{ "cells": [ { "cell_type": "code", "execution_count": 106, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "<< back to chapter content

Last updated: 23/12/2015

\n", " show/hide source code\n", " " ], "text/plain": [ "" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%matplotlib inline\n", "import sys\n", "sys.path.insert(0,'..')\n", "from IPython.display import HTML,Image,SVG,YouTubeVideo\n", "from helpers import header\n", "\n", "HTML(header())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Texture features\n", "\n", "Here is an example of a texture found in ultrasound medical imaging, the image exhibits a clear striation pattern due to muscle fiber orientation." ] }, { "cell_type": "code", "execution_count": 107, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/jpeg": 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+b583mff3vv8A9/f89Q0ANop1NoAKK7bwxe3Wn6MbySb+z7CLU4Hee1ika/vp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\nZ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"text/plain": [ "" ] }, "execution_count": 107, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image('http://homepages.ulb.ac.be/~odebeir/data/muscle.jpg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following video sequience illustrates how fiber orientation can vary during the motricity exercice." ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import YouTubeVideo\n", "YouTubeVideo('PUcz11MLxUk', start=0, autoplay=1, theme=\"light\", color=\"blue\",)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here are some classical textures extracted from an atlas (Broadatz). Texture can be natural, such as grains, sand, soil, stone, biological tissue or resulting from a human artifact such as fabric, wall, pavements ...\n", "\n", "Texture in an image can be characterized by a repetitive pattern or by a statistical geometrical distribution." ] }, { "cell_type": "code", "execution_count": 109, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/jpeg": 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SK4ZokV2yT1LdqwdEv7iwuTK0JkRhiQjqQeK1HvWtoxaJcTeWx8wIBgqRyN1ZV/PJrBOp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\nuz0q2SO3D4HSrTQM7ZxkntVu3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"text/plain": [ "" ] }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image('http://www.tina-vision.net/ilib/ims_broadatz.jpg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Texture is relative to a region content, it can by due to\n", " a specific gray-level dynamic, a gray-level organisation\n", " one define several oreder for texture description:\n", " \n", "* first order : the pixel alone is used ti compute the texture descriptor\n", "* second order : the pixel and one of its neighboor are used\n", "* third order : more than 1 neighboor are used" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The coocurence matrix\n", "\n", ">see also:\n", "* the coocurence matrix in the [digital image section](../01-Introduction/03-Digital image.ipynb)\n", "\n", "Coorence matrix can be defined such as:\n", "\n", "$$\n", "C^{\\Delta x, \\Delta y}_{i,j}=\\sum_{p=1}^n\\sum_{q=1}^m\\begin{cases} 1, & \\mbox{if }I(p,q)=i\\mbox{ and }I(p+\\Delta x,q+\\Delta y)=j \\\\ 0, &\\mbox{otherwise}\\end{cases}\n", "$$\n", "\n", "for a given $(\\Delta x, \\Delta y)$ defining the neighborhood relationship.\n", "\n", "From the coocurence matrix $C$ one can extract several descriptors that are sensitive to the texture:\n", "\n", "Normalized coocurence matrix:\n", "\n", "$$ P_{i,j} = \\frac{C_{i,j}}{\\sum^{N-1}_{i,j=0} C_{i,j}}$$\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "contrast measures\n", "\n", "$$Contrast = \\sum^{N-1}_{i,j=0} P_{i,j}(i-j)^2$$\n", "\n", "$$Dissimilarity = \\sum^{N-1}_{i,j=0} P_{i,j}|i-j|$$\n", "\n", "$$Homogeneity = \\sum^{N-1}_{i,j=0} \\frac{P_{i,j}}{1+(i+j)^2}$$\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "organization measures\n", "\n", "$$ASM = \\sum^{N-1}_{i,j=0} P_{i,j}^2$$\n", "\n", "$$ Energy = \\sqrt{ASM}$$\n", "\n", "$$entropy = - \\sum^{N-1}_{i,j=0} P_{i,j} \\, \\log(P_{i,j})$$\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "statistical measures\n", "\n", "$$ \\mu_i = \\sum^{N-1}_{i,j=0} i\\,P_{i,j} $$\n", "$$ \\mu_j = \\sum^{N-1}_{i,j=0} j\\,P_{i,j} $$\n", "$$ \\sigma_i = \\sum^{N-1}_{i,j=0} (i-\\mu_i)^2\\,P_{i,j} $$\n", "$$ \\sigma_j = \\sum^{N-1}_{i,j=0} (j-\\mu_j)^2\\,P_{i,j} $$\n", "\n", "$$Correlation = \\sum^{N-1}_{i,j=0} P_{i,j} \\, \\frac{(i-\\mu_i)(j-\\mu_j)}{\\sqrt{\\sigma_i^2 \\sigma_j^2}}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Gabor filters\n", "\n", "Gabor filters are a family of 2D filter kernels based on the product of a cosine(a sine for imaginary part) function and a gaussian function such that:\n", "\n", "for the real part:\n", "\n", "$$g(x,y;\\lambda,\\theta,\\psi,\\sigma,\\gamma) = \\exp\\left(-\\frac{x'^2+\\gamma^2y'^2}{2\\sigma^2}\\right)\\cos\\left(2\\pi\\frac{x'}{\\lambda}+\\psi\\right)$$\n", "\n", "and for the imaginary part:\n", "\n", "$$g(x,y;\\lambda,\\theta,\\psi,\\sigma,\\gamma) = \\exp\\left(-\\frac{x'^2+\\gamma^2y'^2}{2\\sigma^2}\\right)\\sin\\left(2\\pi\\frac{x'}{\\lambda}+\\psi\\right)$$\n", "\n", "where\n", "\n", "$$x' = x \\cos\\theta + y \\sin\\theta$$\n", "\n", "and\n", "\n", "$$y' = -x \\sin\\theta + y \\cos\\theta$$\n", "\n", "The Gabor parameters are:\n", "\n", "* $\\lambda$ the wave length\n", "* $\\theta$ the orientation\n", "* $\\sigma$ the gaussian envelope\n", "* $\\gamma$ the form factor\n", "* $\\psi$ the phase" ] }, { "cell_type": "code", "execution_count": 110, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from scipy.ndimage.filters import convolve\n", "import matplotlib.pyplot as plt\n", "\n", "def gabor(sigma,theta,lam,psi,gamma,X,Y):\n", " Xt = X * np.cos(theta) + Y * np.sin(theta)\n", " Yt = -X * np.sin(theta) + Y * np.cos(theta)\n", " n = Xt**2. + gamma**2. * Yt**2.\n", " d = 2.0 * sigma**2\n", " E1 = np.exp(- n/d)\n", " a = 2.0*np.pi* Xt/lam + psi\n", " E2 = np.exp(1j * a)\n", " return E1 * E2\n", "\n", "def getGaborKernel(ksize,sigma,theta,lambd,gamma,psi):\n", " X,Y = np.meshgrid(np.linspace(-1.,1.,ksize[0]),np.linspace(-1.,1.,ksize[1]))\n", " G = gabor(sigma=sigma,theta=theta,lam=lambd,psi=psi,gamma=gamma,X=X,Y=Y)\n", " return G\n", "\n", "\n", "ksize = [31,31]\n", "theta = 0.\n", "lambd = 10.\n", "gamma = .15\n", "psi = np.pi\n", "plt.figure();\n", "fig, axes = plt.subplots(nrows=1, ncols=4, figsize=(6, 6))\n", "for i,sigma in enumerate(np.linspace(.1,.5,4)):\n", " kernel = getGaborKernel(ksize,sigma,theta,lambd,gamma,psi)\n", " axes[i].imshow(np.abs(kernel),cmap=plt.cm.gray);\n", " axes[i].set_xlabel('sigma = %.2f'%sigma)\n", "\n", "plt.figure();\n", "sigma = .1\n", "fig, axes = plt.subplots(nrows=1, ncols=4, figsize=(6, 6))\n", "for i,theta in enumerate(np.linspace(.1,.5,4)):\n", " kernel = getGaborKernel(ksize,sigma,theta,lambd,gamma,psi)\n", " axes[i].imshow(np.abs(kernel),cmap=plt.cm.gray)\n", " axes[i].set_xlabel('theta = %.2f'%theta)\n", " \n", "plt.figure();\n", "theta = 0\n", "fig, axes = plt.subplots(nrows=1, ncols=4, figsize=(6, 6))\n", "for i,gamma in enumerate(np.linspace(.1,1,4)):\n", " kernel = getGaborKernel(ksize,sigma,theta,lambd,gamma,psi)\n", " axes[i].imshow(np.abs(kernel),cmap=plt.cm.gray)\n", " axes[i].set_xlabel('gamma = %.2f'%gamma)\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hurst coefficient\n", "\n", "Hurst coefficient are related to the local fractal dimension, the algorithm is the following:\n", "\n", "* compute local max and min (typ. on a 7 pixel octogonal neighbourhood)\n", "* plot the log (difference) vs log (distance)\n", "* least square fit the curve\n", "\n", "| pixel | # | distance |\n", "|-------|:-:|---------:|\n", "| a | 1 | 0 |\n", "| b | 4 | 1 |\n", "| c | 4 | 1.41 |\n", "| d | 4 | 2 |\n", "| e | 8 | 2.236 |\n", "| f | 4 | 2.828 |\n", "| g | 4 | 3 |\n", "| h | 8 | 3.162 |\n", "\n", "\n", "| | | | | | | |\n", "|---|---|---|---|---|---|---|\n", "| | | h | g | h | | |\n", "| | f | e | d | e | f | |\n", "| h | e | c | b | c | e | h |\n", "| g | d | b | a | b | d | g |\n", "| h | e | c | b | c | e | h |\n", "| | f | e | d | e | f | |\n", "| | | h | g | h | | |\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fractal analysis\n", "\n", "Similarly we can analyse the value of the image filtered by a gaussian filter in a\n", "log/log plot of the pixel value with respect to the sigma of the filter. In the following example we compute the pixel gray level in five points located on the central line,\n", "the gray level is evaluated after applying a gaussian filter of increasing sigma.\n", "\n" ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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hdgGVHe3+u9rr7JCsA6B0RsgMCmlPs+amEtSscXlS9SNgsW06KmTmg1JK28+scW58SSO1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\nUIhUKkWpVBLKiOYpPvXUUxw+fJhDhw4xPj5OMBjEZDKJoT548CCzs7P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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "import numpy as npy\n", "from skimage.data import camera,imread\n", "from scipy import ndimage,interpolate\n", "from scipy.ndimage.filters import convolve,gaussian_filter\n", "from os.path import join\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "\n", "im = camera()[-1::-2,::2].astype(float)\n", "\n", "sigmas = npy.asarray([.5,1.,1.5,2.,2.5])\n", "\n", "C = im.copy().astype(float)\n", "C = C[:,:,npy.newaxis]\n", "\n", "for s in sigmas:\n", " c = gaussian_filter(im,s)\n", " C = npy.dstack((C,c[:,:,npy.newaxis]))\n", "\n", "sample_n = 120\n", "samples_m = [230,186,146,72,20]\n", "\n", "log_scale = npy.log(sigmas)\n", "\n", "plt.figure(figsize=[5,5])\n", "for m in samples_m:\n", " value = npy.ravel(C[m,sample_n,1:])\n", " log_value = npy.log(value)\n", " plt.plot(log_scale,log_value,label='y=%d'%m)\n", "plt.legend(loc=3)\n", "\n", "plt.figure(figsize=[5,5])\n", "plt.subplot(2,2,1)\n", "plt.imshow(im,interpolation='nearest',cmap=cm.gray,origin='lower')\n", "plt.title('original')\n", "plt.vlines(sample_n,0,256,color=[.8,0,0])\n", "\n", "for m in samples_m:\n", " plt.hlines(m,sample_n-5,sample_n+5,color=[0,0.8,0])\n", "\n", "\n", "plt.subplot(2,2,2)\n", "plt.imshow(C[:,sample_n,:],interpolation='nearest',cmap=cm.gray,origin='lower',extent=[0,256,0,256])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some location have a constant value with respect to the gaussian radius, suach as the pixel located in the sky, it means that this part of the image is very homogeneous and insensitive to gaussian filtering, on the opposite, a pixel located in the tripod ($y=72$) exhibits a variable profile, because it is situated into a part of the image having more high frequencies, therefore more sensitive to the gaussian filter." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following example, we apply the same process to Broadatz textures and compute the slope of the line fitting the curve of the gray-level with respect to the gaussian sigma in the log-log space." ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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BICsrK+o9b2xsUC6XlbwjhTCRJBqNBsFgkKmpKbWg+Xw+NE2jWCwSjUZV1Fev13E4HMTj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\nCjnpdgd88YtR5ucrPP54hHLZwWBg0u3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slUqo1+uoVCqSaXJmNHDdZIPZFjMs2qzRvENV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\nKSlJlUM5OTlKTZOiODU1xfDwsEb7iqZeFmcWiwW73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HpueTTL5GS0XOKIGaWwRiYmJuL3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CSP5zI/h/Z294W1sb27dvR6/X43A4OHfuHAqFgoULFwps2fDwMHa7nfDwcBISEoQ1sKCggMHB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\n9AKivleZkpKCwWCQ5+F6U1BQQEFBgbz/9NNPo2naVwpmOJKlATg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CX19IbmYuny//nKt/fDWLv7uYR+96lA3/3YDUJFpMQ4tpRKNRcnJyMJvNVFVVEYlEcDgc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\nj4iIiKZulqiFdFkI0QIVFhYyefJk9u/fz7p16+p0DgjR9KRCFqKF2bZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def fit(x,y):\n", " \"\"\"returns m,c such that y=ax+b fit x,y data\n", " \"\"\"\n", " A = npy.vstack([x, npy.ones(len(x))]).T\n", " a, b = npy.linalg.lstsq(A, y)[0]\n", "\n", " return (a,b)\n", "\n", "im = imread('http://www.tina-vision.net/ilib/ims_broadatz.jpg').astype(float)\n", "\n", "\n", "\n", "sigmas = npy.arange(1,20,2)\n", "\n", "C = im.copy().astype(float)\n", "C = C[:,:,npy.newaxis]\n", "\n", "for s in sigmas:\n", " c = gaussian_filter(im,s)\n", " C = npy.dstack((C,c[:,:,npy.newaxis]))\n", "\n", "#sampling positions\n", "s_m,s_n = npy.meshgrid(range(64,512,128),range(64,512,128))\n", "\n", "n_sample = s_m.ravel().shape[0]\n", "n_sigmas = sigmas.shape[0]\n", "\n", "\n", "P = npy.zeros((n_sample,n_sigmas))\n", "\n", "log_scale = npy.log(sigmas)\n", "\n", "plt.figure(0,figsize=[5,5])\n", "plt.imshow(im,interpolation='nearest',cmap=cm.gray,origin='lower')\n", "plt.figure(1,figsize=[5,5])\n", "\n", "for i,(m,n) in enumerate(zip(s_m.ravel(),s_n.ravel())):\n", "\n", " value = npy.ravel(C[m,n,1:])\n", " log_value = npy.log(value)\n", " P[i,:] = value\n", "\n", " #fitting a line\n", " a,b = fit(log_scale,log_value)\n", "\n", "\n", " plt.figure(0)\n", " plt.plot(m,n,'ro')\n", " plt.text(n+10,m+10,'%d'%i,color=[1.,1.,.5])\n", " plt.text(n,m-32,'a=%.3f'%a,color=[0.,0.,.5],horizontalalignment='center')\n", "\n", " plt.figure(1)\n", " plt.plot(log_scale,log_value)\n", " #add legend close to the lines\n", " plt.text(log_scale[i%n_sigmas],log_value[i%n_sigmas],'sample=%d'%i)\n", "\n", "plt.figure(2,figsize=[5,5])\n", "plt.imshow(P,interpolation='nearest',cmap=cm.gray,origin='lower')\n", "plt.yticks(range(n_sample))\n", "plt.xticks(range(n_sigmas),sigmas)\n", "plt.xlabel('$\\sigma$')\n", "plt.ylabel('sample')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ ">see also:\n", "* Texture [DIP](../00-Preface/06-References.ipynb#[DIP]) p506\n", "* Fractal analysis: Hurst coeficient [IPH](../00-Preface/06-References.ipynb#[IPH]) p262,208\n", "* Spectral approach [DIP](../00-Preface/06-References.ipynb#[DIP]) p511\n", "* Gabor filters [HCVA](../00-Preface/06-References.ipynb#[HCVA]) vol2 p71\n", "* Edge-flow [Ma00](../00-Preface/06-References.ipynb#[Ma00]) vol2 p71\n", "* ... [DIPCASA](../00-Preface/06-References.ipynb#[DIPCASA]) p185" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }