{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Title: Color Histograms\n", "Author: Thomas Breuel\n", "Institution: UniKL" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "\n", "from pylab import *\n", "import tables\n", "from collections import Counter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Simple Color Histograms" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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j4KY+OCtzDILgORr1HJxLr1J85WyOGisIM5BApDI/HVdc1ZerlgrCzCSHwSG1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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# simple visualization of projected RGB space\n", "cspace = zeros((256,256,3))\n", "for i in range(256):\n", " for j in range(256):\n", " x = (i/255.0)\n", " y = (j/255.0)\n", " if x+y>1: continue\n", " z = 1-x-y\n", " rgb = array([x,y,z])\n", " cspace[i,j,:] = rgb\n", "imshow(cspace)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# color histogram in projected RGB space\n", "def chist(image,r=15):\n", " if image.dtype==dtype('B'): image = image/255.0\n", " result = zeros((r+1,r+1))\n", " assert image.ndim==3\n", " rgb = image.reshape(-1,3)\n", " intensity = sum(rgb,axis=1)\n", " rgb = rgb[(intensity>0.02)*(intensity<0.98)]\n", " rgb = r*rgb*1.0/sum(rgb,axis=1)[:,newaxis]\n", " xy = array(rgb,'i')[:,:2]\n", " index = xy[:,0]*r+xy[:,1]\n", " counts = Counter(index)\n", " for k,v in counts.items(): result[k//r,k%r] = v\n", " return result" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1ltm0wZhAkALrDK5rWNvos2iOSVWO1YZERkRC4o3CeYc1BuFatrYSygL6ayOC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WlRLjnFcdnR+76/n15UEMch47HDmXvPsLG+TcW0efDBB8mFnHqjwpEjR6k36iiGiOuN2NzcZDx2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\nRK5CYII=\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# computing a color histogram of an image\n", "image = imread(\"raw_images/DSCN0314.JPG\")\n", "subplot(121); imshow(image)\n", "c = chist(image); c = c*1.0/amax(c)\n", "cs = (c[:,:,newaxis]**.5)*cspace[::16,::16,:]; cs = cs*1.0/amax(cs)\n", "subplot(122); imshow(cs,interpolation='nearest',cmap=cm.gray)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Perceptually More Uniform Spaces" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Better Color Space:\n", "\n", "The projected RGB space above is not a very good space to work in because differences in color are not uniform:\n", "\n", "- colors that appear similar have different RGB vectors\n", "- colors that appear different have similar RGB vectors\n", "\n", "Other color spaces reduce these effects. \n", "\n", "The $Lab$ space is a popular color space.\n", "\n", "$Lab$ coordinates refer to: $L$ intensity; $a$, $b$ color opponent channels." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.174926254719 100.0\n", "-23.2297308765 10.3329353714\n", "-11.9753707941 48.5577698808\n" ] }, { "data": { "image/png": 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7e3sYDAaF0xwOhx7A8/PzNJtN3G43nU5H9fqlUol6vc7AwAAnT55kcXGRdDqt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\nTkSuQmCC\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# conversion to Lab color space\n", "from skimage import io,color\n", "lab = color.rgb2lab(image)\n", "for i in range(3):\n", " subplot(1,3,i+1); imshow(lab[:,:,i],cmap=cm.gray)\n", " print amin(lab[:,:,i]),amax(lab[:,:,i])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "\n", "def ifloor(a): return array(a,'i')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's rewrite the `chist` function. Now it computes color histograms using intensity and color information, and using an Lab color space. Computation of the histogram is loop-free.\n", "\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def chist(image,iq=3,cq=7):\n", " lab = color.rgb2lab(image).reshape(-1,3)\n", " lab = lab[lab[:,0]>1.0]\n", " lab[:,0] = lab[:,0]*iq/100.0\n", " lab[:,1] = (lab[:,1]+128.0)*cq/255.0\n", " lab[:,2] = (lab[:,2]+128.0)*cq/255.0\n", " index = ifloor(lab[:,0])*cq*cq+ifloor(lab[:,1])*cq+ifloor(lab[:,2])\n", " counts = Counter(index)\n", " result = zeros((iq+1)*(cq+1)*(cq+1))\n", " for k,v in counts.items(): result[k] = v\n", " return result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualize the output. Note that we get four intensity levels of 8x8 color histograms.\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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u5vNM33Rs72xT1SO6NARlIVBUgjGBvGg/9N5QlTWrKxMEy403HKNpGy5e3GI6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\njBk/APz/vQQUeU/kGiMAAAAASUVORK5CYII=\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image = imread(\"raw_images/DSCN0243.JPG\")\n", "subplot(121); imshow(image)\n", "subplot(122); imshow(chist(image).reshape(8,-1)**.5,interpolation='nearest')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Precomputing Histograms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now just use the low resolution \"icons\" stored in HDF5 to compute the color histograms. This is sufficient for histogram-based retrieval.\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "hdf = tables.openFile(\"1k.h5\",\"r\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Computation of color histograms is very simple now using list comprehensions.\n", "\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Hf/zHXF9ff/i1r371q3zpS1/i13/91/na177GV7/6Vb761a/+vdf2KhRxQNDgBFVEBXMn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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hists = [chist(image) for image in hdf.root.icons]\n", "\n", "subplot(121); imshow(hdf.root.icons[20])\n", "subplot(122); imshow(hists[20].reshape(8,-1),interpolation='nearest')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Histogram Search" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For searching by color histogram similarity, we use the _cosine distance_.\n", "\n", "That is, each histogram is viewed as a vector, and the dissimilarity between vectors is given by:\n", "\n", "$$ d(u,v) = 1 - \\frac{u\\cdot v}{||u|| ~ ||v||} $$\n", "\n", "Distance calculations are efficiently implemented by `scipy.spatial.distance`\n", "\n", "(For large scale nearest neighbor search, we use a different approach.)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# search by color histogram similarity\n", "def search_example():\n", " figsize(12,8)\n", " from scipy.spatial import distance\n", " for ff,t in enumerate([0,20,40,60,80]):\n", " dists = distance.cdist(hists[t].reshape(1,-1),hists,metric='cosine')[0]\n", " nearest = argsort(dists)\n", " for f,i in enumerate(nearest[:5]):\n", " subplot(5,5,ff*5+f+1); axis(\"off\"); imshow(hdf.root.icons[i]); title(\"%d %.2f\"%(i,dists[i]))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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P8+tCknP7d7L2hdfZtm4L/Yk4AX8QRQJhS2Rti2w+RyoeJzESJ13IYeTypHN5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udfNEj+J/cRyj8twe3sNKKGgVSKdNJGKh2lBH7gsmP/EKVqFUPX0WMamkZEBo5bJOIWAsFrLrqQ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\n/hMELscnP/IVvvWbbuTQV0/wQbXCjmpKqDyu2eExO9sk9XLkXYArGt5+5Q1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H8PjreOH8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GNl4hDbGrv43v4naY5PUUxOs3LwGKO6wuLyCSKXMTc/w/zsHIMTo4g4JbiYh/c9x6/8/Ae5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\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dWL5L5JdkSLQ5/42992y37KrOtO85V9757JNDncpZVSrlAEgggRDJIjTR2AbTxrIxxsbG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K8qlBFSFSwslZnMlIn8/URR38BXCQWaG9JuB4ymTGzXxQ8lPU0gXnzI1KEROmdmIAr7XqboWDEL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3ZTKxZYvXoCy7L49Oe/fqK77j+cib/wCDdlrNjmEg9rNGsR0ZaUxh5BudBiyuqQVBULkyGn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zz2NC/Z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\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0bYWhtWwZx43TIaFwnNhIuXEiYDqoc6TbZzz0uL4Fmc0YrwRc7iQkqSYxIIUgFTVWBjFL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\nQNDp9lEKfOURBBXieEimDb4nkcrDkx7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1gff/w6+w/oUt1s+f5RN+h37H8qXXxjz08pSq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\nPwiFeRYAhqeDAAAAAElFTkSuQmCC\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "search_example()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": {}, "nbformat": 4, "nbformat_minor": 0 }