{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Wavelet Block Thresholding\n", "==========================\n", "\n", "*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", "$\\newcommand{\\Om}{\\Omega}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This numerical tour presents block thresholding methods,\n", "that makes use of the structure of wavelet coefficients of natural images to perform denoising.\n", "Theoretical properties of block thresholding were investigated\n", "in [CaiSilv](#biblio) [Cai99](#biblio) [HallKerkPic99](#biblio)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\constants.jl:1\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\constants.jl:1\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\constants.jl:7\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\constants.jl:7\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\constants.jl:12\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "\u001b[1m\u001b[31mWARNING: readall is deprecated, use readstring instead.\u001b[0m\n", " in depwarn(::String, ::Symbol) at .\\deprecated.jl:64\n", " in readall(::IOStream, ::Vararg{IOStream,N}) at .\\deprecated.jl:30\n", " in #parse_file#6(::Array{Any,1}, ::Function, ::String) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\files.jl:63\n", " in parse_file(::String) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\files.jl:61\n", " in #arequire#10(::Symbol, ::Array{String,1}, ::Function, ::String) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\Autoreload.jl:65\n", " in arequire(::String) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\Autoreload.jl:47\n", " in include_string(::String, ::String) at .\\loading.jl:441\n", " in execute_request(::ZMQ.Socket, ::IJulia.Msg) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\execute_request.jl:157\n", " in eventloop(::ZMQ.Socket) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\eventloop.jl:8\n", " in (::IJulia.##13#19)() at .\\task.jl:360\n", "while loading In[1], in expression starting on line 4\n", "WARNING: replacing module NtToolBox\n" ] } ], "source": [ "using PyPlot\n", "using NtToolBox\n", "using Autoreload\n", "arequire(\"NtToolBox\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generating a Noisy Image\n", "------------------------\n", "Here we use an additive Gaussian noise.\n", "\n", "\n", "Size of the image of $N=n \\times n$ pixels." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\kernel.jl:31\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\kernel.jl:31\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\kernel.jl:31\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\kernel.jl:31\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\kernel.jl:31\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\kernel.jl:31\n" ] } ], "source": [ "n = 256;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we load an image $f_0 \\in \\RR^N$." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f0 = rescale(load_image(\"NtToolBox/src/data/boat.png\", n));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display it." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (5,5))\n", "imageplot(f0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Noise level." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sigma = .08;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generate a noisy image $f=f_0+\\epsilon$ where $\\epsilon \\sim\n", "\\Nn(0,\\si^2\\text{Id}_N)$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "using Distributions\n", "f = f0 + sigma.*rand(Normal(), n, n);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display it." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (5,5))\n", "imageplot(clamP(f))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Orthogonal Wavelet Thresholding\n", "-------------------------------\n", "We first consider the traditional\n", "wavelet thresholding method.\n", "\n", "\n", "Parameters for the orthogonal wavelet transform." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Jmin = 4;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Shortcuts for the foward and backward wavelet transforms." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "wav = f -> NtToolBox.perform_wavelet_transf(f, Jmin, +1)\n", "iwav = fw -> NtToolBox.perform_wavelet_transf(fw, Jmin, -1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the original set of noisy coefficients." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (10, 10))\n", "plot_wavelet(wav(f), Jmin)\n", "show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Denoting $\\Ww$ and $\\Ww^*$ the forward and backward wavelet\n", "transform, wavelet thresholding $\\tilde f$ is defined as\n", "\n", "$$ \\tilde f = \\Ww^* \\circ \\theta_T \\circ \\Ww(f) $$\n", "\n", "where $T>0$ is the threshold, that should be adapted to the noise\n", "level.\n", "\n", "\n", "The thresholding operator is applied component-wise\n", "\n", "$$ \\th_T(x)_i = \\psi_T(x_i) x_i $$\n", "\n", "where $\\psi_T$ is an atenuation fonction. In this tour, we use the James\n", "Stein (JS) attenuation:\n", "\n", "$$ \\psi_T(s) = \\max\\pa{ 0, 1-\\frac{T^2}{s^2} } $$" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "psi = (s, T) -> max(1 - T^2./max(abs(s).^2, 1e-9.*ones(size(s))), zeros(size(s)));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the thresholding function $\\th_T$." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s = linspace(-3, 3, 1024)\n", "\n", "plot(s, s.*psi(s, 1))\n", "plot(s, s, \"r--\")\n", "\n", "show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thresholding operator." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "theta = (x, T) -> psi(x, T).*x\n", "ThreshWav = (f, T) -> iwav(theta(wav(f), T));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test the thresholding." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "T = 1.5*sigma\n", "\n", "figure(figsize = (5, 5))\n", "imageplot(clamP(ThreshWav(f, T)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 1__\n", "\n", "Display the evolution of the denoising SNR when $T$ varies.\n", "Store in $f_{Thresh}$ the optimal denoising result." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "256×256 Array{Float64,2}:\n", " 0.625968 0.694511 0.664028 0.685825 … 0.587188 0.58559 0.556904\n", " 0.666833 0.713415 0.698709 0.719822 0.588342 0.582681 0.582041\n", " 0.687508 0.723447 0.757062 0.723292 0.584483 0.58857 0.618832\n", " 0.852152 0.727595 0.629546 0.656954 0.629153 0.629052 0.646233\n", " 0.6322 0.617701 0.726676 0.7196 0.673415 0.663018 0.661216\n", " 0.568712 0.733649 0.651538 0.684211 … 0.657218 0.644178 0.645722\n", " 0.705647 0.644722 0.693751 0.672634 0.630126 0.610606 0.614323\n", " 0.682008 0.659418 0.667178 0.680056 0.565555 0.605219 0.578848\n", " 0.663885 0.678039 0.67714 0.650876 0.583889 0.570246 0.527736\n", " 0.688729 0.649929 0.651663 0.739553 0.592867 0.606361 0.58689 \n", " 0.715614 0.633788 0.634491 0.801354 … 0.580648 0.553483 0.55032 \n", " 0.696123 0.666799 0.706528 0.635616 0.535158 0.571715 0.581837\n", " 0.685458 0.682204 0.665456 0.725485 0.598165 0.580181 0.576446\n", " ⋮ ⋱ ⋮ \n", " 0.636211 0.488664 0.280411 0.418032 0.528137 0.556917 0.515754\n", " 0.569564 0.605694 0.741009 0.75532 … 0.582789 0.527077 0.473523\n", " 0.514487 0.604099 0.664932 0.647077 0.512832 0.506804 0.456944\n", " 0.631128 0.666075 0.698192 0.704423 0.356548 0.510958 0.480715\n", " 0.765495 0.714023 0.667206 0.721657 0.495711 0.436455 0.445046\n", " 0.718283 0.718393 0.717137 0.689142 0.561636 0.498873 0.468732\n", " 0.757006 0.747529 0.738718 0.753412 … 0.631288 0.560233 0.498495\n", " 0.710838 0.714638 0.715273 0.722023 0.598957 0.586513 0.437358\n", " 0.672412 0.678607 0.68473 0.693114 0.528807 0.546961 0.507658\n", " 0.672463 0.673304 0.689778 0.692533 0.545252 0.493636 0.645247\n", " 0.686829 0.671221 0.702466 0.699128 0.529137 0.63748 0.435184\n", " 0.643881 0.713313 0.683531 0.696336 … 0.489809 0.560741 0.183504" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"NtSolutions/denoisingwav_4_block/exo1.jl\")" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the optimal thresolding." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "figure(figsize = (5, 5))\n", "imageplot(clamP(fThresh), @sprintf(\"SNR = %.1f dB\", snr(f0, fThresh)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Block Thresholding Operator\n", "---------------------------\n", "A block thresholding operator of coefficients $x=(x_i)_{i=1}^P \\in \\RR^P$ is defined\n", "using a partition $B$ into a set of blocks $b$\n", "\n", "$$ \\{1,\\ldots,P\\} = \\bigcup_{b \\in B} b. $$\n", "Its definition reads\n", "\n", "$$ \\forall i \\in b, \\quad\n", " \\theta_T(x)_i = \\psi_T\\left( \\norm{x_b}_2 \\right) x_i $$\n", " \n", "where $ x_b = (x_j)_{j \\in B} \\in \\RR^{\\abs{b}} $.\n", "One thus thresholds the $\\ell^2$ norm (the energy) of each block rather\n", "than each coefficient independently.\n", "\n", "\n", "For image-based thresholding, we use a partition in square blocks of\n", "equal size $w \\times w$.\n", "\n", "\n", "The block size $w$." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "w = 4\n", "n = 256;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute indexing of the blocks." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "include(\"NtToolBox/src/ndgrid.jl\")\n", "(X, Y, dX, dY) = ndgrid(1:w:n-w+1, 1:w:n-w+1, 0:w-1, 0:w-1)\n", "\n", "I = (X + dX) + (Y + dY - 1).*n\n", "for k in 1:Base.div(n, w)\n", " for l in 1:Base.div(n, w)\n", " I[k, l, :, :] = transpose(I[k, l, :, :])\n", " end\n", "end" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Block extraction operator. It returns the set $ \\{x_b\\}_{b \\in B} $\n", "of block-partitioned coefficients." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "block = x -> x[I];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Block reconstruction operator." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "function assign(M,I,H)\n", " M_temp = M\n", " M_temp[I] = H\n", " return reshape(M_temp, n, n)\n", "end\n", "\n", "iblock = H -> assign(zeros(n, n), I, H);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check that block extraction / reconstruction gives perfect\n", "reconstruction." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Should be 0:0.0" ] } ], "source": [ "print(string(\"Should be 0:\", string(norm(f - iblock(block(f))))))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the average energy of each block, and duplicate." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [], "source": [ "function energy(H)\n", " H_tmp = copy(H)\n", " for i in 1:Base.div(n, w)\n", " for j in 1:Base.div(n, w)\n", " H_tmp[i, j, :, :] = sqrt(mean(H_tmp[i, j, :, :].^2))#*np.ones([1,1])\n", " end\n", " end\n", " return H_tmp\n", "end;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Block thresholding operator." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Thresh = (H, T) -> psi(energy(H), T).*H\n", "ThreshBlock = (x, T) -> iblock(Thresh(block(x), T));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 2__\n", "\n", "Test the effect of block thresholding on the image $f_0$ itself, for increasing value of $T$.\n", "Of course directly thresholding the image has no interest, this is just\n", "to vizualize the effect." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/denoisingwav_4_block/exo2.jl\")" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Orthogonal Wavelet Block Thresholding\n", "-------------------------------------\n", "Wavelet coefficients of natural images are not independant one from each\n", "other. One can thus improve the denoising results by thresholding block\n", "of coefficients togethers. Block thresholding is only efficient when\n", "used as a soft thresholder. Here we use a Stein soft thresholder.\n", "\n", "\n", "Display the thresholded coefficients for a threshold value $T$ proportional to the noise level $\\si$." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "T = 1.25*sigma\n", "\n", "figure(figsize = (10, 10))\n", "plot_wavelet(ThreshBlock(wav(f), T), Jmin)\n", "show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the wavelet block thresholding operator." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ThreshWav = (f, T) -> iwav(ThreshBlock(wav(f), T));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test the thresholding." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (5, 5))\n", "imageplot(clamP(ThreshWav(f, T)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 3__\n", "\n", "Display the evolution of the denoising SNR when $T$ varies.\n", "Store the optimal denoising result in $f_{Block}$." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "256×256 Array{Float64,2}:\n", " 0.708276 0.716079 0.721681 0.705112 … 0.594622 0.594432 0.594191\n", " 0.689898 0.685507 0.685854 0.707782 0.594116 0.593946 0.593714\n", " 0.676101 0.698417 0.722323 0.707287 0.593171 0.593031 0.59281 \n", " 0.735642 0.699185 0.659755 0.681072 0.592193 0.592076 0.591864\n", " 0.658546 0.679994 0.705833 0.702673 0.591 0.590899 0.59069 \n", " 0.685041 0.684093 0.68207 0.677891 … 0.589333 0.589235 0.589019\n", " 0.671367 0.681083 0.691338 0.682948 0.58778 0.587669 0.587437\n", " 0.671851 0.658516 0.649705 0.681245 0.586528 0.586348 0.586087\n", " 0.668965 0.675646 0.681652 0.671425 0.586267 0.586041 0.585747\n", " 0.670751 0.672871 0.675187 0.673316 0.58829 0.588204 0.587895\n", " 0.673557 0.673727 0.674567 0.676771 … 0.591353 0.591355 0.591016\n", " 0.677324 0.677102 0.677436 0.679677 0.594976 0.595035 0.594666\n", " 0.681583 0.681799 0.682248 0.682823 0.598643 0.598275 0.59778 \n", " ⋮ ⋱ ⋮ \n", " 0.591496 0.514052 0.434554 0.44353 0.498052 0.496636 0.481191\n", " 0.611982 0.627389 0.660556 0.643108 … 0.506399 0.506142 0.507296\n", " 0.616264 0.609159 0.619226 0.602805 0.529565 0.519757 0.523831\n", " 0.651678 0.677453 0.720804 0.724378 0.477549 0.499257 0.491822\n", " 0.73234 0.710128 0.687241 0.707617 0.485855 0.449755 0.470535\n", " 0.729241 0.725592 0.720386 0.725833 0.539397 0.508234 0.503808\n", " 0.710149 0.721543 0.732099 0.721406 … 0.584279 0.548427 0.523942\n", " 0.68637 0.695571 0.7063 0.707024 0.533141 0.541157 0.494518\n", " 0.662679 0.666339 0.67409 0.689402 0.482314 0.494347 0.497923\n", " 0.651602 0.65748 0.668284 0.684492 0.499455 0.470907 0.499921\n", " 0.646073 0.654807 0.668746 0.683093 0.497069 0.523742 0.473121\n", " 0.643925 0.653195 0.667823 0.682205 … 0.4853 0.519448 0.423335" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"NtSolutions/denoisingwav_4_block/exo3.jl\")" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the result." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "figure(figsize = (5, 5))\n", "imageplot(clamP(fBlock), @sprintf(\"SNR = %.1f dB\", snr(f0, fBlock)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Translation invariant Block Thresholding\n", "----------------------------------------\n", "Block thresholding can also be applied to a translation invariant wavelet\n", "transform. It gives state of the art denoising results.\n", "\n", "\n", "\n", "Shortcuts for the foward and backward translation invariant wavelet transforms." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [], "source": [ "wav = f -> NtToolBox.perform_wavelet_transf(f, Jmin, + 1, \"9-7\", 0, 1)\n", "iwav = fw -> NtToolBox.perform_wavelet_transf(fw, Jmin, -1,\"9-7\", 0, 1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Foward wavelet transform." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fw = wav(f)\n", "n = 256;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute indexing of the blocks." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [], "source": [ "(X, Y, J, dX, dY) = ndgrid(1 : w : n - w + 1, 1 : w : n - w + 1, 1 : size(fw)[3], 0 : w - 1, 0 : w - 1)\n", "\n", "I = (X + dX) + (Y + dY - 1).*n + (J - 1).*n^2\n", "for k in 1 : Base.div(n, w)\n", " for l in 1 : Base.div(n, w)\n", " for m in 1 : size(fw)[3]\n", " I[k, l, m, :, :] = transpose(I[k, l, m, :, :])\n", " end\n", " end\n", "end" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Forward and backward extraction operators." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition assign(Any, Any, Any) in module Main at In[20]:2 overwritten at In[34]:5.\n" ] } ], "source": [ "block = x -> x[I]\n", "\n", "\n", "function assign(M, I, H)\n", " M_temp = M\n", " M_temp[I] = H\n", " return reshape(M_temp,n, n, size(fw)[3])\n", "end\n", "\n", "iblock = H -> assign(zeros(n, n, size(fw)[3]), I, H);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the average energy of each block, and duplicate." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition energy(Any) in module Main at In[22]:2 overwritten at In[35]:2.\n" ] } ], "source": [ "function energy(H)\n", " H_tmp = copy(H)\n", " for i in 1 : Base.div(n, w)\n", " for j in 1 : Base.div(n, w)\n", " for k in 1 : size(fw)[3]\n", " H_tmp[i, j, k, :, :] = sqrt(mean(H_tmp[i, j, k, :, :].^2))\n", " end\n", " end\n", " end\n", " return H_tmp\n", "end;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Block thresholding operator." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Thresh = (H, T) -> psi(energy(H), T).*H\n", "ThreshBlock = (x, T) -> iblock(Thresh(block(x), T));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the wavelet block thresholding operator." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ThreshWav = (f, T) -> iwav(ThreshBlock(wav(f), T));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test the thresholding." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "T = 1.25*sigma\n", "\n", "figure(figsize = (5, 5))\n", "imageplot(clamP(ThreshWav(f, T)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 4__\n", "\n", "Display the evolution of the denoising SNR when $T$ varies.\n", "Store the optimal denoising result in $f_{TI}$." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "256×256 Array{Float64,2}:\n", " 0.705959 0.708559 0.707965 0.702877 … 0.603356 0.58059 0.565643\n", " 0.694658 0.695238 0.69265 0.701108 0.596645 0.588432 0.582934\n", " 0.694262 0.705138 0.713384 0.706671 0.586699 0.602027 0.613183\n", " 0.708009 0.700663 0.685735 0.693351 0.606078 0.62087 0.630828\n", " 0.702548 0.681536 0.70551 0.694023 0.634547 0.633418 0.632037\n", " 0.673386 0.707069 0.683062 0.694029 … 0.62847 0.622934 0.619181\n", " 0.693209 0.680631 0.696625 0.686612 0.595181 0.599137 0.602777\n", " 0.687071 0.684781 0.679226 0.687507 0.579531 0.590985 0.599508\n", " 0.675471 0.682667 0.680491 0.679325 0.591727 0.582115 0.576856\n", " 0.682105 0.674623 0.673461 0.687863 0.595415 0.611112 0.619196\n", " 0.693863 0.662993 0.675944 0.696263 … 0.588999 0.568881 0.560253\n", " 0.695392 0.663971 0.682741 0.693498 0.578174 0.590491 0.595126\n", " 0.6893 0.678009 0.686724 0.686026 0.582681 0.57764 0.575819\n", " ⋮ ⋱ ⋮ \n", " 0.624488 0.433774 0.358613 0.41849 0.511859 0.483121 0.452036\n", " 0.701078 0.575388 0.723412 0.718359 … 0.515765 0.486101 0.465175\n", " 0.625001 0.569137 0.662932 0.585952 0.493854 0.492315 0.489494\n", " 0.651638 0.699196 0.761278 0.728811 0.454787 0.490745 0.504276\n", " 0.708001 0.721193 0.694245 0.689323 0.508013 0.453997 0.503434\n", " 0.732676 0.723376 0.701544 0.695993 0.56831 0.457493 0.471463\n", " 0.724078 0.718564 0.711483 0.703552 … 0.567619 0.508575 0.436394\n", " 0.703213 0.704356 0.706554 0.70648 0.525425 0.531478 0.441264\n", " 0.680183 0.681951 0.686566 0.691357 0.488311 0.502686 0.528685\n", " 0.660508 0.662877 0.66909 0.676029 0.52151 0.421022 0.477251\n", " 0.646613 0.649947 0.65867 0.669151 0.480349 0.569425 0.404329\n", " 0.641423 0.645237 0.655289 0.667905 … 0.413961 0.534786 0.180515" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"NtSolutions/denoisingwav_4_block/exo4.jl\")\n", "\n", "# tlist = linspace(.5, 2, 20).*sigma\n", "\n", "# snr_stein = collect(snr(f0, ThreshWav(f,t)) for t in Tlist)\n", "\n", "# plot(collect(T/sigma for T in Tlist), snr_stein, linewidth = 2)\n", "# xlabel(L\"$T/sigma$\")\n", "# ylabel(\"SNR\")\n", "\n", "# show()\n", "\n", "# Tmax = maximum(snr_stein)\n", "# fTI = ThreshWav(f, T)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the result." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "figure(figsize = (5,5))\n", "imageplot(clamP(fTI), @sprintf(\"SNR = %.1f dB\", snr(f0, fTI)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bibliography\n", "------------\n", "\n", "\n", "\n", "* [CaiSil01] T. Cai and B.W. Silverman, [Incorporating information on neighboring coefficients into wavelet estimation][1], Sankhya 63, 127-148, 2001.\n", "* [Cai99] T. Cai, [Adaptive wavelet estimation: a block thresholding and oracle inequality approach][2], The Annals of Statistics 27, 898-924, 1999.\n", "* [HallKerkPic99] P. Hall, G. Kerkyacharian and D. Picard, _On the minimax optimality of block thresholded wavelet estimator_, Statistica Sinica 9(1999), 33-49\n", "\n", "[1]:http://sankhya.isical.ac.in/search/63b2/caifnl.html\n", "[2]:http://dx.doi.org/10.1214/aos/1018031262" ] } ], "metadata": { "anaconda-cloud": {}, "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 }