{ "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": 1, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition ndgrid(AbstractArray{T<:Any, 1}) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:3 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:3.\n", "WARNING: Method definition ndgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:6 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:6.\n", "WARNING: Method definition ndgrid_fill(Any, Any, Any, Any) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:13 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:13.\n", "WARNING: Method definition ndgrid(AbstractArray{#T<:Any, 1}...) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:19 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:19.\n", "WARNING: Method definition meshgrid(AbstractArray{T<:Any, 1}) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:33 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:33.\n", "WARNING: Method definition meshgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:36 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:36.\n", "WARNING: Method definition meshgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:44 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:44.\n" ] } ], "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": 2, "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": 16, "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": 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": [ "imageplot(x0)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Variance of the noise." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "0.08" ] }, "execution_count": 18, "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": 19, "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": 20, "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": 21, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(::#9) (generic function with 1 method)" ] }, "execution_count": 21, "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": 22, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(::#13) (generic function with 1 method)" ] }, "execution_count": 22, "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": 23, "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": 23, "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": 24, "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": 25, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(::#15) (generic function with 1 method)" ] }, "execution_count": 25, "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": 26, "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": 27, "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": 28, "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/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": 29, "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": 30, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "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": 31, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "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": 32, "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": 33, "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": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "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 }