{"nbformat_minor": 0, "worksheets": [{"cells": [{"source": ["Geodesic Triangulation for Image Compression\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 tour explores the use geodesic triangulations to perform image\n", "compression."], "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('toolbox_graph')\n", "addpath('solutions/fastmarching_7_sampling_compr')"]}, {"source": ["Image Approximation with Triangulation\n", "--------------------------------------\n", "It is possible to approximate an image over a triangulation using\n", "piecewise linear splines.\n", "\n", "\n", "Load an image."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 3, "cell_type": "code", "language": "python", "metadata": {}, "input": ["name = 'cameraman';\n", "n = 256;\n", "M = rescale( load_image(name, n) );"]}, {"source": ["Number of points used to compute the approximation. The more points, the\n", "smallest the error."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 4, "cell_type": "code", "language": "python", "metadata": {}, "input": ["m = 400;"]}, {"source": ["Seeds random points, include the corners into these points."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 5, "cell_type": "code", "language": "python", "metadata": {}, "input": ["vertex = floor( rand(2,m-4)*(n-1) ) +1;\n", "vertex(:,end+1:end+4) = [[1;1] [1;n] [n;n] [n;1]];"]}, {"source": ["Compute a Delaunay triangulation."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 6, "cell_type": "code", "language": "python", "metadata": {}, "input": ["faces = compute_delaunay(vertex);"]}, {"source": ["A first way to perform an approximation with |m| triangles is to\n", "interpolate the image at the sampling points |vertex|."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 7, "cell_type": "code", "language": "python", "metadata": {}, "input": ["vinterp = interp2(M, vertex(2,:), vertex(1,:));"]}, {"source": ["Each |vinterp(i)| is the value of the approximating image at the\n", "|vertex(:,i)|. We compute a spline interpolation."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 8, "cell_type": "code", "language": "python", "metadata": {}, "input": ["Minterp = compute_triangulation_interpolation(faces,vertex,vinterp, n);"]}, {"source": ["Display the approximation."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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htjR2/vz5sbGx8+fPI3vxv++pP0yXt3BJYEtsajJbOWy68BFpccwXFaIX8I+3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\nAABJRU5ErkJggg==\n", "output_type": "display_data"}], "prompt_number": 9, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "subplot(1,2,1);\n", "plot_triangulation(vertex,faces, M);\n", "title('Triangulation');\n", "subplot(1,2,2);\n", "imageplot(clamp(Minterp), ['Interpolation, SNR=' num2str(snr(Minterp,M)) 'dB']);"]}, {"source": ["Another, better way to compute the approximation is to compute\n", "coefficients |vapprox| that performs the best L2 approximation with\n", "linear spline."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 10, "cell_type": "code", "language": "python", "metadata": {}, "input": ["vapprox = compute_orthoproj_triangulation(vertex, faces, M);\n", "Mapprox = compute_triangulation_interpolation(faces,vertex,vapprox, n);"]}, {"source": ["Compare interpolation and approximation."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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0ZlrZbGiWY9oDezEcRviiGxRj9deFhntjbBcTYIhQp9NZrVYMysHSwiRYXCnr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XlGX8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\nPgA8oZOTE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"output_type": "display_data"}], "prompt_number": 11, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(clamp(Minterp), ['Interpolation, SNR=' num2str(snr(Minterp,M),3) 'dB'], 1,2,1);\n", "imageplot(clamp(Mapprox), ['Approximation, SNR=' num2str(snr(Mapprox,M),3) 'dB'], 1,2,2);"]}, {"source": ["Isotropic Metrics for Image Approximation\n", "-----------------------------------------\n", "It is possible to compute optimized sampling location |vertex| by using\n", "the farthest point sampling algorithm with a well chosen metric |W| so\n", "that more points are put in areas of strong gradient.\n", "\n", "\n", "The metric will be of the form\n", "\n", "\n", "|W(x) = (norm(grad_x(M))+epsilon|)^alpha|\n", "\n", "\n", "where |epsilon| and |alpha| control the density variation strength.\n", "\n", "\n", "Parameters for the metric."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 12, "cell_type": "code", "language": "python", "metadata": {}, "input": ["alpha = .7;\n", "epsilon = 1e-2;"]}, {"source": ["__Exercise 1__\n", "\n", "Compute a density function that is larger at area of large gradient.\n", "|W(x) = (norm(grad(M))+epsilon|)^alpha|, for |alpha=.7|.\n", "To stabilize the process, you can smooth a bit the gradient magnitude.\n", "lur a little\n", "cale to set up the contast"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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vqNEAhzsdaIFcJewLWTYFC8aaLMY65Y0x3W43m82C0jqdDtxTFM1TCUlKA2Xi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\nejvnfIU7tUGbX4PRCDG7TmghGZ7uhmVfsh0mlGP3jHEGkHG6z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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": ["__Exercise 2__\n", "\n", "Perform farthest points sampling to compute sampling location |vertex|\n", "and the corresponding geodesic Delaunay triangulation |faces|.\n", "ompute the Delaunay triangulation"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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a6+nTp1911VXcA5P3KwMAjDewPUFAH6RvR4lecPiMqwe8Okw7VqIQTS6I1P05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\nh/Xr1m3duvXUU09NJpPHH3/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8eDy+bNkyIB+YBPIxCA1TztnYZlqB2dIelXcniRh+T+Rj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\nbxNlobLrNstotN0dAz/0rRtWflBCgElXjHxfEWO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WX0dHhz9cf6mAi0YS5vb000+7rjt+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rnn0rSfzWYLhYLX6yVzmEwmd+zYcfjw4R07djz22GP79u0bHh5evHgxAxeIckjKq6oa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\n3jy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Cj5qRL2mk77xXLl60CFEBCAnqDa+MHTfuaE1NNBqVBTL14yMf4QSdMKzZZrPF43H2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\npYLjBcZhXCc2ApAjwBVWVfWxRx+NxWJGo7FAY+vJeWA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BjA7/6/2DKxBCpdouhBDizjvu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"output_type": "display_data"}], "prompt_number": 15, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo2()"]}, {"collapsed": false, "outputs": [], "prompt_number": 16, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Perform approximation over the triangulation."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 17, "cell_type": "code", "language": "python", "metadata": {}, "input": ["vgeod = compute_orthoproj_triangulation(vertex, faces, M);\n", "Mgeod = compute_triangulation_interpolation(faces,vertex,vgeod, n);"]}, {"source": ["Compare interpolation and approximation."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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TafJszvth7777LmzrXde9efOm67qsdfzyl798+/btNWvXgpDu3LkD78NEJM3x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\n", "output_type": "display_data"}], "prompt_number": 18, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "subplot(1,2,1);\n", "plot_triangulation(vertex,faces, M);\n", "subplot(1,2,2);\n", "imageplot(clamp(Mgeod), ['SNR=' num2str(snr(Mgeod,M),3) 'dB']);"]}, {"source": ["__Exercise 3__\n", "\n", "For a large value of |m| compute the approximation for several |alpha|."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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ZqPPmeR55Y57nIfCCfI3xeIycQ5Q2QFrXZDIZjUao1uMGQDiRV+g3w1asTv5W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"output_type": "display_data"}], "prompt_number": 19, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo3()"]}, {"collapsed": false, "outputs": [], "prompt_number": 20, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}], "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"}]}}}