{"nbformat_minor": 0, "worksheets": [{"cells": [{"source": ["Shape Correspondence with Fast Marching\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 of Fast Marching to compute shape correspondence."], "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/shapes_4_shape_matching')"]}, {"source": ["2D Shape\n", "--------\n", "A 2D shape is a connected compact planar domain.\n", "\n", "\n", "It is represented as a black and white image corresponding to the\n", "indicator function of the set."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 3, "cell_type": "code", "language": "python", "metadata": {}, "input": ["n = 250;\n", "name = {'square' 'disk'};\n", "name = {'centaur1' 'centaur2'};\n", "M = rescale( load_image(name,n) );"]}, {"source": ["Threshold to be sure to have a binary image."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 4, "cell_type": "code", "language": "python", "metadata": {}, "input": ["M = perform_blurring(M,3);\n", "M = {double(M{1}>.5) double(M{2}>.5)};"]}, {"source": ["Display the shapes."], "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": ["clf;\n", "imageplot(M, {'Shape 1', 'Shape 2'});"]}, {"source": ["Compute the boundaries of the shape."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 6, "cell_type": "code", "language": "python", "metadata": {}, "input": ["for i=1:2\n", " bound0{i} = compute_shape_boundary(M{i});\n", "end"]}, {"source": ["Re-sample the boundary"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 7, "cell_type": "code", "language": "python", "metadata": {}, "input": ["nbound = 500;\n", "bound = {};\n", "for i=1:2\n", " nbound0 = size(bound0{i},2);\n", " t = linspace(1,nbound0,nbound+1); t(end) = [];\n", " bound{i}(1,:) = interp1( bound0{i}(1,:), t );\n", " bound{i}(2,:) = interp1( bound0{i}(2,:), t );\n", "end"]}, {"source": ["Compute the correspondence between the two curve (this should be done\n", "automatically by testing several delta)."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 8, "cell_type": "code", "language": "python", "metadata": {}, "input": ["for i=1:2\n", " [tmp,pt] = min(bound{i}(1,:));\n", " bound{i} = [bound{i}(:,pt:end) bound{i}(:,1:pt-1)];\n", "end"]}, {"source": ["Display the boundaries."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 9, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "for i=1:2\n", " b = bound{i};\n", " subplot(1,2,i);\n", " hold on;\n", " imageplot(M{i});\n", " hh = plot(b(2,:), b(1,:)); \n", " set(hh, 'LineWidth', 2);\n", " hh = plot(b(2,1), b(1,1), '.r'); \n", " set(hh, 'MarkerSize', 20);\n", " axis('ij');\n", "end"]}, {"source": ["Multiscale Curvature Descriptor\n", "-------------------------------\n", "We compute a local descriptor for each point on the boundary, which is a\n", "low dimensional vector that sum up the local curvature properties of the\n", "shape.\n", "\n", "\n", "We use a multiscale curvature defined as convolution with kernel of\n", "increasing radius, as explained in\n", "\n", "\n", "Manay, S.; Cremers, D.; Byung-Woo Hong; Yezzi, A.J.; Soatto, S.\n", "_Integral Invariants for Shape Matching_\n", " IEEE Transactions on Pattern Analysis and Machine Intelligence,\n", "Volume 28, Issue 10, Oct. 2006, P.1602-1618\n", "\n", "\n", "List of radius (scales for the descriptors)."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 10, "cell_type": "code", "language": "python", "metadata": {}, "input": ["nrad = 10;\n", "rlist = linspace(3,20,nrad);"]}, {"source": ["Radius of the kernel (this will vary)."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 11, "cell_type": "code", "language": "python", "metadata": {}, "input": ["k = 4;\n", "r = rlist(k);"]}, {"source": ["Compute ball of radious |r|."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 12, "cell_type": "code", "language": "python", "metadata": {}, "input": ["x = -ceil(r):ceil(r);\n", "[b,a] = meshgrid(x,x);\n", "h = double( a.^2+b.^2<=r^2 );\n", "h = h/sum(h(:));"]}, {"source": ["Compute convolution."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 13, "cell_type": "code", "language": "python", "metadata": {}, "input": ["Mh = perform_convolution(M,h);"]}, {"source": ["Display."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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Ys801GaPa0RAY3li/37cE1m639aIoCg0iL2MFJM8hSRKdA3Vdq+nUcrmUpWtP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\nAAAAAElFTkSuQmCC\n", "output_type": "display_data"}], "prompt_number": 14, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(Mh,{'Blurred 1', 'Blurred 2'});"]}, {"source": ["Compute the value of the scale |r| descriptor |Mh| along the curve."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 15, "cell_type": "code", "language": "python", "metadata": {}, "input": ["[Y,X] = meshgrid(1:n,1:n);\n", "D = {};\n", "for i=1:2\n", " D{i}(k,:) = interp2(Y,X,Mh{i},bound{i}(2,:), bound{i}(1,:));\n", "end"]}, {"source": ["__Exercise 1__\n", "\n", "Compute the full shape features |d(k,i)| for all points |i| and scales\n", "|k|."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 16, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo1()"]}, {"collapsed": false, "outputs": [], "prompt_number": 17, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Display some locations"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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QYTCUye88JS1/x8tlDwWowACIpAIDIJIKDIBIAgyASAIMgEgCDIBIAgyASAIMgEgCDIBI\nAgyASAIMgEgCDIBIAgyASAIMgEgCDIBIAgyASAIMgEgCDIBIAgyASAIMgEgCDIBIAgyASAIMgEgC\nDIBIAgyASAIMgEgCDIBIAgyASAIMgEgCDIBIAgyASAIMgEgCDIBIAgyASAIMgEgCDIBIAgyASAIM\ngEgCDIBIAgyASAIMgEgCDIBIAgyASAIMgEgCDIBIAgyASAIMgEgCDIBIAgyASAIMgEgCDIBIAgyA\nSAIMgEgCDIBIAgyASP8HPfLz0/sMKrAAAAAASUVORK5CYII=\n", "output_type": "display_data"}], "prompt_number": 18, "cell_type": "code", "language": "python", "metadata": {}, "input": ["sel = ceil( [1 90 400] * nbound/500 );\n", "col = {'r', 'g', 'b', 'k'};\n", "clf; hold on;\n", "imageplot(M{1});\n", "for i=1:length(sel)\n", " h = plot(bound{1}(2,sel(i)), bound{1}(1,sel(i)), [col{i} '.']);\n", " set(h, 'MarkerSize', 40);\n", "end\n", "axis('ij');"]}, {"source": ["Display three different features at some locations."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 19, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "col = {'r', 'g', 'b', 'k'};\n", "a = mean(mean(D{1}(:,sel)));\n", "for i=1:length(sel)\n", " subplot(length(sel),1,i);\n", " h = bar(D{1}(:,sel(i))-a, col{i}); axis('tight');\n", " set(gca, 'XTickLabel', []);\n", "end"]}, {"source": ["Shape Comparison Matrix\n", "-----------------------\n", "A shape comparison matrix compare the features |d(:,i)|\n", "of two different shape."], "metadata": {}, "cell_type": "markdown"}, {"source": ["__Exercise 2__\n", "\n", "Compute the descriptor for all the values of |r| in rlist."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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kSEfNfAGtXEScc7CZuBSx6rDsoRE7jUIUw1ychtHD9oJGiYagJoNnZbodbZlg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ZMJyXo1Lq2jA/Qrb1f7kd6lJSW8gwuDnrZ+vy9apty72VrnneJ2VBPSN/JF3KOqXFw56ql1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\n9nslGbAXFfZuHIFtt1v4j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"output_type": "display_data"}], "prompt_number": 20, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo2()"]}, {"collapsed": false, "outputs": [], "prompt_number": 21, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Geodesic Matching\n", "-----------------\n", "We use a method similar to the one explained in\n", "\n", "\n", "Max Frenkel, Ronen Basri,\n", "_Curve Matching Using the Fast Marching Method,_\n", "EMMCVPR 2003, p. 35-51"], "metadata": {}, "cell_type": "markdown"}, {"source": ["__Exercise 3__\n", "\n", "Compute a metric associated to |C|, by rescaling.\n", "Using the Fast Marching, compute the shortest paths |gpath| from point |(1,1)|\n", "to point |(nbound,nbound)|. Record the length of this path, which is\n", "the value of the geodesic distance.\n", "etric\n", "istance\n", "ath"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 22, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo3()"]}, {"collapsed": false, "outputs": [], "prompt_number": 23, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Display the geodesic path."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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BZ1bsGD2AJUU1zC3/st/vo3E66yOhqpLRh5WUQyvXkmXZar3W3b+9ualvtxzm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1byLKvswy7AP7OWwa2ua5g0VwYrjN7b+kA+5FWB6UxQaQng2W9CBbOE4zD6yoIGibYIJnMo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\n", "output_type": "display_data"}], "prompt_number": 24, "cell_type": "code", "language": "python", "metadata": {}, "input": ["hold on;\n", "imageplot(C);\n", "h = plot(gpath(2,:), gpath(1,:), 'r');\n", "set(h, 'LineWidth', 2);\n", "axis('xy');"]}, {"source": ["Display the matching in 3D;"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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u49I0vQCa51nYmyJu4YQlQcNKQcAWZHh+XV4EyalbcVx7Ci09sQdxcuVBU17p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\nRjphD64/K9MwVXn8LZgABAwmQ6NhX/9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"output_type": "display_data"}], "prompt_number": 25, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "col = {'r' 'b'};\n", "clf; hold on;\n", "delta = [0 n/2];\n", "for i=1:2\n", " h = plot3(bound{i}(1,[1:end 1]), bound{i}(2,[1:end 1]), delta(i)*ones(nbound+1,1), col{i});\n", " set(h, 'LineWidth', 2);\n", "end\n", "t = round(linspace(length(gpath)/2.1,length(gpath),60)); \n", "for i=1:length(t)\n", " i1 = round(gpath(1,t(i)));\n", " i2 = round(gpath(2,t(i)));\n", " a = bound{1}(:,i1);\n", " b = bound{2}(:,i2);\n", " h = plot3( [a(1) b(1)], [a(2) b(2)], delta, 'k-' );\n", " set(h, 'LineWidth', 1);\n", "end\n", "view(-10,40);\n", "axis('equal'); axis('off');\n", "zoom(1.3);"]}], "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"}]}}}