\n",
" 0, 16115, 0, 0, 0, 0, 0, 0, 19125,\n",
" 0, 0, 0, 0, 0, 0, 0, 22186, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 25696, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 28701, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 28324, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 25759, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 24369, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 23578, 0, 0, 0, 0, 0, 0, 0,\n",
" 21775, 0, 0, 0, 0, 0, 0, 20385, 0,\n",
" 0, 0, 0, 0, 0, 19839, 0, 0, 0,\n",
" 0, 0, 0, 0, 19781, 0, 0, 0, 0,\n",
" 0, 0, 19445, 0, 0, 0, 0, 0, 0,\n",
" 18856, 0, 0, 0, 0, 0, 18457, 0, 0,\n",
" 0, 0, 0, 0, 17906, 0, 0, 0, 0,\n",
" 0, 17917, 0, 0, 0, 0, 0, 0, 17806,\n",
" 0, 0, 0, 0, 0, 0, 18485, 0, 0,\n",
" 0, 0, 0, 17680, 0, 0, 0, 0, 0,\n",
" 15799, 0, 0, 0, 0, 14163, 0, 0, 0,\n",
" 0, 12812, 0, 0, 0, 11576, 0, 0, 0,\n",
" 10751, 0, 0, 9899, 0, 0, 0, 9380, 0,\n",
" 0, 8863, 0, 0, 8399, 0, 0, 7404, 0,\n",
" 6403, 0, 5911, 0, 5591, 0, 5150, 0, 4610,\n",
" 0, 4320, 3860, 3616, 3430, 0, 3063, 4862, 2046,\n",
" 3551, 2846, 2443, 2532, 2904, 1527, 3586, 2891, 2897,\n",
" 3136, 2369, 2810, 1834]),\n",
" array([ 0., 1., 2., 3., 4., 5., 6., 7., 8.,\n",
" 9., 10., 11., 12., 13., 14., 15., 16., 17.,\n",
" 18., 19., 20., 21., 22., 23., 24., 25., 26.,\n",
" 27., 28., 29., 30., 31., 32., 33., 34., 35.,\n",
" 36., 37., 38., 39., 40., 41., 42., 43., 44.,\n",
" 45., 46., 47., 48., 49., 50., 51., 52., 53.,\n",
" 54., 55., 56., 57., 58., 59., 60., 61., 62.,\n",
" 63., 64., 65., 66., 67., 68., 69., 70., 71.,\n",
" 72., 73., 74., 75., 76., 77., 78., 79., 80.,\n",
" 81., 82., 83., 84., 85., 86., 87., 88., 89.,\n",
" 90., 91., 92., 93., 94., 95., 96., 97., 98.,\n",
" 99., 100., 101., 102., 103., 104., 105., 106., 107.,\n",
" 108., 109., 110., 111., 112., 113., 114., 115., 116.,\n",
" 117., 118., 119., 120., 121., 122., 123., 124., 125.,\n",
" 126., 127., 128., 129., 130., 131., 132., 133., 134.,\n",
" 135., 136., 137., 138., 139., 140., 141., 142., 143.,\n",
" 144., 145., 146., 147., 148., 149., 150., 151., 152.,\n",
" 153., 154., 155., 156., 157., 158., 159., 160., 161.,\n",
" 162., 163., 164., 165., 166., 167., 168., 169., 170.,\n",
" 171., 172., 173., 174., 175., 176., 177., 178., 179.,\n",
" 180., 181., 182., 183., 184., 185., 186., 187., 188.,\n",
" 189., 190., 191., 192., 193., 194., 195., 196., 197.,\n",
" 198., 199., 200., 201., 202., 203., 204., 205., 206.,\n",
" 207., 208., 209., 210., 211., 212., 213., 214., 215.,\n",
" 216., 217., 218., 219., 220., 221., 222., 223., 224.,\n",
" 225., 226., 227., 228., 229., 230., 231., 232., 233.,\n",
" 234., 235., 236., 237., 238., 239., 240., 241., 242.,\n",
" 243., 244., 245., 246., 247., 248., 249., 250., 251.,\n",
" 252., 253., 254., 255., 256.]),\n",
" <a list of 256 Patch objects>)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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7mCLYqVMAkwH44IO+6+3cqQQh4U3LgocnJYgItmIFwFaglYKC/usWF8Ojjw5D\nUCISNZQgIphnae5bgK188EFEPBhQRCKIxiAimG5dFZFQUoKIUO3tnrWToMHqUEQkSilBRKiGBpg4\nEaDT6lBEJEpFZYKIhWWE9+/XnUkSnWLh9zdSRGWCONbaGvVLCWtug0SrWPj9jRRRmSBiQX09JCVZ\nHYWIRDPd5hpGKioAbgWgpKT/upWVcPvtoY5IRGKZEkSYMAYWLAC4Bujkrbf6r5+WBv/yL8MQmIhF\nuschWk6etDiS2GUzxkTEDCubzYa/odpsNgCMMT2+97W9vzJ/tvmz3Z86H33keZpbS8vAxxrsaw+2\nrhX1Av0ZB/oaNpvNs9RDP9v723cosQXymoHENJj3/4XlA+3rq/75beyr7vn1LhQhH1FhaTCfm75o\nDCJM7NsHKSlWRyESfnRXk3UCShBJSUnMmDGDrKwssrOzAWhpaSE/P5/JkyczZ84cjh8/7q2/Zs0a\nnE4nqampVHguuANQXV1Neno6TqeTFZ4FhmKOy6UEIeKL7mqyTkAJwmazUVlZSU1NDTt27ACguLiY\n/Px89u7dS15eHsXFxQDU1dWxbt066urqKC8v54477vB2fZYvX05JSQkulwuXy0V5eXmAzYo8+/aB\n02l1FCIinwr4EtOF17c2bdpEYWEhAIWFhWzYsAGAjRs3snjxYuLj40lKSiIlJYWqqiqamppobW31\n9kCWLl3q3SeW6BKTSP/0zIjhF3AP4tprr2XmzJk8/fTTADQ3N2O32wGw2+00exYM4tChQzgcDu++\nDocDt9vdqzwxMRG32z2keCL5WqXLpR6ESH+6nxmhy03DJ6DbXLdv387EiRP56KOPyM/PJzU1tcd2\nm83mvVMhGFatWuX9Pjc3l9zc3B7bw/WN8/jjAA8B8KMf+a7z3nvqQYhIYCorK6msrAza8QJKEBM9\nq8XxxS9+kZtvvpkdO3Zgt9s5fPgwCQkJNDU1MWHCBMDTM2ho+HTl0cbGRhwOB4mJiTQ2NvYoT0xM\n9Pl65yeISNHW1p0UjgKGSy/1Xe8Xv4Bx44YxMJEoF4vzKC78w3n16tWBHdAM0enTp83JkyeNMcac\nOnXKXHXVVebVV1819957rykuLjbGGLNmzRqzcuVKY4wxe/bsMRkZGebMmTPmww8/NF/+8pdNV1eX\nMcaY7Oxs884775iuri4zd+5cs3nz5l6v50+oQI+v88t81RuozJ9tA22vrTUmLW3gY/j7WoHUD3YM\nwawXyM8zs7bhAAAJvUlEQVQ4GK+BZ67ikN4DQ40tkNcMJKbBvP8vLB9oX1/1TR/bL/y+u15/X/39\nvAbzM4gVgbZ/yD2I5uZmbr75ZgA6Ojr43ve+x5w5c5g5cyYLFiygpKSEpKQkXnzxRQDS0tJYsGAB\naWlpxMXFsXbtWu/lp7Vr17Js2TLa2tq44YYbuP7664caVtipq/PMeq6rszoSkegRi70DK0TVTOoL\nxztMGMykvu8++MxnYPXq4M5OHkp9zaTWTOq+toXzTOrzXVgnkPdULNBM6jC3Z4+nByEiwRfJdy5G\nAi3WF2Ldl5hEJPjC9c7FaBHxCcLqa5E/+AHAmwBcfXXv7QcOaH6DiESmiB+D8HVNs1uoxyDOnIGx\nY6Gt7etAJ2++ub3XvpdcAtOmBf+6/lDqawxCYxB9bYvUMQjw/JU7atSoXn8kagwi8DGIiO9BWOkf\n//BMbvv737cBvnsQIhJaHehSU6hokDoANTWQlWV1FCISB30OVvc1kK21nQamBBGAmhrIzLQ6ChHp\nAFpbW31+2Pe1XLjWdhqYEkQA1IMQCR+61BR8ETsGMVzdwh/+EOAIAOPH99z28cfqQYhEC6vviAxH\nEZsghusvhY0bAeYA+9m792iPbRdfDKNGDUsYIuKncaNHD+nzQb2P3iI2QQyHhgbPraywG+jdgxCR\n8NM9ttDXLbMXXn2IAy4O4mMJoklEjUEM97T6t96Cq64atpcTkRA5/y6nCwetO4Cz59XV8h2fiqgE\n0X1iQ3PyLgIuorMT79f27UoQItFgMAPYfd31FIsi8hJTsE/eCy8AdAKdXHzxp+Wf+YynFyEi0UE9\ng8GJyAQRbJs2ARQBz9DZGbvT8kWiWRwD/3EZh6e3IR4RdYkpFLq6YMsWgNesDkVEQsifD34lh54i\nLkEEu8vzt795FtyDhoGqiojElIi7xBRIhu/ogLw8gHoAkpLg9Gn47ndh794gBCciYUWXjAITcQki\nEFu3ehIC5AJQWbkfgIkT4fHHrYpKREJlqMmh+7bYWJ9VHVMJoqwMvvc9qK4+AHh6ECIiF9K6Th4R\nNwYxGDU1AM8Cz7JkCfzhD7BggcVBiYjlYuov4wBEdYJYuRKgGahgzhx46SVITLQ4KBGxnMYl/BNR\njxztz6ePMIwDPg84sduraW7+LNAekkeO+rvd3zqDqTeU+nrkqB452te2SH7kaCjrRcjHY58CfeRo\nlPUg4oBqwA1sPdeDaLc0IhGRSBU1CeLECYC7gcPAaGAMd99taUgiIhEtSsZqspg0CeAHQIHFsYiI\nRIcI70FMBB4EXuS3vwVIAeosjUhEJFpEaIL4IjAPKAfGA/ezaJG1EYmIRJuwSRDl5eWkpqbidDp5\n6KGH+qmZBuwEbgdewHNZ6YXhCDFkKisrrQ5BRKSXsEgQnZ2d/PCHP6S8vJy6ujpeeOEF3nvvPR81\nbwMqgf8E5gLFwxlmyChBiEg4CosEsWPHDlJSUkhKSiI+Pp5FixaxceNGHzWLgNnA/w5zhCIisScs\nEoTb7WaS5zYkABwOB26320fNq4A9wxaXiEgsC4vbXAeaJf2pgWfJ9lU20HZ/YhkoTn/a0Ved1atX\nD/pYQ63vb10r6gX6Mw7kNWwDbA9kW1/bA33NQPYdzPv/wvLB/L75aqOv7/15F/n7Lg9WvcH+Hkab\nsEgQiYmJNDR8+sCehoYGHA5HjzqRPuVdRCTShMUlppkzZ+Jyudi/fz/t7e2sW7eOggJNeBMRsVJY\n9CDi4uJ48sknue666+js7KSoqIipU6daHZaISEwLix4EwNy5c/nggw/Yt28fP/nJT7zl/s+PiBxJ\nSUnMmDGDrKwssrOzAWhpaSE/P5/JkyczZ84cjh8/bnGU/rv11lux2+2kp6d7y/prz5o1a3A6naSm\nplJRUWFFyH7z1bZVq1bhcDjIysoiKyuLzZs3e7dFUtvAczl39uzZTJs2jenTp/P4uUcrRsv566t9\n0XIOP/nkE2bNmkVmZiZpaWnez86gnT8Txjo6OkxycrKpr6837e3tJiMjw9TV1VkdVsCSkpLM0aNH\ne5Tde++95qGHHjLGGFNcXGxWrlxpRWhD8sYbb5jdu3eb6dOne8v6as+ePXtMRkaGaW9vN/X19SY5\nOdl0dnZaErc/fLVt1apV5pFHHulVN9LaZowxTU1NpqamxhhjTGtrq5k8ebKpq6uLmvPXV/ui6Rye\nPn3aGGPM2bNnzaxZs8y2bduCdv7Cpgfhi//zIyKPuWDQfdOmTRQWFgJQWFjIhg0brAhrSK655hrG\njh3bo6yv9mzcuJHFixcTHx9PUlISKSkp7NixY9hj9pevtoHvmyYirW0ACQkJZGZmAjBy5EimTp2K\n2+2OmvPXV/sges7hiBEjAGhvb6ezs5OxY8cG7fyFdYLwf35EZLHZbFx77bXMnDmTp59+GoDm5mbs\ndjsAdrud5uZmK0MMWF/tOXToUI871CL1nD7xxBNkZGRQVFTk7b5Hetv2799PTU0Ns2bNisrz192+\nnJwcIHrOYVdXF5mZmdjtdu/ltGCdv7BOENF6D/L27dupqalh8+bNPPXUU2zbtq3HdpvNFlVtH6g9\nkdbW5cuXU19fT21tLRMnTuSee+7ps26ktO3UqVPMnz+fxx57jFGjRvXYFg3n79SpU3z729/mscce\nY+TIkVF1Di+66CJqa2tpbGzkjTfeYOvWrT22B3L+wjpB+DM/IhJNnDgRgC9+8YvcfPPN7NixA7vd\nzuHDhwFoampiwoQJVoYYsL7ac+E5bWxsJDHCHhQ+YcIE7y/dbbfd5u2iR2rbzp49y/z581myZAk3\n3XQTEF3nr7t9t9xyi7d90XYOAcaMGcONN95IdXV10M5fWCeIaJwf8fHHH9Pa2grA6dOnqaioID09\nnYKCAkpLSwEoLS31vpEjVV/tKSgooKysjPb2durr63G5XN47uSJFU1OT9/uXX37Ze4dTJLbNGENR\nURFpaWncdddd3vJoOX99tS9azuGRI0e8l8fa2tp47bXXyMrKCt75C+nwehC88sorZvLkySY5Odk8\n+OCDVocTsA8//NBkZGSYjIwMM23aNG+bjh49avLy8ozT6TT5+fnm2LFjFkfqv0WLFpmJEyea+Ph4\n43A4zDPPPNNvex544AGTnJxspkyZYsrLyy2MfGAXtq2kpMQsWbLEpKenmxkzZph58+aZw4cPe+tH\nUtuMMWbbtm3GZrOZjIwMk5mZaTIzM83mzZuj5vz5at8rr7wSNefw3XffNVlZWSYjI8Okp6ebhx9+\n2BjT/+fJYNpnM0ZrWIiISG9hfYlJRESsowQhIiI+KUGIiIhPShAiIuKTEoSIiPikBCEiIj79fzlO\nMDtjteeVAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x4c47b90>"
]
}
],
"prompt_number": 56
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"**ASSIGNMENT!** Implement histogram equalization *without* the help of `equalizeHist`. (Hint: create a lookup table for the CDF, mapping the original bins to the equalized ones, so you can do something similar to `equalized_image = cdf[original_image]`)"
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"4 - Image thresholding, smoothing, and edge detection"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"OpenCV has several thresholding methods built in.\n",
"\n",
"* `cv2.THRESH_BINARY`\n",
"* `cv2.THRESH_BINARY_INV`\n",
"* `cv2.THRESH_TRUNC`\n",
"* `cv2.THRESH_TOZERO`\n",
"* `cv2.THRESH_TOZERO_INV`\n",
"\n",
"These are tailored specifically to hard pixel values (that is, *not* adaptive)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"img = cv2.imread('bwgradient.jpg', cv2.CV_LOAD_IMAGE_GRAYSCALE)\n",
"imshow(img, cmap = cm.gray)"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 57,
"text": [
"<matplotlib.image.AxesImage at 0x4c37e90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x4c63f90>"
]
}
],
"prompt_number": 57
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ret, t1 = cv2.threshold(img, 127, 255, cv2.THRESH_BINARY)\n",
"ret, t2 = cv2.threshold(img, 127, 255, cv2.THRESH_BINARY_INV)\n",
"ret, t3 = cv2.threshold(img, 127, 255, cv2.THRESH_TRUNC)\n",
"ret, t4 = cv2.threshold(img, 127, 255, cv2.THRESH_TOZERO)\n",
"ret, t5 = cv2.threshold(img, 127, 255, cv2.THRESH_TOZERO_INV)\n",
"\n",
"titles = ['Original', 'BINARY', 'BINARY_INV', 'TRUNC', 'TOZERO', 'TOZERO_INV']\n",
"images = [img, t1, t2, t3, t4, t5]\n",
"\n",
"for i in range(6):\n",
" subplot(2, 3, i + 1)\n",
" imshow(images[i], cmap = cm.gray)\n",
" title(titles[i])\n",
" xticks([])\n",
" yticks([])"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0xbcf1a50>"
]
}
],
"prompt_number": 61
},
{
"cell_type": "heading",
"level": 2,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"4 - Image thresholding, smoothing, and edge detection"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"Thresholding"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"OpenCV also has two *adaptive* thresholding methods.\n",
"\n",
"* `cv2.ADAPTIVE_THRESH_MEAN_C`\n",
"* `cv2.ADAPTIVE_THRESH_GAUSSIAN_C`\n",
"\n",
"`THRESH_MEAN` is the mean of a neighborhood area, while `THRESH_GAUSSIAN` is the weighted sum of a neighborhood according to a gaussian window."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"img = cv2.imread('opencv.png', cv2.CV_LOAD_IMAGE_GRAYSCALE)\n",
"imshow(img, cmap = cm.gray)"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 65,
"text": [
"<matplotlib.image.AxesImage at 0xa322510>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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DrTaYGBudMaCMITk52SpP/mBj0KBBvKwEtzaoAPUBT09Pc7tgMjw9Pfv0a25j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\n9t5rr72G6dOnA+h4MJcuXcq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siSoJ9N9z00pKSjSHEsTExGDNmjUArLOubOfhWWNdO1Gp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\nFSAKhWI2/hdY3bTjhOlmRAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xc5db8d0>"
]
}
],
"prompt_number": 65
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ret, t1 = cv2.threshold(img, 127, 255, cv2.THRESH_BINARY)\n",
"t2 = cv2.adaptiveThreshold(img, 255, cv2.ADAPTIVE_THRESH_MEAN_C, cv2.THRESH_BINARY, 11, 2)\n",
"t3 = cv2.adaptiveThreshold(img, 255, cv2.ADAPTIVE_THRESH_GAUSSIAN_C, cv2.THRESH_BINARY, 11, 2)\n",
"\n",
"titles = ['Original', 'BINARY', 'Adaptive Mean', 'Adaptive Gaussian']\n",
"images = [img, t1, t2, t3]\n",
"\n",
"for i in range(4):\n",
" subplot(2, 2, i + 1)\n",
" imshow(images[i], cmap = cm.gray)\n",
" title(titles[i])\n",
" xticks([])\n",
" yticks([])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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GjRtZZWUlu3nzJktISGBDhw7l/MbGxrKIiAh24sQJVl5ezoYPH85GjhzJGLs9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\nEjeCIFyS/wM2wliyKC77BAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xbce72d0>"
]
}
],
"prompt_number": 67
},
{
"cell_type": "heading",
"level": 3,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Smoothing"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"Smoothing is a useful preprocessing step (prior to segmentation or thresholding) or to simply suppress spurious pixel noise."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"Smoothing relies on a *kernel*, or filter, that specifies how the smoothing is done."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cats = cv2.imread('cats1.jpg')\n",
"kernel = np.ones((5, 5), np.float32) / 25\n",
"\n",
"# Average smoothing: takes the average of all pixels under the filter\n",
"dst = cv2.filter2D(cats, -1, kernel)\n",
"\n",
"subplot(121)\n",
"imshow(cats)\n",
"title('Original')\n",
"subplot(122)\n",
"imshow(dst)\n",
"title('Averaging')"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 68,
"text": [
"<matplotlib.text.Text at 0xa554450>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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wxtwWqz2ElOaFJ845Jk09ayLfNi04YdI0lKUpex0iyTnqEOlVOVDJbBAtCtqm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\nVr+gUI8niHcMlgasrqwyHA4RX9A0DavrazRNQHA8
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