{ "metadata": { "name": "", "signature": "sha256:52c9cf651d5dfbd9749d5f9d042a7222fe836cecce8c8aaf4d0503a778c079ea" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "from skimage import feature\n", "from skimage import data\n", "from skimage import transform\n", "\n", "import matplotlib.pyplot as plt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "image = data.chelsea()\n", "\n", "def shift(xy):\n", " xy[:, 1] -= 30\n", " return xy\n", " \n", "image_shifted = transform.warp(image, inverse_map=shift)\n", "\n", "f, (ax0, ax1) = plt.subplots(1, 2)\n", "ax0.imshow(image)\n", "ax1.imshow(image_shifted)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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vKvK8IEtLEBLnQxYrSyfUHBwv8M5x8+Yuq0bznTcOOLuwPD7N2Vjv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GcnzBdTRFDo9Zqz03OaumYYIpvdhr7eUpTg/QXzacHWOcBhipzL1ZaTe8Uzv2PoVzTbW+yohAOZ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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "out = feature.match_template(image, image_shifted, pad_input=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "np.array(image.shape)//2. - np.unravel_index(out.argmax(), image.shape)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ "array([ 30., 0., 0.])" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }