{ "metadata": { "name": "", "signature": "sha256:c426c33313a8d2400e56f8afd143b35016f21c862441309ece81d915e4962ae8" }, "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", "- [segmentation on watershed](http://cmm.ensmp.fr/~beucher/wtshed.html)\n", "\n", "## Topic: Image Segmentation\n", "- marker-based segmentation such as watershed algorithm\n", "- interactive segementation (foreground extraction) such as GrabCut algorithm\n", "\n", "#### Footnote - Distance Transformation\n", "The [distance transform](http://homepages.inf.ed.ac.uk/rbf/HIPR2/distance.htm) is an operator normally only applied to binary images. The result of the transform is a graylevel image that looks similar to the input image, except that the graylevel intensities of points inside foreground regions are changed to show the distance to the closest boundary from each point.\n", "\n", "#### Footnote - Connected Components (as for marker creation)\n", "cv2.connectedComponents labels background of the image with 0, then other objects are labelled with integers starting from 1." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Watershed for Image Segmentation" ] }, { "cell_type": "code", "collapsed": false, "input": [ "coins = cv2.imread(\"public-images/coins.jpg\")[:,:,::-1]\n", "gray_coins = cv2.cvtColor(coins, cv2.COLOR_RGB2GRAY)\n", "plt.imshow(coins)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 2, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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mMu3pWrwRe81i0/hjd1tm3haeqjdgacUxbjqOPvoko8mQS+dO4octg8JQ95bw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\nTZUXbN1/P4mHGoheTlA01ua4RsReXOrSaHvmxqDlIPVNa4Rc2Aepf4471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"text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "## method1 \n", "\n", "## step 1 - use otus binarization to segement image\n", "thr, otsu_binary = cv2.threshold(gray_coins, 0, 255, \n", " cv2.THRESH_OTSU+cv2.THRESH_BINARY_INV)\n", "print thr\n", "plt.imshow(otsu_binary, cmap = plt.cm.gray)\n", "plt.title(\"binary after otsu\")\n", "\n", "## step 2 - removing small salt noise by opening (erosion -> dialation)\n", "## we don't see obvious holes (pepper noise), so need for closing\n", "kernel = np.ones((3, 3), dtype=np.uint8)\n", "opening = cv2.morphologyEx(otsu_binary, cv2.MORPH_OPEN, kernel, )\n", "plt.figure()\n", "plt.imshow(opening, cmap = plt.cm.gray)\n", "plt.title(\"revmoving salt noise by opening\")\n", "\n", "## step 3 - finding foreground with confidence\n", "## ususally erosion will do the job, if the parts are not connected, OR FOREGROUND AS A WHOLE\n", "## IS THE INTEREST\n", "## so here a better opion is to find the distance transform and apply proper thr\n", "sure_fg_erosion = cv2.erode(opening, kernel, )\n", "plt.figure()\n", "fig, axes = plt.subplots(1, 2)\n", "fig.subplots_adjust(wspace = 1.5)\n", "axes[0].imshow(sure_fg_erosion, cmap = plt.cm.gray)\n", "axes[0].set_title(\"sure foreground by erosion\")\n", "\n", "sure_fg_dist = cv2.distanceTransform(opening, cv2.DIST_L2, 3)\n", "thr, sure_fg_dist = cv2.threshold(sure_fg_dist, 0.7*sure_fg_dist.max(), \n", " 255, cv2.THRESH_BINARY)\n", "sure_fg_dist = sure_fg_dist.astype(np.uint8)\n", "axes[1].imshow(sure_fg_dist, cmap = plt.cm.gray)\n", "axes[1].set_title(\"Seperate sure foreground by distanceTrans\")\n", "\n", "## step 4 - finding background with confidence\n", "## a dialation will do the job\n", "sure_bg_dilation = cv2.dilate(opening, np.ones((3, 3)))\n", "plt.figure()\n", "plt.imshow(sure_bg_dilation, cmap = plt.cm.gray)\n", "plt.title(\"sure background by dilation\")\n", "\n", "## step 5 - the remaining regioins are those we are NOT sure of.\n", "## watershed is used to find them - these are usually regions at boundaries where\n", "## foreground and background meet. \n", "## IF WE USE EROSION AS SURE-FOREGROUND, AND DIALATION AS SURE-BACKGROUND\n", "## BORDERS ARE ESSENTIALLY MORPHLOGICAL_GRADIENT\n", "print sure_bg_dilation.dtype, sure_fg_dist.dtype\n", "unknown = cv2.subtract(sure_bg_dilation, sure_fg_dist, )\n", "plt.figure()\n", "plt.imshow(unknown, cmap = plt.cm.gray)\n", "plt.title(\"unsure regions at borders\")\n", "\n", "## step 6 - create marker img (int32, same size of original image)\n", "## The regions we know for sure (whether foreground or background) are \n", "## labelled with any positive integers, but different integers, \n", "## and the area we don\u2019t know for sure are just left as zero.\n", "ret, markers = cv2.connectedComponents(sure_fg_dist, )\n", "## make the background as 1, not 0 (for unknown)\n", "markers = markers + 1\n", "## mark any unknown as 0\n", "markers[unknown==255] = 0\n", "plt.figure()\n", "plt.imshow(markers, cmap = plt.cm.jet)\n", "plt.title(\"marker - unknown as 0, all others as positives\")\n", "plt.colorbar()\n", "\n", "## step 7 - use watershed after getting markers\n", "## watershed only needs the marker image, and will mark the border as -1\n", "water_shed = cv2.watershed(coins, markers.copy())\n", "plt.figure()\n", "plt.imshow(water_shed)\n", "plt.title(\"water shed marker\")\n", "segmented_coins = coins.copy()\n", "segmented_coins[water_shed==-1] = (255, 0, 0)\n", "plt.figure()\n", "plt.imshow(segmented_coins)\n", "plt.title(\"segmented by watershed with borders\")" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "162.0\n", "uint8" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " uint8\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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GQwCCgoKgVqvN72gjtB5aPrM1g+TkZNSuXVsAKbaRnZ2NhIQEAIBKpcLt27eRkZEheQQm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\n3Nxc9OvXDyEhIbT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Yv349rl27RmsmAOZ4P/vsMygUClRUVKCiogKE4kuoYcOGGdxvZ2eHjRs3cu5+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\nJyeLaJHl4wbgHIAhqv+9wLS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wM3BR2j6uNIReIqDCYjcyo1SZbceYUoWkpjYG7LZhnjK4Bpmh2ku45bL0vId2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\nAam+9Fba+gRwDFKJ6UnEs9YVSoPKyiB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2MXeYnvw8O8g5QRVdA57qc5qU7QNK+SQb2MLXe3cSGFI49fH21+IbWDi66fUQ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\nFOYefDDnOP1zzv33/vnpQ9liNJifIYx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Br1VnMUZ83eD+8SO8c8bR7+VoIr6qsErhmwaF+KG1MgQPJCHq4CVFVJckY60Z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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### GrabCut for Foreground Extraction\n", "\n", "- gimp has a plugin implementation\n", "- `cv2.grabCut()`" ] }, { "cell_type": "code", "collapsed": false, "input": [ "img = cv2.imread('public-images/messi5.jpg')\n", "mask = np.zeros(img.shape[:2],np.uint8)\n", "\n", "bgdModel = np.zeros((1,65),np.float64)\n", "fgdModel = np.zeros((1,65),np.float64)\n", "\n", "rect = (50,50,450,290)\n", "cv2.grabCut(img,mask,rect,bgdModel,fgdModel,5,cv2.GC_INIT_WITH_RECT)\n", "\n", "mask2 = np.where((mask==2)|(mask==0),0,1).astype('uint8')\n", "img = img*mask2[:,:,np.newaxis]\n", "\n", "plt.imshow(img)\n", "plt.colorbar()" ], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }