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@tnarihi
Last active August 29, 2015 14:16
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APIs for image transformation and comparisons: OpenCV2 vs Scikit-Image. http://nbviewer.ipython.org/gist/tnarihi/9b860f9f163b66bff8cd

Examples of Python OpenCV2 and Scikit.Image and their comparisons

See the iPython notebook link. In this notebook, you can see various image maniputaion examples using both Python extension of OpenCV2 and Scikit.Image.

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{"nbformat_minor": 0, "cells": [{"source": "# OpenCV2 vs Scikit-Image", "cell_type": "markdown", "metadata": {}}, {"execution_count": 1, "cell_type": "code", "source": "%pylab inline", "outputs": [{"output_type": "stream", "name": "stdout", "text": "Populating the interactive namespace from numpy and matplotlib\n"}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 2, "cell_type": "code", "source": "import skimage.transform as T\nimport skimage.util as U", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 3, "cell_type": "code", "source": "import cv2", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 4, "cell_type": "code", "source": "img = imread('/home/narihira/data/anp_nocc/images/beautiful_beach/1104949085_b8044ffb82.jpg')", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 5, "cell_type": "code", "source": "imshow(img)", "outputs": [{"execution_count": 5, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.image.AxesImage at 0x7f48a5239510>"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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yGR08FDu2EhrORkIWge22lEQ2pMBlAVfvZOk8lDSzCbcSfpiiY4VHsbfHW2gp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eXem2ysLtFVVNCqSnO/DjZW5zl78hVsdY1adQrt8szMjtFq1JmbXWC1tsjFE09x7JmHuHLpVeIO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\nW2QccYho1WIqQ2UkIQq8XxbHfunIUhRfViRCFIWElAnnlihtmbRzer8i5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DCh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\ngFGs2Igles0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FkHzqjzfQboUPf2CdGxs3MT3P17/yNg89cRbtLF988Yv0BrvgFtnaG5At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\nwRGefuo/OPLAvXQ7mlPnzlMuj5H3Ai6efJkD04+SRAnrK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"text/plain": "<matplotlib.figure.Figure at 0x7f48a5306910>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"source": "## rotate", "cell_type": "markdown", "metadata": {}}, {"execution_count": 28, "cell_type": "code", "source": "img.shape[1::-1]", "outputs": [{"execution_count": 28, "output_type": "execute_result", "data": {"text/plain": "(500, 375)"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 44, "cell_type": "code", "source": "degree = 5\n# skimage\nout = T.rotate(img, degree)\nsubplot(121)\nimshow(out)\n# cv2\ncenter = tuple(np.array(img.shape[1::-1]) / 2) # [w h] / 2\nscale = 1\ndst_size = img.shape[1::-1] # wh\nrmat = cv2.getRotationMatrix2D(center, degree, scale)\nout = cv2.warpAffine(img, rmat, dst_size)\nsubplot(122)\nimshow(out)", "outputs": [{"execution_count": 44, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.image.AxesImage at 0x7f489f3e5ed0>"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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D/lxE/jVwK/DKx3tz+cxRpDdWlApF0gEpwtgXd8rJOo+WCD3kNLlY0ghJOaaP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"text/plain": "<matplotlib.figure.Figure at 0x7f489f486450>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 45, "cell_type": "code", "source": "%timeit T.rotate(img, degree)\n%timeit cv2.getRotationMatrix2D(center, degree, scale)\n%timeit cv2.warpAffine(img, rmat, dst_size)", "outputs": [{"output_type": "stream", "name": "stdout", "text": "100 loops, best of 3: 17.6 ms per loop\nThe slowest run took 15.69 times longer than the fastest. This could mean that an intermediate result is being cached \n1000000 loops, best of 3: 1.02 \u00b5s per loop\n1000 loops, best of 3: 990 \u00b5s per loop\n"}], "metadata": {"collapsed": false, "trusted": true}}, {"source": "## scaling", "cell_type": "markdown", "metadata": {}}, {"execution_count": 46, "cell_type": "code", "source": "scale = 0.5\n# skimage\nout = T.rescale(img, scale) # bilinear\nsubplot(121)\nimshow(out)\n# cv2\nout = cv2.resize(img, center, fx=1/scale, fy=1/scale) # bilinear\nsubplot(122)\nimshow(out)", "outputs": [{"execution_count": 46, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.image.AxesImage at 0x7f489f1e2450>"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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kkka5SZyqZsyzTLQ7kGoEnexGYY77gFvvUFmLy0mMWp142B7gVkUKAz3P0Wmp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"text/plain": "<matplotlib.figure.Figure at 0x7f489f49b710>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 47, "cell_type": "code", "source": "%timeit T.rescale(img, scale) # bilinear\n%timeit cv2.resize(img, center, fx=1/scale, fy=1/scale) # bilinear", "outputs": [{"output_type": "stream", "name": "stdout", "text": "100 loops, best of 3: 6.72 ms per loop\n1000 loops, best of 3: 410 \u00b5s per loop\n"}], "metadata": {"collapsed": false, "trusted": true}}, {"source": "## resize", "cell_type": "markdown", "metadata": {}}, {"execution_count": 48, "cell_type": "code", "source": "sz = (256, 256)\n# skimage\nout = T.resize(img, sz) # bilinear\nsubplot(121)\nimshow(out)\n# cv2\nout = cv2.resize(img, sz) # bilinear\nsubplot(122)\nimshow(out)", "outputs": [{"execution_count": 48, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.image.AxesImage at 0x7f489f493450>"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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dwklPfnYPtWyPjWx7/yWAdRTXYSksQkrLZcj20VWyGjWDbtsiBbAq8KfkAkR0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\n+a7AUI74RkQxW0Pz51RuHM8ib6EAjJE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Emg6wEZ+sPJzqjBJ1mJVQ9wA47S4Vz0jx9JZr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\nS6OS4tcRU0JlIUhhs1hdYSgLJ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aJNxyNiEMh+7pL0oWWcemG3XoO5QwDEIVbH8xDVzsAa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J7aoaSWz/zh9jjMT21tYPcdDpB311oaCJXrLBHECC0dncYJGsvfMrTFaQVFrgAXGWgeDJDkYG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\nKNbgDcMwEuUvJjAWLvu+tmQAAAAASUVORK5CYII=\n", "text/plain": "<matplotlib.figure.Figure at 0x7f489f493d90>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 49, "cell_type": "code", "source": "%timeit T.resize(img, sz)\n%timeit cv2.resize(img, sz)", "outputs": [{"output_type": "stream", "name": "stdout", "text": "100 loops, best of 3: 7.95 ms per loop\n1000 loops, best of 3: 465 \u00b5s per loop\n"}], "metadata": {"collapsed": false, "trusted": true}}, {"source": "## pad", "cell_type": "markdown", "metadata": {}}, {"execution_count": 50, "cell_type": "code", "source": "p = 5\n# skimage\nvpad = hpad = (p, p) # v: tb or h: lr\ndpad = (0, 0)\npad3d = (hpad, vpad, dpad)\nout = U.pad(img, pad3d, mode='constant')\nsubplot(121)\nimshow(out)\n# cv2\npad2d = (p,)*4 # tblr\nout = cv2.copyMakeBorder(img, *pad2d, borderType=cv2.BORDER_CONSTANT)\nsubplot(122)\nimshow(out)", "outputs": [{"execution_count": 50, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.image.AxesImage at 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u0kCxNHd7SGtJGO5Ethx5Orrs/CMoK6yW/4boooqj0afigmNOjrXbFvgp6HGQ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37/G/m9z9yP6O7mdbfcwfK+PpW2/ObP/grf/Q9Wubb+AJ947/0sjzfZXB/zhUmH+qYPccOLH+OS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"text/plain": "<matplotlib.figure.Figure at 0x7f489f406850>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 54, "cell_type": "code", "source": "%timeit U.pad(img, pad3d, mode='constant')\n%timeit cv2.copyMakeBorder(img, *pad2d, borderType=cv2.BORDER_CONSTANT)", "outputs": [{"output_type": "stream", "name": "stdout", "text": "1000 loops, best of 3: 244 \u00b5s per loop\n10000 loops, best of 3: 35.2 \u00b5s per loop\n"}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": null, "cell_type": "code", "source": "", "outputs": [], "metadata": {"collapsed": true, "trusted": true}}], "nbformat": 4, "metadata": {"kernelspec": {"display_name": "Python 2", "name": "python2", "language": "python"}, "language_info": {"mimetype": "text/x-python", "nbconvert_exporter": "python", "version": "2.7.10", "name": "python", "file_extension": ".py", "pygments_lexer": "ipython2", "codemirror_mode": {"version": 2, "name": "ipython"}}}}
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