{"nbformat_minor": 0, "worksheets": [{"cells": [{"source": ["Cartoon+Texture Variational Image Decomposition\n", "===============================================\n", "\n*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_matlab/) for details about how to install the toolboxes.\n", "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\enscond}[2]{\\lbrace #1, #2 \\rbrace}$\n", "$\\newcommand{\\pd}[2]{ \\frac{ \\partial #1}{\\partial #2} }$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\umax}[1]{\\underset{#1}{\\max}\\;}$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\uargmin}[1]{\\underset{#1}{argmin}\\;}$\n", "$\\newcommand{\\norm}[1]{\\|#1\\|}$\n", "$\\newcommand{\\abs}[1]{\\left|#1\\right|}$\n", "$\\newcommand{\\choice}[1]{ \\left\\{ \\begin{array}{l} #1 \\end{array} \\right. }$\n", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "$\\newcommand{\\diag}[1]{{diag}\\left( #1 \\right)}$\n", "$\\newcommand{\\qandq}{\\quad\\text{and}\\quad}$\n", "$\\newcommand{\\qwhereq}{\\quad\\text{where}\\quad}$\n", "$\\newcommand{\\qifq}{ \\quad \\text{if} \\quad }$\n", "$\\newcommand{\\qarrq}{ \\quad \\Longrightarrow \\quad }$\n", "$\\newcommand{\\ZZ}{\\mathbb{Z}}$\n", "$\\newcommand{\\CC}{\\mathbb{C}}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\EE}{\\mathbb{E}}$\n", "$\\newcommand{\\Zz}{\\mathcal{Z}}$\n", "$\\newcommand{\\Ww}{\\mathcal{W}}$\n", "$\\newcommand{\\Vv}{\\mathcal{V}}$\n", "$\\newcommand{\\Nn}{\\mathcal{N}}$\n", "$\\newcommand{\\NN}{\\mathcal{N}}$\n", "$\\newcommand{\\Hh}{\\mathcal{H}}$\n", "$\\newcommand{\\Bb}{\\mathcal{B}}$\n", "$\\newcommand{\\Ee}{\\mathcal{E}}$\n", "$\\newcommand{\\Cc}{\\mathcal{C}}$\n", "$\\newcommand{\\Gg}{\\mathcal{G}}$\n", "$\\newcommand{\\Ss}{\\mathcal{S}}$\n", "$\\newcommand{\\Pp}{\\mathcal{P}}$\n", "$\\newcommand{\\Ff}{\\mathcal{F}}$\n", "$\\newcommand{\\Xx}{\\mathcal{X}}$\n", "$\\newcommand{\\Mm}{\\mathcal{M}}$\n", "$\\newcommand{\\Ii}{\\mathcal{I}}$\n", "$\\newcommand{\\Dd}{\\mathcal{D}}$\n", "$\\newcommand{\\Ll}{\\mathcal{L}}$\n", "$\\newcommand{\\Tt}{\\mathcal{T}}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\al}{\\alpha}$\n", "$\\newcommand{\\la}{\\lambda}$\n", "$\\newcommand{\\ga}{\\gamma}$\n", "$\\newcommand{\\Ga}{\\Gamma}$\n", "$\\newcommand{\\La}{\\Lambda}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Si}{\\Sigma}$\n", "$\\newcommand{\\be}{\\beta}$\n", "$\\newcommand{\\de}{\\delta}$\n", "$\\newcommand{\\De}{\\Delta}$\n", "$\\newcommand{\\phi}{\\varphi}$\n", "$\\newcommand{\\th}{\\theta}$\n", "$\\newcommand{\\om}{\\omega}$\n", "$\\newcommand{\\Om}{\\Omega}$\n"], "metadata": {}, "cell_type": "markdown"}, {"source": ["This numerical tour explores the use of\n", "variational energies to decompose an image into a cartoon and a texture\n", "layer."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 2, "cell_type": "code", "language": "python", "metadata": {}, "input": ["addpath('toolbox_signal')\n", "addpath('toolbox_general')\n", "addpath('solutions/inverse_6_image_separation')"]}, {"source": ["A variational image separation finds a decomposition\n", "$f = u^\\star + v^\\star + w^\\star$ where $u^\\star$ and $v^\\star$\n", "are solutions of an optimization problem of the form\n", "$$ \\min_{u,v} \\: \\frac{1}{2}\\|f-u-v\\|^2 + \\lambda J(u) + \\mu T(v), $$\n", "\n", "\n", "where $J(u)$ is a cartoon image prior (that favors edges) and\n", "$T(v)$ is a texture image prior (that favors oscillations).\n", "The parameters $\\lambda,\\mu$ should be adapted to the noise level and\n", "the amount of edge/textures.\n", "\n", "\n", "When no noise is present in $f$, so that $w^\\star=0$, on minimizes\n", "$$ \\min_{u} \\: T(f-u) + \\lambda J(u). $$\n", "\n", "\n", "In this tour, we define $J$ as the total variation prior. For $T$, we use the\n", "Hilbert norm framework introduced in:\n", "\n", "\n", "_Constrained and SNR-based Solutions for TV-Hilbert Space Image Denoising,_\n", "Jean-Fran ois Aujol and Guy Gilboa,\n", "Journal of Mathematical Imaging and Vision, volume 26, numbers 1-2, pages 217-237, November 2006.\n", "\n", "\n", "Total Variation Cartoon Prior\n", "-----------------------------\n", "The total variation is a Banach norm.\n", "On the contrary to the Sobolev norm, it is able to take into account step edges.\n", "\n", "\n", "First we load a textured image."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 3, "cell_type": "code", "language": "python", "metadata": {}, "input": ["n = 256;\n", "name = 'boat';\n", "f = rescale( crop(load_image(name),n) );"]}, {"source": ["Display it."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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jc1fT9jyNiD0fjUZIDGbT1jDNcZAbaUeS7BrrCde8L+XuCP+2Wi3QLra3t8/O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\nMrOzs7PV1VXE7dJ9ZXKIgYHL/ZpVbDilGmJIbaoZfm3aU8j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4ymK6eMzVb+pLLT10TmFl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8tspcWchpWnuygWizdv3hSUl0gkfO4NhIr/ouPgmWAePvIBLoxtRTkgh/FARz+RSPjRQxWeQwFC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\nViCh9jAajd6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sFTZICmQNfdpJaS3RDbRwabVaSZLgqzgZkoW9Xg/RSNg9zWYT54HYvHTF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\n63UCO3Ry5/M5EVgqlSJeEY3NzK6vr4GSvKrsyjU5BPu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"output_type": "display_data"}], "prompt_number": 4, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(f);"]}, {"source": ["The total variation of a smooth image $f$ is defined as\n", "$$J(f)=\\int \\|\\nabla f(x)\\| d x$$\n", "\n", "\n", "It is extended to non-smooth images having step discontinuities.\n", "\n", "\n", "The total variation of an image is also equal to the total length of its level sets.\n", "$$J(f)=\\int_{-\\infty}^{+\\infty} L( S_t(f) ) dt$$\n", "\n", "\n", "Where $S_t(f)$ is the level set at $t$ of the image $f$\n", "$$S_t(f)=\\{ x \\backslash f(x)=t \\}$$\n", "\n", "\n", "The Gradient of the TV norm is\n", "$$ \\text{Grad}J(f) = \\text{div}\\left( \\frac{\\nabla f}{\\|\\nabla f\\|} \\right) . $$\n", "\n", "\n", "The gradient of the TV norm is not defined if at a pixel $x$\n", "one has $\\nabla f(x)=0$. This means that the TV norm is difficult to\n", "minimize, and its gradient flow is not well defined.\n", "\n", "\n", "To define a gradient flow, we consider instead a smooth TV norm\n", "$$J_\\epsilon(f) = \\int \\sqrt{ \\varepsilon^2 + \\| \\nabla f(x) \\|^2 } d x$$\n", "\n", "\n", "This corresponds to replacing $\\|u\\|$ by $ \\sqrt{\\varepsilon^2 + \\|u\\|^2} $\n", "which is a smooth function.\n", "\n", "\n", "We display (in 1D) the smoothing of the absolute value."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 5, "cell_type": "code", "language": "python", "metadata": {}, "input": ["u = linspace(-5,5)';\n", "clf;\n", "subplot(2,1,1); hold('on');\n", "plot(u, abs(u), 'b');\n", "plot(u, sqrt(.5^2+u.^2), 'r');\n", "title('\\epsilon=1/2'); axis('square');\n", "subplot(2,1,2); hold('on');\n", "plot(u, abs(u), 'b');\n", "plot(u, sqrt(1^2+u.^2), 'r');\n", "title('\\epsilon=1'); axis('square');"]}, {"source": ["In the following we set a small enough regularization parameter $\\varepsilon$."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 6, "cell_type": "code", "language": "python", "metadata": {}, "input": ["epsilon = 1e-2;"]}, {"source": ["Compute the (smoothed) total variation of $f$."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "text": ["J(f) = 4.37e+03\n"], "output_type": "display_data"}], "prompt_number": 7, "cell_type": "code", "language": "python", "metadata": {}, "input": ["J = @(u)sum(sum( sqrt( epsilon^2 + sum3(grad(u).^2,3) ) ));\n", "disp(['J(f) = ' num2str(J(f),3)]);"]}, {"source": ["TV-$L^2$ Model\n", "----------------\n", "The simplest decomposition method performs a total variation denoising:\n", "$$\\min_u \\frac{1}{2}\\|f-u\\|^2 + \\lambda J(u).$$\n", "\n", "\n", "It corresponds to the TV-$L^2$ model of Rudin-Osher-Fatermi, because the\n", "texture prior is the $L^2$ norm:\n", "$$ T(v) = \\frac{1}{2} \\|v\\|^2. $$\n", "\n", "\n", "This a poor texture prior because it just assumes the texture has a small\n", "overall energy, and does not care about the oscillations.\n", "\n", "\n", "Define the regularization parameter $\\lambda$."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 8, "cell_type": "code", "language": "python", "metadata": {}, "input": ["lambda = .2;"]}, {"source": ["The step size for diffusion should satisfy:\n", "$$ \\tau < \\frac{2}{1 + \\lambda 8 / \\varepsilon} . $$"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 9, "cell_type": "code", "language": "python", "metadata": {}, "input": ["tau = 1.9 / ( 1 + lambda * 8 / epsilon);"]}, {"source": ["Initialization of the minimization."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 10, "cell_type": "code", "language": "python", "metadata": {}, "input": ["u = f;"]}, {"source": ["The Gradient of the smoothed TV norm is\n", "$$ \\text{Grad}J(f) = \\text{div}\\left( \\frac{\\nabla f}{\\sqrt{\\varepsilon^2 + \\|\\nabla f\\|^2}} \\right) . $$\n", "\n", "\n", "\n", "Shortcut for the gradient of the smoothed TV norm."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 11, "cell_type": "code", "language": "python", "metadata": {}, "input": ["GradJ0 = @(Gr)-div( Gr ./ repmat( sqrt( epsilon^2 + sum3(Gr.^2,3) ) , [1 1 2]) );\n", "GradJ = @(u)GradJ0(grad(u));"]}, {"source": ["One step of descent."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 12, "cell_type": "code", "language": "python", "metadata": {}, "input": ["u = u - tau*( u - f + lambda* GradJ(u) );"]}, {"source": ["__Exercise 1__\n", "\n", "Compute the gradient descent and monitor\n", "the minimized energy."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 13, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo1()"]}, {"collapsed": false, "outputs": [], "prompt_number": 14, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Display the cartoon layer."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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J08CmCq99I2TG8SLTEhLXMEIGPa+9K7NmDq4rlUpzc3OhykmpJtqEqG1Tuipv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\n3gz7ri823LlKKHcJASu/2OTtJQVKmqQvN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"output_type": "display_data"}], "prompt_number": 15, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(u);"]}, {"source": ["Shortcut to increase the contrast of the textured layer for better display."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 16, "cell_type": "code", "language": "python", "metadata": {}, "input": ["rho = .8; % constrast factor \n", "eta = .2; % saturation limit\n", "displaytexture0 = @(x)sign(x).*abs(x).^rho;\n", "displaytexture = @(v)displaytexture0( clamp(v,-eta,eta)/eta );"]}, {"source": ["Display the textured layer."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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bt4vI8ePHK5UKjS8UCmyaw8PDkAZJjzxQwz+AVi5cuEC5DcYhEAhAtzgyMqL1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szMkMTSGC9FaYo116KI0dFRgODS1n2WDgwnNXZaQdVsNrHT+XweS+Z0Os+cOaMVew899BC8Hvv2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o37QJ5m6hUKi3t5e579q1C2mKbaRti5999lmMjGQyyWHo7+/v7OxkNxOJhGr6dM8RkXq9rpZH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dzc3NWrV6mybzab7733Htch4FbTOnGs/1gslkqlvvnNb9Ln//qv/1JKLS0tie9kMpm89957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\nk8mzuJGz9jnbzIU4a7M2a7M2a1/Kpvunf/qn/9t9+P9Ru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"output_type": "display_data"}], "prompt_number": 17, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot( displaytexture(f-u) );"]}, {"source": ["Gabor Hilbert Energy\n", "--------------------\n", "To model the texture, one should use a prior $T(v)$ that favors\n", "oscillations. We thus use a weighted $L^2$ norms computed over the\n", "Fourier domain:\n", "$$ T(v) = \\frac{1}{2} \\sum_{\\omega} \\|W_{\\omega} \\hat f(\\omega) \\|^2 $$\n", "where $W_\\omega$ is the weight associated to the frequency $\\omega$.\n", "\n", "\n", "This texture norm can be rewritten using the Fourier transform $F$ as\n", "$$ T(v) = \\frac{1}{2} \\|\\text{diag}(W)F u\\|^2 \\quad\\text{where}\\quad (Fu)_\\omega = \\hat u(\\omega).$$\n", "\n", "\n", "\n", "To favor oscillation, we use a weight that is large for low frequency and\n", "small for large frequency. A simple Hilbert norm is a inverse Sobolev\n", "space $H^{-1}$.\n", "\n", "\n", "It was first introduced in:\n", "\n", "\n", "S.J. Osher, A. Sole, and L.A. Vese,\n", "_Image decomposition and restoration using total variation minimization and the $H^{-1}$ norm_,\n", "SIAM Multiscale Modeling and Simulation, 1(3):349-370, 2003.\n", "\n", "\n", "This Hilbert norm is defined using\n", "$$ W_\\omega = \\frac{1}{ \\| \\omega \\| + \\eta } $$\n", "where $\\eta>0$ is a small constant that prevents explosion at low\n", "frequencies."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 18, "cell_type": "code", "language": "python", "metadata": {}, "input": ["eta = .05;\n", "x = [0:n/2-1, -n/2:-1]/n;\n", "[Y,X] = meshgrid(x,x);\n", "W = 1 ./ (eta + sqrt(X.^2 + Y.