{"nbformat_minor": 0, "worksheets": [{"cells": [{"source": ["Image Deconvolution using Variational Method\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", "Sobolev and TV regularization to perform image deconvolution."], "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_2_deconvolution_variational')"]}, {"source": ["This tour is concerned with the deconvolution problem. The measurement\n", "are assumed to be blurry and noisy:\n", " $$y=\\Phi f_0 + w = h \\star f_0 + w$$\n", "\n", "\n", "\n", "Where here |h| is the filter (low pass) and |w| some noise (here assumed\n", "to be white Gaussian).\n", "\n", "\n", "We consider variational deconvolution methods, that finds a regularizer\n", "through a convex optimization:\n", " $$f^\\star \\in \\text{argmin}_f \\frac{1}{2}\\|y-\\Phi f\\|^2 + \\lambda J(f)$$\n", "\n", "\n", "\n", "Where $J(f)$ is a prior energy. In this tour we consider a simple L2\n", "prior (the image is assumed to have a bounded energy), a Sobolev prior\n", "(the image is uniformly smooth) and an approximate total variation (the\n", "image has edges of bounded perimeter).\n", "\n", "\n", "Note that the parameter $\\lambda$ should be carefully chosen to fit the\n", "noise level.\n", "\n", "Image Blurring\n", "--------------\n", "Deconvolution corresponds to removing a blur from an image.\n", "We use here a Gaussian blur.\n", "\n", "\n", "First we load the image to be inpainted."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 3, "cell_type": "code", "language": "python", "metadata": {}, "input": ["n = 256;\n", "name = 'lena';\n", "name = 'mri';\n", "name = 'boat';\n", "f0 = load_image(name);\n", "f0 = rescale(crop(f0,n));"]}, {"source": ["We build a convolution kernel.\n", "Since we are going to use Fourier to compute the convolution,\n", "we set the center of the kernel in the (1,1) pixel location.\n", "\n", "\n", "Width of the kernel, in pixel."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 4, "cell_type": "code", "language": "python", "metadata": {}, "input": ["s = 3;"]}, {"source": ["Kernel."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 5, "cell_type": "code", "language": "python", "metadata": {}, "input": ["x = [0:n/2-1, -n/2:-1];\n", "[Y,X] = meshgrid(x,x);\n", "h = exp( (-X.^2-Y.^2)/(2*s^2) );\n", "h = h/sum(h(:));"]}, {"source": ["Useful for later : the Fourier transform (should be real because of symmetry)."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 6, "cell_type": "code", "language": "python", "metadata": {}, "input": ["hF = real(fft2(h));"]}, {"source": ["Display the kernel and its transform.\n", "We use |fftshift| to center the filter for display."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 7, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(fftshift(h), 'Filter', 1,2,1);\n", "imageplot(fftshift(hF), 'Fourier transform', 1,2,2);"]}, {"source": ["We use this short hand for the filtering.\n", "Note that this is a symmetric operator."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 8, "cell_type": "code", "language": "python", "metadata": {}, "input": ["if using_matlab()\n", " Phi = @(x,h)real(ifft2(fft2(x).*fft2(h)));\n", "end"]}, {"source": ["*Important* Scilab user should define a function |Phi| in a separate file |Phi.sci|\n", "to perform this.\n", "\n", "\n", "Apply the filter."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 9, "cell_type": "code", "language": "python", "metadata": {}, "input": ["y0 = Phi(f0,h);"]}, {"source": ["Display the filtered observation."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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KDmOycZ+T53mNRiMcDsfjcZflR1PDLF0ap9vtzs3Nvfjiizj9448/pibBSgmS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\n98GDB1dXV71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"output_type": "display_data"}], "prompt_number": 10, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(f0, 'Image f0', 1,2,1);\n", "imageplot(y0, 'Observation without noise', 1,2,2);"]}, {"source": ["Variance $\\sigma^2$ of the noise $w$."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 11, "cell_type": "code", "language": "python", "metadata": {}, "input": ["sigma = .02;"]}, {"source": ["Add some noise to obtain the measurements $y = \\Phi f_0 + w$."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 12, "cell_type": "code", "language": "python", "metadata": {}, "input": ["y = y0 + randn(n)*sigma;"]}, {"source": ["Display."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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WW7HBSmAMfVasvKjFq9/u59suUL9P9ABlmtVqhSpBvRwEAKgXxY2k5/Wajacw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"output_type": "display_data"}], "prompt_number": 13, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(y0, 'Observation without noise', 1,2,1);\n", "imageplot(clamp(y), 'Observation with noise', 1,2,2);"]}, {"source": ["Deconvolution with L2 Regularization\n", "------------------------------------\n", "Deconvolution is obtained by dividing the Fourier transform of $y$\n", "by $\\hat h$.\n", " $$f^\\star(\\omega) = \\frac{\\hat y(\\omega)}{\\hat h(\\omega)} = \\hat f_0(\\omega) + \\hat w(\\omega)/{\\hat h(\\omega)}$$\n", "\n", "\n", "Unfortunately this creates an explosion of the Noise.\n", "\n", "\n", "To avoid this explosion, we consider a simple regularization.\n", " $$f^{\\star} = \\text{argmin}_f \\: \\|y-\\Phi f\\|^2 + \\lambda \\|f\\|^2$$\n", "\n", "\n", "\n", "Since the filtering is diagonalized over Fourier, the solution is simply\n", "computed over the Fourier domain as:\n", " $$\\hat f^\\star(\\omega) = \\frac{\\hat y(\\omega) \\hat h(\\omega)}{ \\|\\hat h(\\omega)\\|^2 + \\lambda }$$\n", "\n", "\n", "\n", "Useful for later: Fourier transform of the observations."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 14, "cell_type": "code", "language": "python", "metadata": {}, "input": ["yF = fft2(y);"]}, {"source": ["Select a value for the regularization parameter."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 15, "cell_type": "code", "language": "python", "metadata": {}, "input": ["lambda = 0.02;"]}, {"source": ["Perform the inversion."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 16, "cell_type": "code", "language": "python", "metadata": {}, "input": ["fL2 = real( ifft2( yF .* hF ./ ( abs(hF).^2 + lambda) ) );"]}, {"source": ["Display."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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6v5H5zTbAgaPxlUIg9drPz888LNqf5Ex6UrCrKRDGa8HFJNQES3k+n2HYRIRu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xKcgnAiPruua8YFPD4+0tWgQdgkkU9PTwxsm8/nTHZer9e4WG772dnZcrm8vb2VQKK4HmCVsf/s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\nAEr6C1GQZ//GLWYgAAAAAElFTkSuQmCC\n", "output_type": "display_data"}], "prompt_number": 17, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(y, strcat(['Observation, SNR=' num2str(snr(f0,y),3) 'dB']), 1,2,1);\n", "imageplot(clamp(fL2), strcat(['L2 deconvolution, SNR=' num2str(snr(f0,fL2),3) 'dB']), 1,2,2);"]}, {"source": ["__Exercise 1__\n", "\n", "Find the optimal solution |fL2| by testing several value of\n", "|lambda|."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 18, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo1()"]}, {"collapsed": false, "outputs": [], "prompt_number": 19, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Display optimal result."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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9Xo9ldz6fEQTogH6/X5Ylq5atyJ6EyRSR0+nUbDbH4zGWKQbd1dUVFB9b0Xs/GAxw+/7x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\nTD6aAkuCKmDjG5/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y9CiT4tWzRBNtZ2UOnDmCdmuW5uACArDUjHwjRX3AdpqGtscogaZx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\nSQzx9dWaZ6X4RawBj449LqtI/oftYgt/48crQDl/5UE4wwag8b5pmvv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6Osof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\nmu12u1qt8E3h3E9fAVY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"output_type": "display_data"}], "prompt_number": 20, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(y, strcat(['Observation, SNR=' num2str(snr(f0,y),3) 'dB']), 1,2,1);\n", "imageplot(clamp(fL2), strcat(['L2 deconvolution, SNR=' num2str(snr(f0,fL2),3) 'dB']), 1,2,2);"]}, {"source": ["Deconvolution by Sobolev Regularization. \n", "-----------------------------------------\n", "L2 regularization did not perform any denoising. To remove some noise, we\n", "can penalize high frequencies using Sobolev regularization (quadratic\n", "grow).\n", "\n", "\n", "The Sobolev prior reads (note the conversion from spacial domain to\n", "Fourier domain)\n", " $$J(f) = \\sum_x \\|\\nabla f(x)\\|^2 = \\sum_{\\omega} S(\\omega) \\|\\hat f(\\omega)\\|^2 $$\n", "where $S(\\omega)=\\|\\omega\\|^2$.\n", "\n", "\n", "\n", "\n", "\n", "Since this prior can be written over the Fourier domain, one can compute\n", "the solution to the deblurring with Sobolev prior simply with the Fourier\n", "coefficients:\n", " $$\\hat f^\\star(\\omega) = \\frac{\\hat y(\\omega) \\hat h(\\omega)}{ \\|\\hat h(\\omega)\\|^2 + \\lambda S(\\omega) }$$\n", "\n", "\n", "\n", "\n", "Compute the Sobolev prior penalty |S| (rescale to [0,1])."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 21, "cell_type": "code", "language": "python", "metadata": {}, "input": ["S = (X.^2 + Y.^2)*(2/n)^2;"]}, {"source": ["Regularization parameter:"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 22, "cell_type": "code", "language": "python", "metadata": {}, "input": ["lambda = 0.2;"]}, {"source": ["Perform the inversion."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 23, "cell_type": "code", "language": "python", "metadata": {}, "input": ["fSob = real( ifft2( yF .* hF ./ ( abs(hF).^2 + lambda*S) ) );"]}, {"source": ["Display the result."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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/rWifiFI1GoVWO1z4eh+NfCdrIOQDmH92uyr/i+LxfuJJCv278AHmAhv8azPW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\n+6qrrCxfgHd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"output_type": "display_data"}], "prompt_number": 24, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(y, strcat(['Observation, SNR=' num2str(snr(f0,y),3) 'dB']), 1,2,1);\n", "imageplot(clamp(fSob), strcat(['Sobolev deconvolution, SNR=' num2str(snr(f0,fSob),3) 'dB']), 1,2,2);"]}, {"source": ["__Exercise 2__\n", "\n", "Find the optimal solution |fSob| by testing several value of\n", "|lambda|."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 25, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo2()"]}, {"collapsed": false, "outputs": [], "prompt_number": 26, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Display optimal result."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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5qTUja8GZ+f4sWksb8Nvntt6MuKjVFpUqWEz25M3lcTKt8upbBDRGIfI4nWgR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\nfvXxClDOrzwgOPB2GX5a1/VsNtvtdnwAQA/eNon8u3fviI+gyAsWJ7C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smyzav/d4rZvz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\nH/zGndGXm2f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"output_type": "display_data"}], "prompt_number": 27, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(y, strcat(['Observation, SNR=' num2str(snr(f0,y),3) 'dB']), 1,2,1);\n", "imageplot(clamp(fSob), strcat(['Sobolev deconvolution, SNR=' num2str(snr(f0,fSob),3) 'dB']), 1,2,2);"]}, {"source": ["Deconvolution by Total Variation Regularization\n", "-----------------------------------------------\n", "Sobolev regularization perform a denoising but also tends to blur the\n", "edges, thus producing a poor results on cartoon images.\n", "\n", "\n", "The TV prior is able to better reconstruct sharp edges. It reads:\n", " $$J(f) = \\sum_x \\| \\nabla f(x)\\|$$\n", "\n", "\n", "\n", "With respect to the Sobolev energy, it simply corresponding to measuring\n", "the L1 norm instead of the L2 norm, thus dropping the square in the\n", "functional.\n", "\n", "\n", "Unfortunately, the TV functional $J(f)$ is not a smooth function of the image\n", "$f$. It thus requires the use of advanced convex optimization method to\n", "be minimized for regularization.\n", "\n", "\n", "An alternative is to replace the absolute value by a smooth absolute value.\n", "The smoothed TV norm reads:\n", " $$J(f) = \\sum_x \\sqrt{\\|\\nabla f(x)\\|^2+\\varepsilon^2}$$\n", "\n", "\n", "\n", "Regularization parameter for the TV norm:"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 28, "cell_type": "code", "language": "python", "metadata": {}, "input": ["epsilon = 0.4*1e-2;"]}, {"source": ["When |epsilon| gets close to zero, the smoothed energy becomes closer to\n", "the original total variation, but the optimization becomes more\n", "difficult. When |epsilon| becomes large, the smoothed energy becomes\n", "closer to the Sobolev energy, thus blurring the edges.\n", "\n", "\n", "Unfortunately, this prior is non-quadratic, and cannot be expressed over\n", "the Fourier domain. One thus need to use an iterative scheme such as a\n", "gradient descent to approximate the solution.\n", "\n", "\n", "An iteration of the gradient descent reads:\n", " $$f^{(k+1)} = f^{(k)} - \\tau \\left( h \\star (h \\star f^{(k)} - y) + \\lambda \\text{Grad} J(f^{(k)}) \\right)$$\n", "\n", "\n", "\n", "Regularization parameter."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 29, "cell_type": "code", "language": "python", "metadata": {}, "input": ["lambda = 0.06;"]}, {"source": ["The value of $\\tau$, the step size, should be smaller than twice the\n", "Lipschitz constant of the Gradient of the functional to be minimized,\n", "hence:\n", "$$ \\tau< \\frac{2}{1 + \\lambda 8/\\varepsilon }.$$"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 30, "cell_type": "code", "language": "python", "metadata": {}, "input": ["tau = 1.9 / ( 1 + lambda * 8 / epsilon);"]}, {"source": ["Initialization."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 31, "cell_type": "code", "language": "python", "metadata": {}, "input": ["fTV = y;"]}, {"source": ["Number of iteration (quite a large number is required)."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 32, "cell_type": "code", "language": "python", "metadata": {}, "input": ["niter = 600;"]}, {"source": ["The gradient of the smoothed TV energy is:\n", " $$\\text{Grad} J(f) = -\\text{div}\\left( \\frac{\\nabla f}{ \\sqrt{\\|\\nabla f\\|^2+\\varepsilon^2} } \\right)$$\n", "\n", "\n", "\n", "Compute the gradient of the smoothed TV functional."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 33, "cell_type": "code", "language": "python", "metadata": {}, "input": ["Gr = grad(fTV);\n", "d = sqrt( epsilon^2 + sum3(Gr.^2,3) );\n", "G = -div( Gr./repmat(d, [1 1 2]) );"]}, {"source": ["Compute the TV norm, usefull to keep track of its decay through\n", "iterations."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 34, "cell_type": "code", "language": "python", "metadata": {}, "input": ["tv = sum(d(:));"]}, {"source": ["Perform a step of gradient descent for the inversion."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 35, "cell_type": "code", "language": "python", "metadata": {}, "input": ["e = Phi(fTV,h)-y;\n", "fTV = fTV - tau*( Phi(e,h) + lambda*G);"]}, {"source": ["__Exercise 3__\n", "\n", "Perform the deblurring by a gradient descent.\n", "Keep track of the function being minimized.\n", "isplay energy"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 36, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo3()"]}, {"collapsed": false, "outputs": [], "prompt_number": 37, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Display the result."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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GwI3393eJOVS9kFaqJsXX09MTSxWY8rhkwrcWxpMtcXhV11hXYyfZarXC88nwteI6UDoo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\nQ2LR33f3U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"output_type": "display_data"}], "prompt_number": 38, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(clamp(fTV));"]}, {"source": ["__Exercise 4__\n", "\n", "Explore the different values of |lambda| to find the optimal solution.\n", "Display the SNR as a function of |lambda|."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 39, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo4()"]}, {"collapsed": false, "outputs": [], "prompt_number": 40, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Display the result."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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4G3yMBbZWq9VsNpHRieRfBFmxByIV+56qcES2NspGfPBCeh1TtQicn4qkf8Q0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AgC\nCwQCgcAgEQQWCAQCgUHifwG+Ybb/j5d94wAAAABJRU5ErkJggg==\n", "output_type": "display_data"}], "prompt_number": 41, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(clamp(fSob), strcat(['Sobolev, SNR=' num2str(snr(f0,fSob),3) 'dB']), 1,2,1); \n", "imageplot(clamp(fTV), strcat(['TV, SNR=' num2str(snr(f0,fTV),3) 'dB']), 1,2,2);"]}, {"source": ["Comparison of Variational and Sparsity Methods\n", "----------------------------------------------"], "metadata": {}, "cell_type": "markdown"}, {"source": ["__Exercise 5__\n", "\n", "Compare sparsity, Sobolev and TV deblurring."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 42, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo5()"]}, {"collapsed": false, "outputs": [], "prompt_number": 43, "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"}]}}}