{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# Linear Image Denoising" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "This numerical tour introduces basic image denoising methods." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_python/) 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" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "using PyPlot\n", "using NtToolBox\n", "using Distributions" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Noisy Image Formation" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "In these numerical tour, we simulate noisy acquisition by adding some\n", "white noise (each pixel is corrupted by adding an independant Gaussian\n", "variable).\n", "\n", "\n", "This is useful to test in an oracle maner the performance of our methods.\n", "\n", "\n", "Size $N = n \\times n$ of the image." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "n = 256\n", "N = n^2;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We load a clean image $x_0 \\in \\RR^N$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "libpng warning: iCCP: known incorrect sRGB profile\n", "libpng warning: iCCP: known incorrect sRGB profile\n", "libpng warning: iCCP: known incorrect sRGB profile\n" ] } ], "source": [ "name = \"NtToolBox/src/data/flowers.png\"\n", "x0 = load_image(name, n);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the clean image." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(x0)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Variance of the noise." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "0.08" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sigma = .08" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We add some noise to it to obtain the noisy signal $y = x_0 + w$.\n", "Here $w$ is a realization of a Gaussian white noise of variance\n", "$\\si^2$." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "y = x0 .+ sigma.*rand(Normal(), 256, 256);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the noisy image." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(clamP(y))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Linear Image Denoising" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We consider a noising estimator $x \\in \\RR^N$ of $x_0$ that only\n", "depends on the observation $y$. Mathematically speaking, it is thus a\n", "random vector that depends on the noise $w$.\n", "\n", "\n", "A translation invariant linear denoising is necessarely a convolution\n", "with a kernel $h$\n", "$$ x = x_0 \\star h $$\n", "where the periodic convolution between two 2-D arrays is defined as\n", "$$ (a \\star b)_i = \\sum_j a(j) b(i-j). $$\n", "\n", "\n", "It can be computed over the Fourier domain as\n", "$$ \\forall \\om, \\quad \\hat x(\\om) = \\hat x_0(\\om) \\hat h(\\om). $$" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(::#1) (generic function with 1 method)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cconv = (a, b) -> real(plan_ifft((plan_fft(a)*a).*(plan_fft(b)*b))*((plan_fft(a)*a).*(plan_fft(b)*b)))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We use here a Gaussian fitler $h$ parameterized by\n", "the bandwith $\\mu$." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(::#5) (generic function with 1 method)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "normalize = h -> h/sum(h)\n", "\n", "X = [0:n/2; -n/2:-2]'\n", "Y = [0:n/2; -n/2:-2]\n", "\n", "h = mu -> normalize(exp(-(X.^2 .+ Y.^2)/(2*(mu)^2)))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the filter $h$ and its Fourier transform." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mu = 10\n", "subplot(1,2, 1)\n", "imageplot(fftshift(h(mu)))\n", "title(\"h\")\n", "subplot(1,2, 2)\n", "imageplot(fftshift(real(plan_fft(h(mu))*h(mu))))\n", "title(L\"$\\hat h$\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(h(mu))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Shortcut for the convolution with $h$." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(::#7) (generic function with 1 method)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "denoise = (x, mu) -> cconv(h(mu), x)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display a denoised signal." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(denoise(y, mu))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "**Exercise 1:** Display a denoised signal for several values of $\\mu$." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/denoisingsimp_2b_linear_image/exo1.jl\")" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "**Exercise 2:** Display the evolution of the oracle denoising error\n", "$ \\norm{y-x_0} $ as a function of $\\mu$.\n", "Set $\\mu$ to the value of the optimal parameter. " ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "0.5533333333333333" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"NtSolutions/denoisingsimp_2b_linear_image/exo2.jl\")\n", "# mulist = linspace(.1, 3.5, 31)\n", "# err = zeros(length(mulist))\n", "# for i in 1 : length(mulist)\n", "# \tmu = mulist[i]\n", "# \terr[i] = norm(x0 - denoise(y, mu))\n", "# end\n", "\n", "# clf\n", "# h1, = plot(mulist,err); axis(\"tight\");\n", "# # retrieve the best denoising result\n", "# i = mapslices(indmin, err, 1)[1]\n", "# mu = mulist[i]" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the results." ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(denoise(y, mu))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Wiener Filtering" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We suppose here that $x_0$ is a realization of a random vector $x_0$,\n", "whose distribution is Gaussian with a stationary covariance $c$,\n", "and we denote $P_{X_0}(\\om) = \\hat c(\\om)$ the power-spectrum of\n", "$x_0$.\n", "\n", "\n", "Recall that $w$ is a realization of a random vector $W$\n", "distributed according to $\\Nn(0,\\si^2 \\text{Id})$.\n", "\n", "\n", "The (oracle) optimal filter minimizes the risk\n", "$$ R(h) = \\EE_{W,X_0}( \\norm{ X_0 - h \\star (X_0 + W) }^2 ). $$\n", "\n", "\n", "One can show that the solution of this problem, the so-called Wiener filter,\n", "is defined as\n", "$$ \\forall \\om, \\quad \\hat h(\\om) = \\frac{ P_{X_0}(\\om) }{ P_{X_0}(\\om) + \\si^2 }. $$\n", "\n", "\n", "We estimate $ P_{X_0} $ using the periodogram associated to the\n", "realization $x_0$, i.e.\n", "$$ P_{X_0} \\approx \\frac{1}{N}\\abs{\\hat x_0}^2. $$" ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float32,2}:\n", " 8171.9 10.6164 6.01625 … 6.01625 10.6164 \n", " 169.968 24.6843 10.2284 1.90513 0.254991 \n", " 49.7285 39.1475 0.898326 1.20455 10.2768 \n", " 10.1713 1.2197 1.95005 1.68784 6.31295 \n", " 8.99825 0.987353 2.41802 4.17762 1.15039 \n", " 5.96493 1.35605 1.88494 … 4.59954 0.418063 \n", " 4.29223 0.304442 1.00316 3.27167 2.55866 \n", " 2.56278 0.538486 0.474422 0.102042 0.770294 \n", " 0.524596 1.56068 0.277281 2.62287 0.421342 \n", " 0.833512 0.494591 0.142519 0.295279 1.38228 \n", " 0.767665 0.682859 0.43622 … 1.44202 1.36096 \n", " 1.18919 0.281352 0.0069366 0.462007 0.0384869\n", " 0.372797 0.118761 0.204467 0.000695693 0.205559 \n", " ⋮ ⋱ ⋮ \n", " 0.372797 0.205559 0.000695694 0.204467 0.118761 \n", " 1.18919 0.0384869 0.462007 … 0.0069366 0.281352 \n", " 0.767665 1.36096 1.44202 0.43622 0.682859 \n", " 0.833512 1.38228 0.295279 0.142519 0.494591 \n", " 0.524596 0.421341 2.62287 0.277281 1.56068 \n", " 2.56278 0.770294 0.102042 0.474422 0.538486 \n", " 4.29223 2.55866 3.27167 … 1.00316 0.304442 \n", " 5.96493 0.418063 4.59954 1.88494 1.35605 \n", " 8.99825 1.15039 4.17762 2.41802 0.987353 \n", " 10.1713 6.31295 1.68784 1.95005 1.2197 \n", " 49.7285 10.2768 1.20455 0.898326 39.1475 \n", " 169.968 0.254991 1.90514 … 10.2284 24.6843 " ] }, "execution_count": 121, "metadata": {}, "output_type": "execute_result" } ], "source": [ "P = 1/N .* ( abs(plan_fft(x0)*x0).^2 );" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Compute the approximate Wiener filter." ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float32,2}:\n", " 0.254668 0.0780854 0.0148397 … 0.0148397 0.0780854 \n", " 0.10135 0.036271 0.00687797 0.00567823 0.0351686 \n", " 0.027534 0.0139063 0.000751491 -0.000287227 0.00976046 \n", " 0.0103443 0.00470589 0.000710394 -0.00066084 0.00392393 \n", " 0.00296009 0.00106851 0.000844462 3.25599f-5 0.00266379 \n", " 0.00104208 0.00143793 0.00153131 … 0.00162988 0.00190061 \n", " 0.00146124 -0.000180944 0.000411345 0.000759974 0.00112181 \n", " 0.000880367 -9.21841f-5 0.0010208 -0.000365944 -0.00039197 \n", " 0.00208328 0.00143564 0.00146518 0.000837262 6.01103f-5 \n", " 0.00178375 -0.00052092 -1.86634f-5 0.00207347 0.00118471 \n", " 0.000795316 -0.00142652 -0.000958989 … 6.25124f-5 -0.000555224\n", " 0.00051408 -0.000763624 -0.00123228 0.000345681 -0.00163507 \n", " 0.000899492 -0.00059521 -0.00108793 0.000685518 -0.00135931 \n", " ⋮ ⋱ ⋮ \n", " 0.000899492 -0.00135931 0.000685518 -0.00108793 -0.00059521 \n", " 0.00051408 -0.00163507 0.000345681 … -0.00123228 -0.000763624\n", " 0.000795316 -0.000555224 6.25123f-5 -0.000958989 -0.00142652 \n", " 0.00178375 0.00118471 0.00207347 -1.86635f-5 -0.00052092 \n", " 0.00208328 6.01101f-5 0.000837262 0.00146518 0.00143564 \n", " 0.000880367 -0.00039197 -0.000365944 0.0010208 -9.21841f-5 \n", " 0.00146124 0.00112181 0.000759974 … 0.000411345 -0.000180944\n", " 0.00104208 0.00190061 0.00162988 0.00153131 0.00143793 \n", " 0.00296009 0.00266379 3.25599f-5 0.000844462 0.00106851 \n", " 0.0103443 0.00392393 -0.00066084 0.000710394 0.00470589 \n", " 0.027534 0.00976046 -0.000287227 0.000751491 0.0139063 \n", " 0.10135 0.0351686 0.00567823 … 0.00687797 0.036271 " ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "h_w = real(plan_ifft(P ./ (P .+ sigma^2))*(P ./ (P .+ sigma^2)));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Note that this is a theoretical filter, because in practice one does not\n", "have access to $x_0$. Display it." ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "u = fftshift(h_w)\n", "imageplot( u[Int(n/2 - 10) : Int(n/2 + 10), Int(n/2 - 10) : Int(n/2 + 10)] )" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the denoising result." ] }, { "cell_type": "code", "execution_count": 122, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot( cconv(y, h_w) )" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Note that this denoising is not very efficient, because the hypothesis of\n", "stationarity of $X_0$ is not realistic for such piecewise-regular\n", "signal." ] }, { "cell_type": "raw", "metadata": {}, "source": [ "" ] } ], "metadata": { "kernelspec": { "display_name": "Julia 0.5.0", "language": "julia", "name": "julia-0.5" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "0.5.0" } }, "nbformat": 4, "nbformat_minor": 0 }