^2));"]}, {"source": ["Display the inverse weight, with 0 frequency in the middle."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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Ezjb7W1PpyPlbxg1jc6ehvo2ecA5+2S+GNfHvlF9Rw6ENh8Y5t8RlPNHZiQLL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\n", "output_type": "display_data"}], "prompt_number": 19, "cell_type": "code", "language": "python", "metadata": {}, "input": ["imageplot(fftshift(1./W));"]}, {"source": ["Compute the texture norm. The $1/n$ normalization is intended to make\n", "the Fourier transform orthogonal."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "text": ["T(f) = 4.81e+06\n"], "output_type": "display_data"}], "prompt_number": 20, "cell_type": "code", "language": "python", "metadata": {}, "input": ["T = @(v)1/2*norm( W.*fft2(v)/n, 'fro' ).^2;\n", "disp(['T(f) = ' num2str(T(f), 3) ] );"]}, {"source": ["The gradient of the texture norm is\n", "$$\\text{Grad}T(v) = H v \\quad\\text{where}\\quad H = F^* \\text{diag}(W^2) F, $$\n", "where $F^*$ is the inverse Fourier transform. Note that if $\\eta=1$,\n", "this gradient is the inverse Laplacian\n", "$$ \\text{Grad}T(v) = \\Delta^{-1} v. $$\n", "\n", "\n", "Define the filtering operator $ \\text{Grad}T $."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 21, "cell_type": "code", "language": "python", "metadata": {}, "input": ["GradT = @(f)real(ifft2(W.^2.*fft2(f)));"]}, {"source": ["This is a low pass filter."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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LFNi4VoUZ1BpYoVAoFF4SxcCejRge1vN1RE/FA8wm/js2tB9zaETTeD6HlCo9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\nSUVORK5CYII=\n", "output_type": "display_data"}], "prompt_number": 22, "cell_type": "code", "language": "python", "metadata": {}, "input": ["imageplot(GradT(f));"]}, {"source": ["Define its inverse $ (\\text{Grad}T)^{-1} $."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 23, "cell_type": "code", "language": "python", "metadata": {}, "input": ["GradTInv = @(f)real(ifft2(fft2(f)./W.^2));"]}, {"source": ["It is a high pass filter."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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G3b59W08tnU4D8DGzVqslMiqRnqwcokgv31y8ArtUEUJJ0APeTIwvkjRu/aYF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xfr//m9/8xswKhQKD2d3djUajJPFQ2OLMOzs7FMMqlUqz2cTDptPpTz75BKl1IQtItuBxYG8S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"output_type": "display_data"}], "prompt_number": 24, "cell_type": "code", "language": "python", "metadata": {}, "input": ["imageplot(GradTInv(f));"]}, {"source": ["TV-$H^{-1}$ Image Decomposition\n", "---------------------------------\n", "The TV-Hilbert decomposition solves\n", "$$ \\min_u \\mathcal{E}(u) = \\frac{1}{2} \\| W F(f-u) \\|^2 + \\lambda J(u). $$\n", "\n", "\n", "The mapping $u \\mapsto \\mathcal{E}(u) $ is a smooth functional, it can\n", "thus be minimized using a gradient descent:\n", "$$ f^{(\\ell+1)} = f^{(\\ell)} - \\tau \\left( H(u-f) + \\lambda \\text{Grad}J(u) \\right). $$\n", "\n", "\n", "The parameter $\\lambda$ for the texture/cartoon tradeoff."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 25, "cell_type": "code", "language": "python", "metadata": {}, "input": ["lambda = 5;"]}, {"source": ["The gradient descent step size should satisfy:\n", "$$ \\tau < \\frac{2}{ \\max_{\\omega} W_\\omega^2 + \\lambda \\epsilon /8 } $$"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 26, "cell_type": "code", "language": "python", "metadata": {}, "input": ["tau = 1.9 /( max(W(:))^2 + 8*lambda/epsilon );"]}, {"source": ["Initial cartoon layer."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 27, "cell_type": "code", "language": "python", "metadata": {}, "input": ["u = f;"]}, {"source": ["Gradient descent step."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 28, "cell_type": "code", "language": "python", "metadata": {}, "input": ["u = u - tau * ( GradT(u-f) + lambda*GradJ(u) );"]}, {"source": ["__Exercise 2__\n", "\n", "Perform the gradient descent, monitor the decay of the energy."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 29, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo2()"]}, {"collapsed": false, "outputs": [], "prompt_number": 30, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Display the cartoon layer."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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8Ft+8VvY5hSIjizMOLfZ8M+BjE4KwwHkuF3lTAQbqazmKImTHV69e/eKLLyiX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\nQmCC\n", "output_type": "display_data"}], "prompt_number": 31, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(u);"]}, {"source": ["Display the textured layer."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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BACsGvXwyBNgVJa3J9Xg8ikEno5wOAhUcaDrkikiv13O73Qr7pjXCCuZLAZYi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\n4403GOTCwkI6ndZ8gIhwRN5++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plZXLp06d5775XNbnas88jICDbi6uoqE+G++Mrj4+PY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\n5Oro6JienuZwV2YsqMJQh5DKs1AK7IxGoxhVIlKtVpWy/Zlnn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7YNDZdIJJT202azsc8r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\nmKIoijKV/B8jSSYOEWuGqgAAAABJRU5ErkJggg==\n", "output_type": "display_data"}], "prompt_number": 32, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot( displaytexture(f-u) );"]}, {"source": ["TV-Gabor Image Decomposition\n", "----------------------------\n", "The $H^{-1}$ texture model is intended to capture very high frequency,\n", "and thus performs poorly for medium frequency textures.\n", "\n", "\n", "To capture these patterns, we follow:\n", "\n", "\n", "_Structure-Texture Image Decomposition - Modeling, Algorithms, and Parameter Selection_,\n", "Jean-Francois Aujol, Guy Gilboa, Tony Chan, and Stanley Osher,\n", "International Journal of Computer Vision, volume 67, number 1, pages 111-136, April 2006\n", "\n", "\n", "and we use a radial weight profile centered around a frequency $r$.\n", "\n", "\n", "To determine the target frequency $r$, we analyse a sub-window around a point $p$\n", "of the image containing approximately a single frequency.\n", "\n", "\n", "Location $p$ of the sub-window."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 33, "cell_type": "code", "language": "python", "metadata": {}, "input": ["p = [125 200];"]}, {"source": ["Size $\\mu$, in pixels, of the sub-window."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 34, "cell_type": "code", "language": "python", "metadata": {}, "input": ["mu = 10;"]}, {"source": ["Compute a Gaussian mask."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 35, "cell_type": "code", "language": "python", "metadata": {}, "input": ["[Y,X] = meshgrid( 1:n, 1:n );\n", "U = exp( ( -(X-p(1)).^2 - (Y-p(2)).^2 )/(2*mu^2) );"]}, {"source": ["Display the masked image."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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vXrx40Vo7ODiIN36166b8OL66usqb9wVfTJZq17VUu14AzAJrNBpFBbZYLKKo6i9o3dyN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\nUJIAA6AkAQZASQIMgJL+H2qwEvOvnURlAAAAAElFTkSuQmCC\n", "output_type": "display_data"}], "prompt_number": 36, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(U.*f);"]}, {"source": ["Remove the low frequencies from the Fourier transform, after centering."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 37, "cell_type": "code", "language": "python", "metadata": {}, "input": ["F = fft2(U.*f);\n", "F = fftshift(F);\n", "F(end/2-20:end/2+20,end/2-20:end/2+20) = 0;"]}, {"source": ["Compute the location $x_m,y_m$ of the pick of the spectrum."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 38, "cell_type": "code", "language": "python", "metadata": {}, "input": ["[tmp,i] = max(abs(F(:))); \n", "[xm,ym] = ind2sub([n n], i);"]}, {"source": ["Display."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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mkD2Toa0Jf/Uz7DRNOh370OeurUaWnpXaSlO0NKMx/dfMj2YKC21cXYS1wvf3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"output_type": "display_data"}], "prompt_number": 39, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf; hold on;\n", "imageplot(abs(F));\n", "h = plot( [ym n-ym], [xm n-xm], 'r.' );\n", "set(h, 'MarkerSize', 20);"]}, {"source": ["Target frequency is the distance between $ (x_m,y_m) $ and the center frequency."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 40, "cell_type": "code", "language": "python", "metadata": {}, "input": ["r = sqrt( (xm-n/2)^2 + (ym-n/2)^2 );"]}, {"source": ["We use the following weights:\n", "$$ W_\\omega = 1 - e^{ -\\frac{(\\|\\omega\\|-r)^2}{ 2 \\sigma^2 } } $$\n", "where $ \\sigma>0 $ controls the precision one expect about the\n", "frequency location.\n", "\n", "\n", "\n", "Radial weight profile."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 41, "cell_type": "code", "language": "python", "metadata": {}, "input": ["sigma = 10;\n", "x = [0:n/2-1, -n/2:-1];\n", "[Y,X] = meshgrid(x,x);\n", "R = sqrt(X.^2+Y.^2);\n", "W = 1 - exp( -(r-R).^2 / (2*sigma^2) );"]}, {"source": ["Display the weight."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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5HiyN0V+yBtau+9UuBFOfNw50lNPZ+liidRdcjrlVZqPzcXq+nOaT6OILsgYG\nQEoqML6JuAY2XQwr54qwbsknVmDra2Bx3StWYOsnMl9egdUnjQ3A9tTjwlhXorWqK266ER//8hai\nNTC+GgHGN9RaiEtj312SxY5ZF2Bnhzien59bC7G2DeP0fD2IG95ffh5YPe1sfN4uzMrpnhpdt3Bc\n7uq2jFradCMeTD9J+HQCjO9jXPoaS7H6ff329hYzbFzsmY4FxsuatGyoiRWrri7A4iXH4rXBliqw\nOsfRnrqcBlisxrqDMeG60JpeLSUG5xhg0w8HvghrYACkpALjW+kmEq8WTg67Pl7xcvzxsQLrtoev\nBdbNzU092G63XdU1vaDlH+xGfz27oOVYjbWD8birumLhVWbrXuudQ+UXX40A4xu6OndyWNO+vsvq\nEEdMlJoNcYkrdgu7zmEZrgd2NsCuhuuBXZ/ugj/uiF9fVew3jt3C6XnKXduw+3ykF1+cFiIAKanA\n+J5iL3G9eujaia0iqYVUVxK1xuBms6kHNzc3sVvYFV5l9aLP8UmnFVgsxWIbsyuwxhvbneNBbIqW\nWdtQ55BcBBjf2dhLXPk6rl/xbca93rPOK9Z8qkEy7RCOy13tDnHyMF7NculC0jFpxknI2E6c9hjj\nmWRdt3DlNC/pRUYCjG9uuh7WfUd3FwmrN9b4id/yNZxaTTMuccVia2lw4+zlx86uw41THit3iFk4\nBtj0z+4lwZdlDQyAlK6m/zEI3894LZVyelGVboEqNv1iMzAel1nV1XULx9H5lQqszDYU7vqKXbFV\nTgusrthamZLvqi6dQ9IRYPxFVjKsnLYQY+TEvTO64zJLuO4OXdvw7BpYOW0nltN9nqb5NN6hW0Xr\nlrjG0JJeZGQNjL/I1QV7TY3amGK9czu+Pu5KtZR203Wv9f9knAZYrJ+uTzctXJ8nHA+64yK6yMwa\nGAApaSHyN+r+b7/S3xvrp5UCq/UMp/eMfzW+pGlbbyyqyqwx2FVdZajhlh5/+gIgCwHGX226KlaG\nJJv+Oc2nbl6jDKF1eQuxLIfZ9MY/W+WSW+SlhQhASiow/nZL7cT4P5cmFac3rjckz76epeJp6c9L\n/mo8XroFEhFgMM+VlY7ieHBhaP1WgJVzYXbJHcbHXL8REhFg8P8uT7JyLqJ+N7dG60l29sYit/ju\nrIEBkJIKDCbOlmLlgsps/dHOWmkDrncIFV78JQQYrLkwjS4PrUvG6M/efnlEyS2+MQEG5638mvxZ\nUP2uC4Pt7O3wnVgDAyAlFRj8nvVfmf/6F2qltFJ18bcRYHBi/pMAAAKRSURBVPCPXPgb9Fu/aJdH\nkdDib6aFCEBKKjD413zMb5OqCyoBBv+5f+U8MKAjwABIyRoYACkJMABSEmAApCTAAEhJgAGQkgAD\nICUBBkBKAgyAlAQYACkJMABSEmAApCTAAEhJgAGQkgADICUBBkBKAgyAlAQYACkJMABSEmAApCTA\nAEhJgAGQkgADICUBBkBKAgyAlAQYACkJMABSEmAApCTAAEhJgAGQkgADICUBBkBKAgyAlAQYACkJ\nMABSEmAApCTAAEhJgAGQkgADICUBBkBKAgyAlAQYACkJMABSEmAApCTAAEhJgAGQkgADICUBBkBK\nAgyAlAQYACkJMABSEmAApCTAAEhJgAGQkgADICUBBkBKAgyAlAQYACkJMABSEmAApCTAAEhJgAGQ\nkgADICUBBkBKAgyAlAQYACkJMABSEmAApCTAAEhJgAGQkgADICUBBkBKAgyAlAQYACkJMABSEmAA\npCTAAEhJgAGQkgADICUBBkBKAgyAlAQYACkJMABSEmAApCTAAEhJgAGQkgADICUBBkBKAgyAlAQY\nACkJMABSEmAApCTAAEhJgAGQkgADICUBBkBKAgyAlAQYACkJMABSEmAApCTAAEhJgAGQkgADICUB\nBkBKAgyAlAQYACkJMABSEmAApCTAAEhJgAGQkgADICUBBkBKAgyAlAQYACkJMABSEmAApCTAAEhJ\ngAGQkgADICUBBkBKAgyAlAQYACkJMABSEmAApCTAAEhJgAGQkgADICUBBkBKAgyAlAQYACkJMABS\nEmAApCTAAEhJgAGQkgADICUBBkBKAgyAlAQYACkJMABSEmAApCTAAEhJgAGQkgADICUBBkBKAgyA\nlAQYACkJMABSEmAApPR/eO1EIQsgylcAAAAASUVORK5CYII=\n", "output_type": "display_data"}], "prompt_number": 42, "cell_type": "code", "language": "python", "metadata": {}, "input": ["imageplot(fftshift(W));"]}, {"source": ["__Exercise 3__\n", "\n", "Define the operators $\\text{Grad} T$\n", "and apply it to an images."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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V3a24Z470dM4xnxA3gilpfSSLynEcFEbHccbj8c7OTjabbbfbjuMcHBzQzC2d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o9OrQCd6g/4OmIvDCiXBxpRqVTQdyZBlyqyrbmIJmHETLzUXE7zSYnOJ+VbM78484hm/I35W5LQ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\nJWUo8Ks+eQAAAABJRU5ErkJggg==\n", "output_type": "display_data"}], "prompt_number": 43, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo3()"]}, {"collapsed": false, "outputs": [], "prompt_number": 44, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["__Exercise 4__\n", "\n", "For a well chosen value of $\\lambda$, perform the TV-Hilbert\n", "decomposition with this texture kernel."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 45, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo4()"]}, {"collapsed": false, "outputs": [], "prompt_number": 46, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Display the cartoon layer."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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w/vPTKrv/TpAY2K+Dvx/L+YVYumDpBdEY31bs1Cfsuz+QIhgmF2nRc6y4OdFX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FgR5pbe+WmWLKqUVVqAfxCeaLFYUA6LdHeKEGKkSJEiRXonKWpgmyYVtC3zR6AylBTkeVIhF8e9\nXg9S53Q6ZdkhWJipNEC4QxZwgnis5chErmmaMsl6kncJ4XG9XlfwzRe6HTcQ9hxEk4hYUjUBOoSE\nI9C6IImzgCeEWcrRFORVN3UyNlmGbSr44wNQJp4FiZf2SV1dHDWFKtrOzg5rVDqvyTLPDgUDHRgz\niHZageJ1F/XL8aHg5Xw0vaNOyBo9LL2Dl0eRKkaUMkmSH/3oRyZOtvBKJxBXr9ehy9ZqNQT2LhYL\nFPGyrDYYVq/65tTrdSS/wCDZAM4ae3t7V1dXrPw5nU6Rlnc2mx0cHJjUgDazTqezt7eHDLzz+RzK\n3NXVVbvdxi3ef/99wJvPnz+H2yROHhwcYOQXFxfodrFYICwanXPkdEPd3t5erVbIVV0qleBUGemN\nKDKwTVOauUgpEqiZ0Pzt0oGtsPo/+eQTnEFCNuUH+NpXqxW8oR48eNDr9bh5IUGAZRmMLG+D0UFy\nOwYIpju746aoCCEOfBhNEwnSl1IZSavVwpcPjku8kblICKvSQ92ybOXO5JDtlTMyMUopYbQEYE1Y\niCNqOJPTaDSw7SK5gy9ncAJbrZa6LPovWiFi3jS4Epx/g4zEZ108BmrHXfWOfIivOPWC83zckrPH\nA753HCNRIV0iwcDYoNFo0CsPkNp7773H5Q2gj2WsmQWm2+3y5P379+HTSBaIq5DVsN1uz2YzLmzm\nHU0yA9XBwUGv1wO+vVqtwNuQtBAMjGtvNputViv0cHBwQEdTuiliEa6yipfdbhfjabVaYHWtVuvy\n8pKMk16+ke5OkYFtlIiD84NxdjTdGnyjPXYQYPGo7GV56xTs/9yeULsWyhNxeSap4kllObrPKgPT\nHcdkhy2S39EYlb3M42ppmiLcTXe3SqVyeHjIiXJy5WG/0Jk0b6utVCowloCpcErV/YSNHfZsGa9y\nwhgwS4wWoD5Xq9WC+hatKbVaDYNRhdXRYBiox97w+nwGk4acSpR8Jcw5sKwasnaVSiIu7crp2b+d\n33lQ/dKfYGpicDcXkkozJYnc0DA71VmZoAsn9UWAQTL/E89r4TQGknNJ61ezt7fH152mKUuL8WSS\nBbA3m01a0er1ujo08aPgo83n829961sYTKfTAW8GooBF4tenjnQXijawSJEiRYr0TlLUwDZKFHiJ\nhql4Cy+7IHxEJF3lO18kT/K1NihI0hFZ+1TPaR2h0yGH7bjvK/nlEFmaUj34eQtHneJViqrRvRiW\nPIyBj4Z7IUCbQc3MdMzMTJYJwhZKeMH7BiE1AkEEhXRWNfBA1bVEUnjwKgKhUAucF5emqR/dbJ6y\ntUYT8mfYP7lareAyx0W4ytcmvbV/HZjiis5J/zio1uuviicr3hgcAIfBMXBtQ5n2H9+ZRs3NwTHg\nKlhJ2d5fvSTthO/R8sEnfBzEV6Bxp9Mh+lKv16EOlmIqqbeiyMA2SgwzKpfLTCrP3a3RaEynU8f+\nZPmdTrd44v5sgP2RPRCsJwNDY3oPs3/eq+gr4qcI0M+3fDgGEpjZnNxO+Gk6nTJrjj6a3oJZujVD\nFUfONIPdbjcV72QmvwjyKk6XjtxhEiYJOIDtYJ9i4SgFpvxbwKyoif9xLYsgJ5JryoeInakOjrOI\nzejWr4/Jg8FgAJuof6HlkTq9VxFD9ZmZnqfQoGKH7tFpviQCGZhCyhrXEZwo9UkJrlv9aorEAgut\nf/8x34h8BoZ/yfOwnBAdyGXpM+xIt1JkYJsm7o8K3OPk3t4esyg5G5DyLfAGmpfUywCaBzUSCHfg\nAdxQLKs8NJvN/J3Fiq0sKho7hpNE0iml4i5oEuqUZjlMR6ORMjYyLaZJpYuaibIFxuDkYwSjwoyV\npNQZ7eEYle/mpw9rsn1Xq1XoT4jRcR4tySu4Ol1JZo9R7xLVWekn4sSMm5eOeQ33KiKf5/m3YM17\nTQmmuov+9d0UHR4QZFpJKBZNL/RVtCTvG7KGPTu304M1UpdzXMS6giNff4s78jY2o5LN0peqjmvk\nfqS7U7SBRYoUKVKkd5KiBrZpgpxFr/Q0TWezGXSpZrPZ6XRoJIO+ArStlKXnWK1WsAkNBgN4Wznd\nsnGz2YS+Uq/XNSWHiUWN1xLGccRAKlVsMJ/PWYjW8kI6FI7xeLySii16C6ROQEE/9sDSEnSnTpKk\nVqsxDxBHrjd1NC3L9Ak/V6wPpoHQf7PZ1PSsPiqoCpaDtqnNT3sgcqgj16orDsrnQFhJQbjVehWh\nqAEJhXv44JZBsv6jOVqmo3E65Gg5zrQrjOYc+8/rPJeqaDyp+pzOP1dvIuFuOkW6eBydUsdAU6V5\n+mIRKGLFM69P0Ww2nQTWSWaK1n8jvRFFBrZRStMU7GcymeAAGdU++OADE68By9L8mNloNCJ6TsuQ\nSU3nUkF9DW79NLyR2Fhzujugk+W3ITaeTCYKyqmvBD3jE6mJhc+1Uqn0+33k4DFva7C8UQRIoB9Y\nrexQOTHZtmJfylNJpSxIbmtri1kT9XmJjuosBXEnH8gyb49my1JBRvwgb/DxwDW0Hj3jLSAwBf2D\n/K7W7NTrLwyORyeQx6wzAhd2Td/FBrhktVopIOyPAdFaeNEoSMQ2fJXszWGBRY/vNwiKQfquiRjT\nCgDJDA1arVa5XEaAmoo+0XfjT6QIIUaKFClSpHeSoga2UaIKtVqtoK+Uy+Vnz55BG0NsMrJRsDBV\ntVrd2tqiKwSTIQFzs3wqWMurMooKEiNSmzkG46SoSPNu1jzvn1RdgeMxkY4XiwU83xaLxcnJCfGZ\nJB9D7cxSki9u6YuopXx2DJVn2a22ZHr47e1tei3zofQpEkmCpeOxYlL1NMnnleflqmg6T2rZSwnq\nMT7Gdet4/OHhkul06miBuKlfki25g4eFH9dRkpT5DhirU+EDgzoef2mpUlvkAcuqzdSwnQZJQaTE\nmunSk6oo+9qkc63Jl6J623g8huOxJu3lN5hmgduR3ojilG2UuImQDTSbzeFwCLSh0Wicn5+zzDwa\nIMgfnx9qGSMpDj4JXKU4GJEiugLqZuFso2RgigTSzGYZ9qJ7k7ORpZm9ZzAYcCskUsoxYN9RvsK8\nBn5+DQd0WjOfuoG2Wq1ms0kbGA+Y8ynJJzfROQmilEHUSIl7IntAagaHgVl+O/axRMt7UfubuDIS\nh1Q68W+nXunX19cOb1ZpBl3Rr5VygKKyZEtOAEAQfLsVGfPnPy2whzkP6/fPNYCudDGbt4T8/u/C\n1bRNkJ+ZvAufWeIDV+sje1YAfP0wIvkUGdhGSTcL5ENrNpu7u7vINLq9vV2v18EGtAC55t3Z29uj\njKkWLF9EVcdc7o+lfFpFqoMoKWtZasE1hmWwXkfGfPXqlZPq0L+cu0ySkTMeu82a4s8kPntw9MeP\nHydeKl7HMGb5fdPv01eVnH/5aFRbU7GcKZ92dlvGrvr3dbQK32BWtMMGN3SsFj8h1nw+d1RzLDZ9\nQGYXVKVWj30tpOg1BTmrP1rnX50KFX302Hk07QrrmdHH+pMvJ9ndJpZndPXqQRHpDFAi9MkX2iLd\nnSLPjxQpUqRI7yRFDWyjVJI0GUjLnabphx9+iETXcP52wLckSVimVk0LaeaaWM6K1Zqnwai8jJ9Y\nzVIbL5dLmtxQ+k99/CyTfFHc7+zsrFwuE7jXzFhBmMWXK1Oxu5TL5SIbTBBFpIsmQgi2trYqlQpM\nCzCEOMK1MwAV8BXP5BlfY4DaoSmM9TyP/flXZS6oYSQhU5MGt6YF9idnuizLS8t3EWyvKgjfryo3\nlnci9wes4/EbBJWqoLrpn1mjgSmokEqqjmDeitVqRe9cNYat1/Kd956EzI1p3qfUv8o8pRPDxniK\nrHd8ijRm4ngrigxso5SI53opC+0y8bYoeTWFS6US467K5fJ0OgWePp1OnbTcvIWzb2Jr07Ak50sr\nlUr0dx8Oh61Wiw1w8uzsjAVwkTeEDNXp09aCIfptsyitzoPu17wFdqJ2u91ut8H1WQ/MQUT1OMg4\nnX0q+IJ4rFENdIlWCEvBHx81dQYWZKg86W/rzi2KptHf2Z32QTbAeXbu66S7dF6rPru/szsD0wNt\nsGaQToPgnPikU1oqlW5ubsAz7t27R5tfqaCOdlGHwZNOhEbROtcPcD6f+zySz+inyIn0phQZ2EZp\nsVhAj2GBqJubm8vLSzgmraSypcluTkOFmaHko0mEE9gJ/BScQFroSQiFTvLOI2Y2n8/RoNFolMtl\n8KfT09P79+/jkslkgrRV2BF0C2BYbtF24Gxq/m4FlsC6J9Dh8FOlUmm1WojT2traYiUnLQMGCgq2\nlnkcWN6Csn6cHJuj+fnFUNYcO5KBz9QdBhnkdutvcZctnufJ1TS5F0nzTOLWFKf4IKVQyTdfZioa\nwJqWt+7+wV8Trw6Ruj/U63XWaz08PNQ2foeOfBB8TP9kIsXwnJfFfzGri8ViNpupO4xKq+yf2vCt\nnDWST9EGFilSpEiR3kmKGthG6cmTJ5CzOp0O5MQXL16Mx2OE6FtWH8S5Sp3cTARG6EnQnGBFu3//\nPsHJNDOn9ft9FjhGP9CrXr9+jZYPHjyoVqvffPONmf3hD3+4vLwkYukjYzjpoyhF2kmQKGizq8Vi\nsbu7C4Rwe3t7a2uLRUlUHFZAzDLjk6MzmQQhOLE4/ggTyYZQpPFoJ+aVWPR/UrFdHzl4bJ5SpVgf\nn9fkva9RfJ0BU/ECluU4avu6qapulk2vvwZUs/EfR9ukBdY7y89w8Lz/3hOJWOCjYYXgeDQaXV5e\n4rt48OABgI3ZbEbFXSEK5u9ArrUks0ESLWTQixNnwpaW1944bPyED5NFJ/S1ogGKCjHGI2pgb0GR\ngW2URqMRlmmv1wMuh1UOZpaIF7hjSPezs2thWYZVOSAk8MbpdNput9HD1dXVaDQ6OTkxM2ZeR4Gi\nr776yuSrNmEeST6y2M+cnXhmcB/Z5xOVSqVms4nNBbzKzJrN5v7+Pk6yjJk+uzMJ/maa5kNBlQf4\nDLWUDzf2S53xFk6SRh8MVKlCK7Y4HGs9y9HeUq8adRJyYdcGJlIOoGNyPr73NbzEoSRkTXQEl7v0\n44wwCdmBkiShWZfIm5nN53PKZ0wW2ul0hsMhbbHooV6vs2hcqVQ6OTmhhxEZVbVaxXG3263X6zc3\nNzo5iWTRnM/nLMozHA5LWUY0dc2HA1Gv11MLVpIkWL00J3/55ZfdbhdV0fHJ0JKK+x4fHzcaDaz/\nZG0AXKQiihBipEiRIkV6JylqYJsmyFkHBwcsNLyzsxMUaYlRsJzr4eFht9ulMIhkVMiQix6m0+nN\nzQ0AydlsdnFxgX6ur68Zs7xYLOgB+N5776Hl6ekpxqMoDcdQLpeZwipNU9XAWOZqNBqp1ohB0k0A\nvhjIkrW3t9dut9GgWq06wbMkxkqrl4eOCpSI2Z8ytYMcKjrkYD7Qen2diaSuYtqDdpKmKWR2oJFr\nPBLTgvAAy6uMHKT6u/uNebCSamqYBAeExFJxxqO+qTqTq3wZUlAw2ZhJ2bPxeDydTqHHVCqVwWBg\nZqenp8vlUvMyO6rhcrkcjUYYHiow8A1CT0ol6KJWq/X7fSxUwgOr1QoJpi3TfnDc7/ehEl1cXLAW\nGpQtZsQGAbfASUfJpicqvWHhYWRmzWaT9yqXy91u9yc/+Qka/Od//qeZffXVV9vb2wA2qtUqijCg\nAZ633+9vbW3hGFP6z//8zxbpTSgysI0S0vFZljbCzP7sz/6s1+v5m1qSefoBuwNqAQCEbYCx4AuH\nc2O/3z89PeUWgJb1en0ymXDHmU6nZGDANC4vL3lrsBOHeejuyUInaHB4eIgGTPUGk8OjR48weDgT\n9nq9nZ0d+BM6yRtJzh7tJAQy2fWCF2I7djpJ8pngfaBGGYZzoYMoWj5IiyPBfQHG0tPM8q9yPUCU\n5mOA6FankoRz4PAnfXbH3JJmFiP2z4iI8/Pz+XzOItep5MbEePDu8Lp7vR5sNmY2n89hRp3NZsyB\nORwO2aBUKgEhf/369WKx4NZvYs9jV2RRkK6wqulDqyFuaahcAGeYB5i9+XyOxVkqlUajkRYBD85/\n8HWzpg9LJ5fLZf1eKMC9//77fqRz6gAAIABJREFUeMzJZPKLX/zCMrmQshGnl11NJpN6vX50dGTF\nRaUjrafIwDZK3/3ud7/zne+Y2fb2NvMfmpiCV15FZhN3jPF4vFgsILItFgs1BrCUCT9FSr61Wm0w\nGJAn9ft9NJhOpx9//DFOPnnyBJ89C5KhAY1zjEVrtVqPHz/m/gXOmqZpuVyGPlcqlba2toDs12o1\ncDX1dXZo/Xer2gz3KU2VxH2BW6eFVB/nX+7sjlK1yucvtnzCQD9ppJn1+/3VaoW93vL743qrlfIn\nZXvOq7e8QhnswWF1ytigCV1fX79+/RqJlS8vL6G14y9WIBJGQ+mBkdIyhQZrAPNAZYtrjKFOYBJc\nZuRD/tj8F6RT5K+HICPXax0Ghl/5UjqdTrBii+XlAJ+B8QCLn6yXLXlcr9f/4R/+AWvjP/7jPzDP\nJosEK1YHbPkwBiqykd6Iog0sUqRIkSK9kxQ1sI3S3/7t3xJIUZckBeUoslGINjPI0fAeTDKHt1JW\nY4UqWpL3M2Ze4Ol0yqBmisx0L55Op3C1N9EFLa/o8KdOp7O1tUWTD4xziDKGwIuU8DTe4LmC5iUl\nRwT2jx0PdZWCg37eQbDR79+X/R3pG/fyfabPzs7wUvCroylagQe581yqCqiSoeqCeWU5/d6cbvni\nnj9/Drzr+Pj4V7/6FVcUS2NPp1OqaCY5ZxkGToRQvTEdjdAZtj82nTd/wHabBmaiKpn37tICs+Jy\nuXz16pWZHR4eNptNYAZwl3c0Y9XA0nxGfLxWhTH1QmrkP/zhD2u12vPnz83sv//7v/m+HPCTYyN8\nyseh8hrpjSgysI0SGRUdnQeDAcNNyJnYBgcO+MZNjQC9iSN4kqUqoKHi5uaG36eiFvV6HXzo7OyM\nFmZYcXjMjbvVau3v75vZvXv3Op0OkEPmywDT0qQDzmitgGcoOUCT8k52y10mWDzJd16wAkYSvLXu\nIMqHLHsX2O5hbmT/lUrlwYMHwT1U+/fxLr2XiXEoldIBPiCpBxxwKjXJxuPx5eUlBvnHP/7x+PjY\nsv2RQCi80kejEaWc4XC4kjSDnEbdgq2Au5BWksLDn97gSRNxJMjdfbbnj8GZGTYj+Lm9vY2FenFx\nQTC8SHow4VtkRfoxsk2SJOj2008/HY1G//qv/2pm0+lUH40fpq5DWq9NvtwIIb4FRQa2UdIdh6Zm\n/Xgo0yli7oucJlbuTqfD1b/MyMwmkwkFarXcsLePP/4Yx59//nmaWdE0kPP+/fuIYmm329vb27Bm\nwYEQNpJqtQoWWBTdbAUbelLg1BBUKfQSZwvTxwlK8amXqY9/VWfiVOtfXrhYLM7OzpwxNBoNcPRu\nt+vU3gxux2sYmOVtb75OWaTJKcsZj8cY5PX19atXr5gwE4thNBpR4uHAYKkih+Yg1T8lDelVynKS\nfHSXM6X+mP1jW/ve15zUN6sT5Yg+SNW2Ri70H0HZGMnxbKpWq6VS6Z/+6Z/Q/l/+5V+ePXvGDi3v\nl6ELTPmiznnUwN6Cog0sUqRIkSK9kxQ1sI0SRUVaiVQeh0kJapMDZ/ldsYEah1DcmTK1YvGU/jiG\n2WwG1B7lWmAFqVQqhBa/+93vfvrpp5bpKwpA0TEaQj0y9DgajA7+VtjQPJnaV61Uf1WMS3vwZXlV\nOFQTIuDpT6men8/nJycnaeZsdu/ePZZ0cSwuHADBQHalKoKvHaqjowOCOf9ynAj1WywW0LROT08v\nLi5gzdKSpEmSMK0Jw614Vb/fx4FlGhiVDH8+/ZdlHhUpUkFtzO9NFdykIG2Hf1NOsj97aYZVnJyc\nIEtZtVqdTCZMB1xko3V6SAXfSyU472//9m8RdvLzn//8F7/4Bd+mKoJ+t05iZUeZjvRGFBnYpkmD\nOi3/FaEiM3YZUtGy1vNkHqPRqMgOxI+ZX+DR0ZEyDG5edOVf5TPl8LulbYxVidUZ3UHJ1mw6Vrzl\n0aLjAIPOppBm5DxmELrRlup2oScdRmKZpR2Nv/3tb9Od2vLbnCajckBInwkFI5lSga2cN4iXAsMJ\n7Fs0c2K1IFOUb6xKsvxGiitqqIZGj6m5i/cNGqiCb/DWf2/lf86sFjUuAqXNWy18ipubG0CIqH5A\nE1QwPl0FJud9gbDmHzx4cHBwANj23/7t3/yV7DBpy9BL58t15jzSG1GEECNFihQp0jtJUQPbKFHQ\n05QNpVIJ4mG9Xk/TFFGQjUbDAQktL5zSFr2SfOHwdVaR3zIpT6N90eDi4oJVa1URpJvW0dERwq7V\nRwPHRA6pihVpYEFaL2xCGnUwt6CI6kvcviDsaEIcMH9N826K2szMWq0WH5P+NeaVCHDE6uATFT2F\noyZa9nIZRIyicYgyBgDF4a0p+AtiwAPzLWmohioZjvNh8NGcMd963v9Xlf71vd3xFjpvuvCc/uGW\nWa/Xt7a2gNLP53MHSHB6s/wMcP3D8/Dv/u7v0jT9f//v/1k+0Ym/As1TcH2oPEKIb0eRgW2anPWK\nHAHMJT+fz2HeWC6XLBrp+BDiQlovptMpuQtTyYEUOtNvjDgVOuGN8Cthpd///vfwQvz44481tEuR\nQ4UQ1Tt5DQO7FT7Swa9nYDjpWG6cZ9enTr2SIs5QHW5nWc5+bH+z2axUKml1Zr8rnlcrziqfhUE3\nRAvxCbCl09NTmLUmkwnfrDZ2MpLoRHGZ4Xnr9XqQPwUZWBCFtrUvzrJ9+VZWtKZB0eV6VVA4sPxk\nOm8QB1j/o9Ho8PAQ9rBXr14xXEGv8rlLKuhut9v95JNP0ODly5fMROqjwTrsNJ+tSh8zOh/+KRQZ\n2EapXC7T3x1narXaeDxmLBeKR5jZarWC9UK/DRW0uaONx+NqtQqhEo4b/kdO6Q8/wQk+SRJYUFiy\nyPIbxMXFBbw89vf3WTo5SRI4EJvYqxOv3kfRRmMh1qLnnZHcqswVdeXzQj32DR5ruu12uzB1zOdz\nJiVy7quygt9PkLmS8Cve+83NzWQygRauIRaWZ13kNE4nlq9tzaLbfg8cLdm/w9i0jf9EQUXH//cu\nlN4hUG9NA+cnXwTRW4xGI+ZI7Pf7kA8UM3B6U0aOr+bP//zPkc704uLi5z//ORoEoxKdHoIDfovp\niqQUbWCRIkWKFOmdpKiBbZQODw9fvnxpZvTrrdfr4/GYEabIDGtmLOKnEOJsNkuy2H5m1wa+RA9p\nPxtCKk7AkM2h283ncwzmk08+STJvKCcrNnJ5XFxc7O/va90TR4Mp0rrWgEJryLFqBBUsHQDbq1pA\nZcJ5ouBQfaVQAR/Cp2sArqA2pmpZUO9cZemAr6+vAR1DsfY1Nno/qu7l3II53blI2A8wSX/2LL9O\n/IMi9G89VJjko+/XrwFfP34jclZg4jnHq9KcJMnNzQ3yyHz88ce///3vLZtGDWvxB1wulz/66CMz\n29vbA4b829/+9urqCh+prjHnA+T5onTASd7mGumNKDKwjdLOzs5//dd/mdlqtUJxrFKpxLCqwWCA\njD6W9yNnjYn5fJ5IcppSViiLmemRxsbZbbGb69Zw//59M/vlL3/JcKI0S86EfA1oXK1WgZYgdIaV\nI4J4S/D4VotI8CcHJdMtQN0oLL/drApStjvksF7do/WYzWD0oiuE/qQ4W5B5+yPBICEWjEYjmNbw\nr46czNv39S/6V3m2c2xZbW6Hid4Fy7qVFQVZzl140hqQ+S3uxb9OXkrLuAunlGFY3W4XmTz7/T7X\nPIQzrkCc7HQ6P/jBDx48eIBuv/jiCzM7OTkplUpaqRkHlD9WEnNJVmr51cKvdZWvpR7pjhQZ2Eap\nWq0yqS7OoD4ek+rOZjPwJ7opgpMpA+PXhRWP3FHYCuF/4QdL0bEQHwx452AwgA1AazKZ7B2lUgkb\nN2q4QG5Vh0OHuEf4J+9CDvvxFYKiq/x0c46Ei5OOq16Rhucrl6ss87LTTBmnbwXRHW2xWFDa6Pf7\nKDSq1ctUj9TXx3ftxCQ5CpYyb2f+1/gIOLK/H5225sLgu/bPFyk0Qd7psL07iiB6rCyfnEzlOYwH\nBuP9/X0UAHr69CkdTYPK0w9+8IMPPviASSMhcJTLZXUVXmUJovha9TMpl8vB9Vz01iLdkaLeGilS\npEiR3kmKGthGiUIZUSO6oVtWQJLIoUr90NtQDIIABbta5esHOiLqSurN41f0XK/X6bLPHhQrYyrY\n2Wx2fHwMDYyl3JVU+7HbdKY1wnVReyuQW01EV5WaHR1R9ZignhEU6nmGuRtQQheTZplhKUkSVqlO\nJJf8fD7HVRcXF6yIvcqns6IOpPmHfDVRhw112TeSOXgj9Qmohg8fPvzd737Hq1RNcRBOPem/Vgc6\n9rFTNtBnDL5u/wXpGY6hyIHzjnCiZdGK+t7hU7q9vX3v3j0zWy6XyNlvGcbIY6x/lMTE+ZubG5ys\nVqv6pvi1rvJ5mXWufKWfj/mmH0UkUGRgG6U0TREFCezO8sbbm5sbAvT8kPAvjhVCJOKHWl/KwByD\nsMKD+LpQJ2k8HsOBHuyNXyB3Je6bi8Xi/PwcVz169Ag+IGzsHNhtZo8gq3NAG7+34M5edC9t6XiE\nEx119mL/iXj5YrEA6HRycoJty3koxXXH4zE43GAwgJjiPy9v7W/HOkgOHquC0c3cIpXTmGBl7G25\nXMJI02w2aebhvmweA+NU8+464dp4PeR1FzAwOPOJOFP4O7vDn5wLeZLIIZg3ohUJvRIYH4/Hu7u7\nZvbw4UNUNTJxtcDjoweUKQfbQ9ilZRi+b3dUucTyS9qfhzTvhrNmSiMFKUKIkSJFihTpnaSogW2U\n9vb24MsEp0HLy7zn5+cqiFHiTrOCyw6oAhFvsVhcXV0x/Jl/KQlqjCqE988++wyXI9EGikKxBwr4\nqh/MZjOUO2IdLMsrK6ss6UOST86kWlcQY/SVqjXKnA9hqXieet53ltdIOAZnMEGUkrM3nU6pCTH5\nlrYcj8esa8xM8CaJm9fgXRwtC3dxGLT8q2+9KlvValXfu3aLBoptJlkC/kqlgqWVJInj/eEoPar9\nFOkHieezB3ojv3BONf36+Cqx/jHtSd6Xj5qWU9wVru0sF1Cr1er1OrpFpD9xchy02+3Hjx9jJpMk\nQbAzboGkG7u7uycnJ1Cs0zRl4H+lUmF+ZH2btAs4pZkVxnfeWurBwpHuQpGBbZT29/fBwL766itu\n9yxN6fgQYrnDM56ZDBNxfsN3Mh6PucNiK/SZxyqfHAifIhNBqWMkvjTegnsEjWSo7+zv+EkousUK\nAJ80H7Rk3gfsszrli/qr82gOj9fBOFCez0T1oXT8nU7n448/5kmtHYp5Y/CDefzS8oWVg/sUBoPp\n1Zr3DvrEgSVZjvkkw5kxCY6Xvx4vl8tms+lINuZldHTGpj8FGZjTlT44eEkqIRxgGCzvwoo8SZIg\nyQUuYYlUXNVoNAgG8hHMrFaroYH6f6IYEF3bmUaLPeBzo+SXZFbkSqWCiJFqtYqEorgcwZppml5f\nX2Ngjx49wmjn83mlUqEVmd8g83tp/snlcjmZTGgI4PfOmkeTyURj9SLdkSID2yjVajUwsN3dXQL0\ndNzANkTveaYctYzHqAu15XdSrVeEA90Hnf2a3ye/LkqLaT6NECV9uiGcn5+vJH0wWwb1DIcP4SnG\n47HaYLjdBMlhM9xMOWNaEMS/0NG0lLvoI/j8WIkBOvCnR8SCUzneYVprHkHlA5XEafL0e4AqxvOV\nSoXbMVUTRy/nKiLzaDQa4JH0L0+lnIrP/CwvNKR5AxU1nna7zUXS7XYxnmq1CjUIDhTkTK1WC+dr\ntRquwrOQaZlZo9FwRs75Z0S5iVigHuolycmpb8fyr5jzjznv9/vMlHZwcKAyIhWsR48ewYnp4cOH\nkB4cYEM/MZUb2BU1MIbKgNWxdrYfqhHpVoo2sEiRIkWK9E5S1MA2SnT229vb29raMrPpdJokCZK3\npvmU1XSdTyWXvHpUQzJdrVbwpDfPyU1vrYYK/yfVunhryNS8KUuorPJ5PXih3oLHeN7ZbKaZ8pN8\n6vr1xEejDKuTYHmxWuFEZ2BQHAmjBWFDXkXReDAYnJycqA3SUdeSjHS0OjA2Mwl39WcvWB8HpFpI\nuVwmemaiHfJe0Ej4mNB+0CfVNbUe8UJAbZapSma2XC4bjQYQs3q93mq10EOz2YQiValUGo0GGiOh\nDG6nOqKJxS6YBtqBl4uSj/gzxokNtlxzEn+1igqMl5wcVekw8kqlAqig0+nwoXTN8xaJxDOYfIxF\nnwwX5/rnjRSkyMA2SkhnbmYHBwf47K+urlaS6EG3XW79aT7ZhLNHJxK5onBQWuCboONhV+o9TNrd\n3YW9GokWadXQvB78PvkFgknz2LdslctlbmSOvcfnOvSJUOOcCedTZqnP5Z90+K6/A65Wq/F4DIRw\nMpkwuYnOSRAqdIbtTLLuiU6C+SCMGdzsSvkabI7AgUuUv/r1bhjAh7JzZra/v59mOUSazWatVkOM\nR6PRIACIfBO4SrE+3kVzWOjbDOLJwZNp3pX8VpnG3+jvwsCCbejq0u12URjFJHdiKoY6frlB5xQV\nGfmYwZNFg4weHG9HkYFtlJbLJdKvcTOdz+f1eh2KjuUFMWpgqnCk4miHM4nUoML3r4qOPwblfHpS\nB4mfzs7OaNK4uLjAydlsptmH9SvFt31zc7PKKpzxFthJ6f0VHJg6FPiSqc8VLM/2HI8D3RqC+6M2\ngHFoMBhcXl465b4cBUt79g+cxwkem/deVBmFquQMEo9AAULPF+3m7BN6Q6vVevToEeLStre3MZ6P\nPvqo2+3iVUL9grJFIxkeXHUmZ+Tr/3XOFHEmR4jhSc7/XfhT8Lx/7PzlkPb29sCzTfK9kbsn4rxj\nUtc08UyPVszAgjPA5eQE5EW6I0UbWKRIkSJFeicpamAbJcp0gGVwplarQTVRg4Rl/oeAENVy48uP\nbwegO/KpYiP46f3334dYCrWAkriGOml7rdUJwZ9aF8jX+dIMHYWpz4f1ggNW/UzhU50cvUov5Ezi\nvuPxeDweQzWBCuhjPs5976iBWV7SV+zRxyFVfg9mhHLGQ1jVny44dgIMbLVaAIHn83m73cbJDz/8\nEBc+ePCALnxQsIiS+RpYcNhKt55M8gGCt17r05uqYkENzF9jQEGx1LUkLJFSy9fU1jH7L+jtNLBo\nA3s7igxso0QrAn3HK5VKr9cDr9JMhnT3wEl/7zYvSZJzryLshaRfsnmbvmXu9ebl86YhJxUI0dlA\ntcqzhbgLAwO4FxftYrr1qD1MD/x5CG5ei8UC0Tbz+Zw1rJWLlKTslt7XP/ankZNJMFBP8hZFTLoI\n0XV+cvBkvJp2u91oNDDn8JWgkwVLFpTLZQhPOzs75OLOtutswQobOg28t3QnBuY3uPUnn4Lzr2vY\n4TR4ZXwpSchoykeDcOYYuhKxYibipq/r33dLccQOEzbmS1T+c0W6C0UIMVKkSJEivZMUNbCNkvqS\nQeCCcxfUgsViQdSC+Xkdlw09Vv9ynAlK8Y54S6kwzceoahtqYKsspwAFzHq9XuQxRUCGYaEatEvg\nUdFCR0TVrhzMZ417ehCZYWYmePBbHqVxpF2VuJmmYb2CqwMIDkZd9rWB35uvffpKhjNy6PF7e3uo\naAV9i29NtWEuJ6oOtVpNNbCg7u47bjiPtn4egufvqGatn4r1DZK8T6PfedBXIpXAj9lshs/QvEf2\nV6wevJEGxvsGv+tId6fIwDZKWuwOmwgiZpjcodPpYHfo9/v+xm35Vb6SZHH6VeBAz+hXFNx9LLTR\n7OzsoLf5fN5oNGBB6Xa7zEbvfH6+SYZZskajkRbM9Ifh7KT+lq0fv8OnOQ+E1/r9PpITMiGFeSBY\ncCNTfulwUPP2Sj3Q3c1/BXpftaboK/YHluQ98dCg1Wp1u10ksWw0GnQHdXw40QN3VWRCgrNrkjk0\nOqF4yreKGJg//w6tWYfBZrdSUUun/yJg9i4NTCSecrms2Ul4rRop/YFpBhALrbfghc5Ioif9W1Bk\nYBsl30cAueDw63w+5zdQlCHJZL/zlTO729bgt3HkRPx7//79UlYYrNfraSCnY4LSy5fL5XA4ROjY\nbDbTQfrfsKpiwaEGxVJuN9PpdDKZIAwcCQm1Bg1Iy4jw0YKsdyUJgfTAH7//LOsb6O6mbL5ocyeP\nB39qtVrb29tIZdRoNLQkm89THTMbTs7n816vx7jdYKSt8i0n3NiZvVvXWHAe7kLBxkHek4QsiL42\ntqY35yR6QI4rqOyOXq6WYJN5c0busPz1jfWnN5qoSKBoA4sUKVKkSO8kRQ1so6SZhBTn+fLLL/Fr\ntVpFpRUFgpKQ35T/L0/6olwq7lK+rOecLGXZVx89egR3/+FwyERE0H78aN+SpAZmPm/HE0/HwCcq\nUgf9h10sFkzvdHl5aWaz2azf7/vmMV8cNk/r0gM/gLpIry3SQtSd2gc/Kb/D/hecfzauVCoAabe3\ntwnbOoWw/VdPkxsOCKsiQuDm5qbT6fBhqYoFFaxSvtpncOW8kRJ2K92x8Ror0VsYkILvuiTVL5MQ\nGmxrtW2fgiqa3yBqYG9HkYFtlPzsDLASwV9ja2urXq+TNwR7uPVDLfoS/AuDWIcJctJut1mcyTJ7\n0mQymc1m3AG1K+KNxL4Sz7LlHK/ZI+jxgfveZGSSzxugn7/bKq3PguEMKWh/shA5rBHHgCsdBpam\nKcP+ZrNZED4ql8twxNje3t7d3QUDI7y8Zncjs0/FU3yxWEAM6vf7WE7ICMXIAb+q2fon9U+unxyn\n5d35U1D2usu12t4XfRxk2EGJzRNoOKu+LJWGXJ+KZiO4tpWK1n+kO1JkYBsldYRj/afRaAQnjsPD\nwyRJ4JF46waqVMSKnDbOgRVs+vwyt7e36QRBNgA3k6AOgeP5fK7ZZv0dNsjSkrz/2Gw2Y4lIHKDS\noypMlik32oPPPIrmYT05s6T9cNKodXHkmBm+OI6TQr32XMpKyXQ6nd3dXaRxarVajgJkodfqbJ2W\nmR7NbDqdokScmc3nc7Tc2toaDofQxqbTqcbR6wtydvZU3PNuZWP+sdPMn1i/wRuxK3/kdjcG5of6\n8S+kSb4sde+8y0iC5zkMn/Npyzdl1ZEs2sAiRYoUKdI7SlED2yhpLUdgO/P5/Pr6GjanTqczGAzu\nrniBKPvrv+aJvb6KVqRkpGmKqpsHBwdQCzqdzmQygTSKAoZEq3CJwnSTyQSeclYgiTuqksrR8CG8\nubk5OzsDCKbO97QkWUjBSr3qzJZJu8HJvPVkkQKkuJ9zUpMPUevS7A94Crizb29vo+AvEukGpXIc\nOP7ufPCVlGQcj8cEpZOs0OVqtYLvYrPZbDQaR0dHaIxSPialW3SiNP2xFa8oZzD+sXPG6TOor/i4\nnE9rPg1H2XLmymngxPnh39PT03a7jVU3GAyQepsZ953ZKHmFV96aovr1dhQZ2Ebp1atX2LyQUdDM\nJpPJF198wRqvf/zjH9fgDEq6Jyp/CjZgukV1IuBVvlP19773PTPb3d3VclNwKNDdQUuN0IlgNBr1\ner0glKcbIsO0Waa23++zlInueorO+fPAlquMnPNFk+ac8Vs6A3D+TfIlzZSBadJIXgIZ5fDwcG9v\nD2uA6c+LKAlVTcNWiyiF+XxOMShJEnSIF4Fbt1otoJTwwcFVFBQcwNNnYPa2WdLTPFx8K66oZ269\nnd/AEVyCDIxMKwghJklycnJiZv1+/9GjR5iom5sbmlrpRKOfj3J6jZDxmVmaB2N1eUfW9adQhBAj\nRYoUKdI7SVED2ygNBgOAcmmawsx+dnY2HA6h6CwWi+l0ClWJ7mprVAQVk6mm+OhcuVze2trCSdj5\nHQ0s8XwFgTtRPZpMJkSo5vN5pVKB/uRcxapak8kET0EnAsRlU/KdTCbHx8eWZe4xcTs0T6cMQmeU\nnVXlWhWk9FY9YD1CpYoXD/wMCzowzXcMNYs+frhFq9Xq9XpQj5rNpj7R+jfrtMT0TqdTPnKpVII7\nBhYVW47HY+ZKpqbLt0lvDkCXfj51VSb0Xusn1lkM/lvTM8FMx8HO/ZPU/unsrpi2rn/tQfOuBZ04\nzs7OML3NZhPz2W63T09PzWwwGAA5N+/t8Nn1GwzmSk49J6bgyUhvRJGBbZSYJPDq6grehkdHR1zl\n5+fnlUolzbyhdGX7WYJ0h03yHnE4zwOWRLGCLdihbrf77W9/28z6/T6wlJOTExSltazMPMfDHlar\nFbbFcrlMH0IStlGwT5j9mOxg/RM5+5G/9QR3K+e5/M3UIWVFPlLk8DCf/SdZ3chGo5FmZXwt42dA\nYv3QqzRfwkYHyTEQwmJuRgwGmDP3SgQbcKnM53MwsOVyiTcITsaUm7Avdjqder2uJVR8BlaS6s9F\n0xg8vvuOXPSyivgQH5l8kaZHh4Hxcl0wZOQO4Az4ulwuMyHO1tYWlvH5+Tly/FtBkJyflMtC2L7T\nQHFFf9iR7kKRgW2UDg8PsdYvLi7wbWBnZ+wXHdC5eeGTK+Vz41oozY9/O2733NGCn5NDjx8/xqZ2\neXlJYwAt207+Kj1Ah51OZzqd4rmYlWc4HC4WCzAwxtuayPUqGjvEil+WN7xbaJd09giHglJwIlYr\n/xLd2XVLUom7VqvBLaLdbqcSj4UDmE/8ztfoNJrayjJXCwgi6jmiux5nbzqdcnNfrVZgWq9evbq+\nvsZxmqavX7/GaO/du0dIoGjquPb89XbrnrvmBWmbIGssYmBBfU7nze9KuftisSB3ZyfUa1er1a9+\n9Svwqh/+8Idw4vjqq68GgwGEBj9ExPLV1DhRRZkkiyYhOIGR1lO0gUWKFClSpHeSoga2UarValQd\nIAUDXEJipGq1SozRMrVMnescxKlIyYD8mGQx0cCU2MAxe1jeRFEqlf76r/+aVZIxyH6/v7+/j8tR\nNZH34vFkMiHGSMsW82joU6Tisa0IpGpghFKpia4hx6igJ3WWghhjSfKIJyH/fvXdVzmartXtdnt7\ne5v4Em/hFPYt0nc5NkfaHk2MAAAgAElEQVS1NfHUdxQ4tQMxHJ7HyOOFV391dfX8+XMzOz4+TtOU\n2hvfb7fbpTOk1inVwejyUMRszbtIip3rglpIsHEQW/NBY5zRATtTDcyQC5Jxylxs8/l8MBhgTq6v\nr09PT9HDo0eP4Hk7GAwWiwU0sJ2dHcDFjkZFMNxBYoNwol4YIcQ/hSID2zRxEWO7IbZuZpVKhQAF\nl7hCfw6nYZ8K8SeZO3Wr1QIAuKakiI4K//Z6vVarBazv6uoKhoEkSQ4ODvDdVqtV7he0dc1ms+vr\na//7VGYQ9IPnJoIthmYeMjAndeR6NqATorPtzLyeV5zH8vuI+mWwh0qlAif4TqeDF1etVh27CC7E\necsHh+nYipgWWabiq44VhyAYnTWWyyXcgi4uLo6Pj1++fGlmV1dX3KyVC+Kq6XR6cnKC1wqHDsw2\njUD1ej3NDHU6UQ5SVyRI+SffCEZzuGnR7MGbw/80yBswM5gcBGI6H9f5+fnV1RXsgicnJ5PJBPPw\n+PHjTz/91MyGw+HR0RE+q/fee4/Rewz1wyumlOkMw3l2B/yPDOxPoQghRooUKVKkd5KiBrZpAoxz\nenoKgavb7R4fH0Miq1QqpSzp+3w+R0sVGIlRWL7aXpr3QT84ODCznZ2d8/NzM5tMJhS9HZcEf3jt\ndnswGMB7eDabQf/Y29ujythoNPr9PpLqXl5eQgNrNBqVSgUjVy8Dtfyn+SQLNKpD2oUywQfUBv7l\nSmwZVLAU23Ea6L/q3EjcDxK3PlqtVmu1WvBcD+KKJkW8knwYsuoTvqxNtNBBiTkJqoHRg1yxxH6/\nD63rq6++ur6+Vu95NFB9juWqF4sFNLBer9dsNtkb3jtGq6/VUW782eZ7X6MEO8e+vq7/poIhO0ud\nyiVvh+XNseHC8Xg8Go2Aqc5mMyq4y+USWterV6+Ojo7QQP2Mrq6u4Fv/9OnT6XSKOSmXy5gQoK9Y\n/61Wa7VaMYiCS4j6ayoepz6Gb56iGemOFBnYRinJMjKsVqt79+6ZWbPZ/PWvf809jguaH62CPwir\n8jPB699ms/mtb33LzPb391GlZTKZBGFDC+E8aZr++te/xqbWbrfhojYej7/++mt822Y2nU65uWAw\n+/v7+FzZp2NmcHYu5U/qZEgq8itTZkBysBr/0Xze5mwcvEspS7C7s7Ozu7trZrVarVKp+Fmj9N9E\n/Bj9qU7zsUe8kFY03cgsz905GzoP6koOGeXo6OjFixfAeyHxOGMYDAbEuxjGNxqNADLjuNVqOQEA\nSZIsFgswbIzWyRCWSCRTkjdAEg12DGYOY/Mn05FsHPhUmTcuUdEH3xdRX3CXFy9eqNBWLpex5C4u\nLsDyT09PF4sFXTT5t9lsvnjxwsx++9vf9no9emNiAJ1Op9FoYAIRZ4lF0m63KcEwfAIH6Jbv3Qld\nCH4IkdZTZGAbJW4HMA6DHERev1uc39vbw2b62WefzedzbiI+vF6tVg8ODtD5e++9h4PJZNJsNmED\n4Lbi3NqyPWs0Gh0fH8NejTr0ZnZ0dMQNtNPpHB4eYpcnIbqZQrq/XxcJm+qfoiKqbuLcenzdkTsC\n/9UNiCdVPghaGtCg2WweHBxAsNB4BguxQ5MtOCnO+eRcC/1svYnLOfZPjsdj8K2LiwukNzw/P6fE\ng72SDjXgaqiaRj0SKw3uDExGtbW1hWCASqWyyrKC0cyGgizcxHXknH//tQJUUKiAUxdUTxl2ph4l\nuhhYai5NUz4jKvjgdlSd5/M52E+/369Wq8yzNZ/PMWnHx8esKrfKF+rjq3n69KmZXV1dJZmJazqd\nYkrr9Tp5FXg/GRjEPpi0aQflX3XU4oKhD1SkN6JoA4sUKVKkSO8kRQ1sozQajQgv4MxisdA8AsQ3\nSlmWoEePHv393/894Lt+v39xccEY4UScmiBcf/jhhzymRLmzs1Mul6Ez0V3YJwi54/F4MpnAxEUA\npFqtVioVyLCVSkUrIjIVr9OVr+o5EFOamVsI/jhGAqaYonBdkrQdPFAfv6B25ZAaq8xse3t7Z2cH\n8aqtVouaYppPUuXjXY4vGQ5W+UwQtIVoaUp/nGmWXdd5CtXhFosFXsrx8fHz58+R9IQxuat8YU+O\ngQlfEKirWjj7R4PJZMJg3m63i4PhcEiP/FKptLW1RQ2slBWYns/nUDigq+E8kUnoKD4wroCzxo0Q\n3mRXulxns9nNzQ3VRzwOYjbgGlqtVlerFZb61dUVFCwMnpEDR0dHX3/9NQbJ2bM8aI/ebm5ufvrT\nn1pW2JorFh9jt9sdDof4EOCRiGOUJMVNZ7MZXVVpJGMiG2h16E0TWEe6O0UGtlE6Pj6+urqyvJ3j\n8PCQX9doNGL410cffWRmf/VXf7W1tYUd9h//8R/h8mtZ6jbLEo2To6xWKyAkzvegeBfOpKEMCNib\n+IGRszLMCAdgroRxYJzzkbrEKzhpHmqkw/MhplTcuH03BO3Wf1geY+OAfQu7baPRQL7HTqcD1uiP\nQadFZ89v4LNVM6PrBx/EHzzIMXFpz9hhh8PhyckJALGLi4ugG4gGJKRpChbC5YRBqt+55dntdDpl\nbnsm5KzVap1Oh142w+EQoHSShWpgxWK7r9Vq5C4cz2QyYRKyarXKBGlw0LeMUeEFDQYDAnGz2Yx8\ncT6fo7d+v898IiT8it7q9fp4PMYtJpMJeIMKENfX169fv/azSqZZqknYovDKvvnmG07UdDrl8uBq\nmc1mmAewUnwUiObkmsGMVSoVZEjRyQGHg1yyJrQu0hqKDGyjxEWsViIWZyqXy8vlkh/wj3/8Y8vK\nIuNj2NnZ6Xa76OH58+cURfmFz+fzfr8P3sYG4/FYLSgcjGM/94mNYYiiT5c+BdktmVmweJLlGRjV\nF5pPnF1eG+iY2Yzc1HdYMGG9lUple3sbM9xqtZrNJplZ0GplBZxVve/I6XW0VBMpSawx+9GKE5xz\nNu73+8+ePTOzly9fslCcQ7gFQ+jMbD6fD4dD+NcxpCmVHICMLger4/NOp1PG/3GWOp0OX/Hu7i7O\nQ1WyTNyBKNBut+lIQtsPVB/egsIEJwf6E3QmLGPu/uCLlUrl9PR0lcUdQvU00byh+uC+JrFxfDRk\nQcNTPH/+/Pr6mqobp5FXwR6GBk+ePKH2adlapTFsNpvxKoQtYmy8Lzwe8RS9Xo9vEBdiQV5dXcGc\n2ev1bv0eI/kU2X6kSJEiRXonKWpgGyWG2qiTFU078HyDCA8XJstcmSm78a9K99R+rq6uNKWTY+3A\n8RtZjDhIegOuVqvRaEQJnSeJjC0WC/oxKzDiKH+KB1omkqvvtd7aMmGft/N9jqEGMQAAKa86nQ5A\nQsurRHrsjM2HXtXcRVlelTy65+lTOJghH83XhhW6nM/nFxcXyOBFWxcRJ8s7eZrYb9jt5eXl2dkZ\nlwo1MA5M9XXHzoerWH3bzKjZLBYLBhSqEZQIoZmdnJywXg8jyfhrms++ryc5A762vVqtZrOZTqaT\n1x8ehlSP+BSW6UyNRmO5XCK0EUZBR0XDC9K02kzbQYO0DozFj9gDm5nZ8fExIBBAo4we48v68ssv\n08x7llm26fkZ6Y0oMrCNEgFAZFezjM3gs6nX67CKm9liscBncH19/fLlS3xd5+fn3AKIGhEOMq/g\nMnEtbvc+kEhSYw+bES7jT9hQYGKhxYLeBGbmeNiTFOvTYydZlN5Ix6ChuIhsM7NSqVSv12Eg3Nra\n6nQ6rDNya3CYf1KhyCRfNtfnfLVaDTYPnxeS4/JBVhJpGxzDcrmEx8Hvfve7169f03Dlo6PoHzss\n18BKSqhcX1+PRqOVlFmxPOBJW5djiuNUT6dTvF8Na4MDOp160ANMXJjq8Xh8dnZGpu7Y2yzjPVxg\nXFTqxERZTafRmSuyH8KnHJgySILPy+VyMBgAjAX6zaVF7k65hMm0zOzm5saRunRgOmMqcvFD0HXO\n9jpyjQPjTSO9EUUIMVKkSJEivZMUNbCN0mq1gqA9mUzo9TSZTJAyYLVa9ft9Vh38zW9+g6vgzWyZ\n7Ea0RNUpCvhOJifLw1ZWoIWQHBhHNTCKt3QHoPwIhYCwkk8qaCehqptshoPlchl01aPour29bWbw\ngIejl5Mz13kE516OUqXap39SG9NNg45tlvd3B+Srj+N3TmLB6z/+8Y9QEeCTprfm4+vMAFqkRwOC\neemz4z9+Kk4cLK4d1LlNVBN9dgR4lLI8xWgJRQ0wo74gRwNzVFsTzUx1pvl8joVk3iLRhaHqi+Xd\nXviT9gzvCXrn+7g6Zoa6V5pVS/dxWp1SnCdCGEShg8ssuA7TfChFpDtSZGAbpc8++wwHtVqNfsbz\n+Rxo4eXlpX5UzG1TBI77+EaStx4pZMHvxMc01vSse5zuNQqOWeZwpVuhQxiAk3vC5APG580tibte\nmqZMl761tQWHN6CFHBK5rM+r/ME4oJyP0flToYzKZMfnfdWn1OmZx7rrEaFCQNLr16+vrq7YucZI\nEZVi4v/ValUul8G6hsMhFonWGrV8Bn0tzcx9uehNOWd05RC4M28vxhh8LuXMQymf+J8nUykBuvIi\nBHwuC4JzvIWS/UOGY+kiRIz5np8qdtCfUHPb60Q5yCFP8ljtvv5350+a5eUDxVoj3Z0iA9soqVbh\ncxTVfhh6mUjyQ2eXX8MqgucttBEELw/uwkzqynSlHJt+3iWvEK2FOITfgE8E6zeDi+EEj/Ilaqtn\nV+t1Sgvtrc54/GlJJQGV7lP864Qe667kD4ANptPpy5cvEah3enqKrZ8ePZy9NHPooIGz3++DgeHt\ng4FR69KBQTXhGShJg8HAZ/AY1Zol4TCPJG8XtPzqdS4peinrpRy/hzTv+pHkIwt5QA1MuQ6ZFgOr\n9RacELjyU3BMvRxgzhpQfyjOueMOY94X6jMwDQJZSS6rSHenaAOLFClSpEjvJEUNbKOUeCkqICcq\n5qCNeQkdwVlskFeBHNDJRD5VOdrRw4K3S/K51S2Da+B0V6/X6XjG9Dk4wxDURFK1Bj3pKXiycCVy\nZLB6S6fTAXKoCTh0tIq3rNd+nEdzLnFmL3iS5/WmapBzNE5H0Vkul69fvz45OTGzb775hoYrx4pD\nSTyVlBkA/fr9/nQ6hRUnFbwrDSGW+BWBzJeXl7Qq6XM5IwzOSdE0Oi2TUIIV/47rzzi6TtF9E6n2\nqUCfeqhaBhUwSCAVV37LT5SW8lGvV2d+9L3z8pWUicAljlUvuKjMMwr4il2ku1NkYBslxXZwBnkT\n2GD9l2z5jG086aDzJN1V12/i8D63LMkC2Q+9kxuNBvgTmBbND2AzSAHOzEk+cuiwFri/m6TubrVa\n7XYbJ5HLw8f6bt1ti4DKIia6vk9lYGriKoK2+JdgFLwbvvjii5cvX4KRpGnKDJPOi9CNjJZFpGmA\nizy7De50EG7M7OLi4uLigqCZPzOKhul600cLigJF7N+fNOeqW1+cP54gASF0IPRUIsn0nRKYVXRO\nX1Caz63lV29xRuh8uYkX0sfb6TD8Zy+6KjKwt6DIwDZK/JjpTDWbzZDqyfI8SdUyfgMM6zFRbhy7\ntx77Ar56PZCblkolVOTDTzRx0dEOKYWw7aJiBRkYQ83UybBo+2Nv29vbh4eHZtbtdlVX0y3SNyT4\nPScF0VqW1zJ9XuX0E9xA+VJ0x/FFgTTvIzcajb755hszOz09hdaFV6ZJs/jiyNVM3v5sNoNMg6xd\nlm3BDuvVQU6n09FodHFxYWbD4dCZNMvvlcEN1AqU2qLZLqJbG/gt9aDocn+qOf80FVveYLzKl5TT\npUX9VTmZ/7qd0a7n7v7jOMzSQsuMx773SqS7ULSBRYoUKVKkd5KiBrZRUmmXGpg6oemB4wplnnjr\nKxnAWNLMJqG4iio0zu2gaaFBrVajsx91BdRSIVrI2pXUwKB++QqQNkAJdjNrt9u9Xo8FBoPzYyI4\nr4GzgiqX/+xBBUvvuEb61kimNJ+OVt8U0MKjo6Nnz57B/kRRPRFD4EpybjHRA1RhjZpgbWU/YMsy\nM5iZTSYTBGD0+33mWwrqkZbXIYLrzZ9ky+sTa5aic74IbExDTo+3jsHpli8r6I7r5zpRDSwVpJRf\nyv9v79qa2zaSboOyKYmWFN+SdRLv5SFV+5D//0c2lUqta2uz62xFjhPJkimREkUC38MpnGp2D0BK\nzsct1J7zoIKAwcxgCMyZvkx38aOw9DZmlUAonMX6sKcl1OwFxCblKBC2gQjsvwO+zZikvPk3zDLh\nLc+7ia0lGFsP6cTPCXzjA5DTDYQFOONjoy5Zh1tqjo6OqOvzyZcxm8NshpP7+/sHBwdwgkfadTN7\n8uQJI5Rbhx6mSM/muCqrj/yN4QxP9mtp/PAGAuMPFCZx/kseevv2LTzjp9Np4/K/ZLUtwjgx7pdX\nYXE7MJ0LvLt2CIyEYInX19fFnucH3GaO7uEPSxN3V5liVYEJit3rrxmoWphb4XnG8irEcKPvG7WO\n+fGL/fEvSbXul1TUbfLdCwsX1paPZQN7GKRCFARBEAYJSWA7RZYbvAm6B3mJSoeO8Xj88uVLCF6I\n68EFILWCXN9hdY8Cy+USHoDPnz9frVYIYmStxGYuXi30h5TAxuMxg7pS0nr+/DlSHx0fH08mE9yI\n+PqWVIVdi02Ow2g933TXEAXZqyhgeU2Rd9fMoklYfRflNl/4H//4h5m9f//+4uLCuylyczdr4I+F\n8PBe+GYB3xyf3Ut7cCw8Ozt7//69T8QcRq+rt58ogeVh3+ZSs75Pv9j0Nn3go41ctlXeQnUiFX1d\nVRWlnx55sVhD1gSEW/jGIo8lO5ZjeZiLoiIV4gMgAtspGMbbI3+T1pGhtWmaR48evX792sx++ukn\nvPFffPEFsw6Ck5jJAvzkfRdtfQ/WV199ZWbIuvvmzRszQ5JZOMRzMxbYC8cnJyfHx8dIVvLy5ctX\nr16hJJLH2zqpVOubhPgUvjP+gBwZzlv3fFT8N+isMm+ZUxuGGzm5+DjuLEAXwTdv3iA0Bi7RKMg+\n1y7bp9+TFLYchV5VVUUvUAaYn8/nHz58+Pnnn631Ds83+kHIU3MPe22cr3uu9hQorglCJ3Ml/bVV\nLtCGV7w3LhZisx4X0UpLn/4Hr3qdLf0rHWoOO8D8FkbreMe896NUiA+ACGynGKXUR1CU+4mPLzQX\nldZ+G48ePfrmm28g9NRtXGDsoMJMhymPiSFAM/P53LMmfTSOj48RURBR41DtYrF4+fIl5KenT5+C\nArF5GSe//PJLumM8e/aMScsqt4vIT8fFuaDLmhWuAhupy89u4aqfF3pkOI45ecv7RNCyiKsgEu5H\nrtwGgMbt4mJo2no9OpFfa7NdbsX1+azn8/kvv/xiZ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"output_type": "display_data"}], "prompt_number": 47, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(u);"]}, {"source": ["Display the textured layer."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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zzz9X4iSfz9Mu+bnnntvf3+dhsb3y21QqpV8pJ4cJQkZtbm5O0A/6dXGAklhS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/sd8dVYLLa6ukpurF6vM8+j0aiic8RyecUEanW5XKVSiZDA8PDw+vo6PTk1NcUkOXHixL59+7jv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BIGqnpbiBQMDpdBJfgnOPSQaDQcTNk08+eeLECSQsVc/c7uHDh6TZPvvsM/ALvKxwOKxti7UR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QsVDAZ5OhSnCIhLelFM3L1eLxaLCbre6/Wy7KyMmdglYjIThpkl31wsBfZcRVRAtVqNAwvy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\nYWFxJWENmIWFhYXFlcT/Azbn+5VVNLNLAAAAAElFTkSuQmCC\n", "output_type": "display_data"}], "prompt_number": 48, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot( displaytexture(f-u) );"]}], "metadata": {}}], "nbformat": 3, "metadata": {"kernelspec": {"name": "matlab_kernel", "language": "matlab", "display_name": "Matlab"}, "language_info": {"mimetype": "text/x-matlab", "name": "matlab", "file_extension": ".m", "help_links": [{"url": "https://github.com/calysto/metakernel/blob/master/metakernel/magics/README.md", "text": "MetaKernel Magics"}]}}}