{ "metadata": { "name": "", "signature": "sha256:67b88f2a7e0dabc76373cff3eda45b9406b73f1ff6637effcfa5f606f153abb7" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import cv2\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from skimage import io\n", "from numpy import fft\n", "\n", "from IPython.html import widgets\n", "\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Image Processing in OpenCV\n", "- [resource](http://docs.opencv.org/trunk/doc/py_tutorials/py_imgproc/py_table_of_contents_imgproc/py_table_of_contents_imgproc.html#py-table-of-content-imgproc)\n", "\n", "## Topic: Template Matching\n", "- `cv2.matchTemplate()`: It simply slides the template image over the input image (as in 2D convolution) and compares the template and patch of input image under the template image.\n", "- Once you got the result, you can use `cv2.minMaxLoc()` function to find where is the maximum/minimum value. Take it as the top-left corner of rectangle and take (w,h) as width and height of the rectangle. That rectangle is your region of template.\n", "- If you are using `cv2.TM_SQDIFF` as comparison method, minimum value gives the best match." ] }, { "cell_type": "code", "collapsed": false, "input": [ "marbles = cv2.imread(\"public-images/marbles.jpg\", cv2.IMREAD_GRAYSCALE)\n", "plt.imshow(marbles, cmap = plt.cm.gray)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 2, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAVMAAAEACAYAAAAOUZUtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "c, r, b = 990, 511, 40\n", "roi = marbles[r-b:r+b, c-b:c+b]\n", "plt.imshow(roi, cmap = plt.cm.gray)\n", "print c-b, r-b" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "950 471\n" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAP0AAAD/CAYAAAA6/dD3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "locations = cv2.matchTemplate(marbles, roi, cv2.TM_CCORR_NORMED)\n", "plt.imshow(locations, cmap = plt.cm.gray)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 21, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAAEACAYAAACNlawWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "min_val, max_val, min_loc, max_loc = cv2.minMaxLoc(locations)\n", "x, y = max_loc\n", "print x, y\n", "matched_img = cv2.rectangle(marbles.copy(), (x, y), (x+2*b, y+2*b), thickness = 5, color = 255)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "950 471\n" ] } ], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow(matched_img, cmap = plt.cm.gray)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 23, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAVMAAAEACAYAAAAOUZUtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }