{ "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 " ] }, { "data": { "text/plain": [ "256" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "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": [ { "data": { "text/plain": [ "256×256 Array{Float32,2}:\n", " 0.726186 0.726186 0.730672 0.726341 … 0.585907 0.590307 0.572848\n", " 0.726169 0.730517 0.726306 0.721822 0.590402 0.590298 0.603375\n", " 0.713039 0.721684 0.726118 0.726135 0.586037 0.581663 0.585985\n", " 0.708606 0.69962 0.708605 0.712937 0.590471 0.59469 0.58608 \n", " 0.695716 0.68678 0.699757 0.708536 0.599319 0.616285 0.581723\n", " 0.699721 0.691299 0.695833 0.699756 … 0.611987 0.594681 0.590693\n", " 0.712834 0.704172 0.682702 0.691332 0.607716 0.60771 0.599192\n", " 0.704155 0.695765 0.699555 0.703816 0.595651 0.620214 0.611465\n", " 0.674147 0.69099 0.695139 0.691042 0.603527 0.603503 0.603608\n", " 0.686745 0.678441 0.673822 0.695308 0.616428 0.611733 0.599415\n", " 0.687088 0.686932 0.674483 0.678379 … 0.604203 0.604266 0.612237\n", " 0.673787 0.678408 0.69488 0.686783 0.620736 0.608477 0.612091\n", " 0.682774 0.68671 0.694801 0.686292 0.624694 0.620577 0.617054\n", " ⋮ ⋱ ⋮ \n", " 0.645094 0.431234 0.354052 0.308235 0.494348 0.53709 0.403382\n", " 0.690225 0.600543 0.636972 0.744182 … 0.494731 0.405744 0.374266\n", " 0.608841 0.608419 0.629718 0.601788 0.459566 0.431199 0.46154 \n", " 0.675206 0.743989 0.779907 0.767567 0.336347 0.521763 0.479617\n", " 0.714329 0.667938 0.633161 0.6641 0.440696 0.380352 0.384329\n", " 0.612804 0.659272 0.677521 0.680758 0.594358 0.50617 0.531426\n", " 0.750684 0.71642 0.647809 0.661189 … 0.620309 0.494524 0.424604\n", " 0.700667 0.717274 0.681865 0.773526 0.478253 0.580802 0.389469\n", " 0.690826 0.673432 0.565668 0.65705 0.515763 0.542494 0.475566\n", " 0.673987 0.659925 0.65977 0.769325 0.495179 0.446196 0.515317\n", " 0.603688 0.651824 0.74315 0.695149 0.497986 0.612426 0.267147\n", " 0.682142 0.682239 0.638636 0.656232 … 0.383471 0.481013 0.0 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "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": [ { "data": { "text/plain": [ "0.08" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "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": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float64,2}:\n", " 0.710313 0.793932 0.852947 0.712922 … 0.64466 0.463513 0.560563\n", " 0.710355 0.715417 0.692543 0.796806 0.584508 0.720498 0.652994\n", " 0.768987 0.685349 0.564781 0.817171 0.649122 0.589976 0.640439\n", " 0.656056 0.691161 0.609962 0.730005 0.694955 0.58525 0.665006\n", " 0.739125 0.731892 0.891632 0.701638 0.50126 0.667541 0.520729\n", " 0.803983 0.923905 0.783055 0.613976 … 0.661443 0.519405 0.596635\n", " 0.636989 0.819037 0.672673 0.733444 0.591171 0.614601 0.542568\n", " 0.693603 0.813594 0.733113 0.647362 0.549997 0.679936 0.572804\n", " 0.662841 0.738771 0.653678 0.752576 0.468689 0.527867 0.736143\n", " 0.860663 0.6223 0.683235 0.729511 0.582323 0.71925 0.545089\n", " 0.711831 0.700879 0.712673 0.716136 … 0.60234 0.612328 0.663829\n", " 0.705548 0.588976 0.694865 0.623223 0.619137 0.736872 0.615701\n", " 0.708127 0.552672 0.682251 0.565554 0.679682 0.538843 0.588373\n", " ⋮ ⋱ ⋮ \n", " 0.606097 0.354045 0.341769 0.251088 0.49171 0.515805 0.392602\n", " 0.694127 0.720858 0.552058 0.686459 … 0.511795 0.357301 0.354399\n", " 0.529064 0.634521 0.688368 0.530925 0.358881 0.316357 0.428326\n", " 0.737423 0.765996 0.862529 0.802569 0.406906 0.520878 0.41159 \n", " 0.707312 0.500645 0.733974 0.617463 0.472911 0.241862 0.224887\n", " 0.723371 0.653345 0.678984 0.744956 0.625732 0.376655 0.739158\n", " 0.801612 0.677163 0.543218 0.602471 … 0.545878 0.521769 0.390054\n", " 0.736641 0.776965 0.682361 0.747757 0.458962 0.615079 0.353581\n", " 0.614217 0.737972 0.575287 0.602417 0.560156 0.625889 0.43057 \n", " 0.670669 0.543122 0.608007 0.718555 0.581604 0.453024 0.61008 \n", " 0.72397 0.674379 0.910689 0.585294 0.496575 0.646263 0.215787\n", " 0.699264 0.702948 0.749954 0.51241 … 0.536127 0.390011 0.149293" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "using Distributions\n", "f = f0 + sigma.*rand(Normal(), n, n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display it." ] }, { "cell_type": "code", "execution_count": 8, "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": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Jmin = 4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Shortcuts for the foward and backward wavelet transforms." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#3) (generic function with 1 method)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "wav = f -> perform_wavelet_transf(f, Jmin, +1)\n", "iwav = fw -> perform_wavelet_transf(fw, Jmin, -1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the original set of noisy coefficients." ] }, { "cell_type": "code", "execution_count": 11, "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": 137, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#101) (generic function with 1 method)" ] }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# psi = (s, T) -> max(1 - T^2./max(abs(s).^2, 1e-9.*ones(size(s)[1])), zeros(size(s)[1]))\n", "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": 35, "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()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thresholding operator." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#15) (generic function with 1 method)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "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": 37, "metadata": { "collapsed": false }, "outputs": [ { "ename": "LoadError", "evalue": "DimensionMismatch(\"dimensions must match\")", "output_type": "error", "traceback": [ "DimensionMismatch(\"dimensions must match\")", "", " in promote_shape(::Tuple{Base.OneTo{Int64},Base.OneTo{Int64}}, ::Tuple{Base.OneTo{Int64}}) at .\\operators.jl:411", " in indices(::Base.Zip2{Array{Float64,2},Array{Float64,1}}) at .\\iterator.jl:94", " in _array_for(::Type{Float64}, ::Base.Zip2{Array{Float64,2},Array{Float64,1}}, ::Base.HasShape) at .\\array.jl:295", " in collect(::Base.Generator{Base.Zip2{Array{Float64,2},Array{Float64,1}},Base.Math.##27#30}) at .\\array.jl:308", " in (::##11#12)(::Array{Float64,2}, ::Float64) at .\\In[34]:1", " in (::##13#14)(::Array{Float64,2}, ::Float64) at .\\In[36]:1", " in (::##15#16)(::Array{Float64,2}, ::Float64) at .\\In[36]:2" ] } ], "source": [ "T = 1.5*sigma\n", "\n", "figure(figsize = (5, 5))\n", "imageplot(clamP(ThreshWav(f, T)))\n", "# I must find a solution for perform_wavelet_transf, the positive portion works but not well while the negative portion does not work\n" ] }, { "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": 58, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEVCAYAAADzUNLBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run -i nt_solutions/denoisingwav_4_block/exo1" ] }, { "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": 60, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT0AAAFCCAYAAACD7wqJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = (5,5))\n", "imageplot(clamp(fThresh), \"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": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "w = 4\n", "n = 256" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute indexing of the blocks." ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition ndgrid(AbstractArray{" ] }, { "data": { "text/plain": [ "64×64×4×4 Array{Int64,4}:\n", "[:, :, 1, 1] =\n", " 1 1025 2049 3073 4097 5121 … 60417 61441 62465 63489 64513\n", " 5 1029 2053 3077 4101 5125 60421 61445 62469 63493 64517\n", " 9 1033 2057 3081 4105 5129 60425 61449 62473 63497 64521\n", " 13 1037 2061 3085 4109 5133 60429 61453 62477 63501 64525\n", " 17 1041 2065 3089 4113 5137 60433 61457 62481 63505 64529\n", " 21 1045 2069 3093 4117 5141 … 60437 61461 62485 63509 64533\n", " 25 1049 2073 3097 4121 5145 60441 61465 62489 63513 64537\n", " 29 1053 2077 3101 4125 5149 60445 61469 62493 63517 64541\n", " 33 1057 2081 3105 4129 5153 60449 61473 62497 63521 64545\n", " 37 1061 2085 3109 4133 5157 60453 61477 62501 63525 64549\n", " 41 1065 2089 3113 4137 5161 … 60457 61481 62505 63529 64553\n", " 45 1069 2093 3117 4141 5165 60461 61485 62509 63533 64557\n", " 49 1073 2097 3121 4145 5169 60465 61489 62513 63537 64561\n", " ⋮ ⋮ ⋱ ⋮ \n", " 209 1233 2257 3281 4305 5329 60625 61649 62673 63697 64721\n", " 213 1237 2261 3285 4309 5333 60629 61653 62677 63701 64725\n", " 217 1241 2265 3289 4313 5337 60633 61657 62681 63705 64729\n", " 221 1245 2269 3293 4317 5341 … 60637 61661 62685 63709 64733\n", " 225 1249 2273 3297 4321 5345 60641 61665 62689 63713 64737\n", " 229 1253 2277 3301 4325 5349 60645 61669 62693 63717 64741\n", " 233 1257 2281 3305 4329 5353 60649 61673 62697 63721 64745\n", " 237 1261 2285 3309 4333 5357 60653 61677 62701 63725 64749\n", " 241 1265 2289 3313 4337 5361 … 60657 61681 62705 63729 64753\n", " 245 1269 2293 3317 4341 5365 60661 61685 62709 63733 64757\n", " 249 1273 2297 3321 4345 5369 60665 61689 62713 63737 64761\n", " 253 1277 2301 3325 4349 5373 60669 61693 62717 63741 64765\n", "\n", "[:, :, 2, 1] =\n", " 257 1281 2305 3329 4353 5377 … 60673 61697 62721 63745 64769\n", " 261 1285 2309 3333 4357 5381 60677 61701 62725 63749 64773\n", " 265 1289 2313 3337 4361 5385 60681 61705 62729 63753 64777\n", " 269 1293 2317 3341 4365 5389 60685 61709 62733 63757 64781\n", " 273 1297 2321 3345 4369 5393 60689 61713 62737 63761 64785\n", " 277 1301 2325 3349 4373 5397 … 60693 61717 62741 63765 64789\n", " 281 1305 2329 3353 4377 5401 60697 61721 62745 63769 64793\n", " 285 1309 2333 3357 4381 5405 60701 61725 62749 63773 64797\n", " 289 1313 2337 3361 4385 5409 60705 61729 62753 63777 64801\n", " 293 1317 2341 3365 4389 5413 60709 61733 62757 63781 64805\n", " 297 1321 2345 3369 4393 5417 … 60713 61737 62761 63785 64809\n", " 301 1325 2349 3373 4397 5421 60717 61741 62765 63789 64813\n", " 305 1329 2353 3377 4401 5425 60721 61745 62769 63793 64817\n", " ⋮ ⋮ ⋱ ⋮ \n", " 465 1489 2513 3537 4561 5585 60881 61905 62929 63953 64977\n", " 469 1493 2517 3541 4565 5589 60885 61909 62933 63957 64981\n", " 473 1497 2521 3545 4569 5593 60889 61913 62937 63961 64985\n", " 477 1501 2525 3549 4573 5597 … 60893 61917 62941 63965 64989\n", " 481 1505 2529 3553 4577 5601 60897 61921 62945 63969 64993\n", " 485 1509 2533 3557 4581 5605 60901 61925 62949 63973 64997\n", " 489 1513 2537 3561 4585 5609 60905 61929 62953 63977 65001\n", " 493 1517 2541 3565 4589 5613 60909 61933 62957 63981 65005\n", " 497 1521 2545 3569 4593 5617 … 60913 61937 62961 63985 65009\n", " 501 1525 2549 3573 4597 5621 60917 61941 62965 63989 65013\n", " 505 1529 2553 3577 4601 5625 60921 61945 62969 63993 65017\n", " 509 1533 2557 3581 4605 5629 60925 61949 62973 63997 65021\n", "\n", "[:, :, 3, 1] =\n", " 513 1537 2561 3585 4609 5633 … 60929 61953 62977 64001 65025\n", " 517 1541 2565 3589 4613 5637 60933 61957 62981 64005 65029\n", " 521 1545 2569 3593 4617 5641 60937 61961 62985 64009 65033\n", " 525 1549 2573 3597 4621 5645 60941 61965 62989 64013 65037\n", " 529 1553 2577 3601 4625 5649 60945 61969 62993 64017 65041\n", " 533 1557 2581 3605 4629 5653 … 60949 61973 62997 64021 65045\n", " 537 1561 2585 3609 4633 5657 60953 61977 63001 64025 65049\n", " 541 1565 2589 3613 4637 5661 60957 61981 63005 64029 65053\n", " 545 1569 2593 3617 4641 5665 60961 61985 63009 64033 65057\n", " 549 1573 2597 3621 4645 5669 60965 61989 63013 64037 65061\n", " 553 1577 2601 3625 4649 5673 … 60969 61993 63017 64041 65065\n", " 557 1581 2605 3629 4653 5677 60973 61997 63021 64045 65069\n", " 561 1585 2609 3633 4657 5681 60977 62001 63025 64049 65073\n", " ⋮ ⋮ ⋱ ⋮ \n", " 721 1745 2769 3793 4817 5841 61137 62161 63185 64209 65233\n", " 725 1749 2773 3797 4821 5845 61141 62165 63189 64213 65237\n", " 729 1753 2777 3801 4825 5849 61145 62169 63193 64217 65241\n", " 733 1757 2781 3805 4829 5853 … 61149 62173 63197 64221 65245\n", " 737 1761 2785 3809 4833 5857 61153 62177 63201 64225 65249\n", " 741 1765 2789 3813 4837 5861 61157 62181 63205 64229 65253\n", " 745 1769 2793 3817 4841 5865 61161 62185 63209 64233 65257\n", " 749 1773 2797 3821 4845 5869 61165 62189 63213 64237 65261\n", " 753 1777 2801 3825 4849 5873 … 61169 62193 63217 64241 65265\n", " 757 1781 2805 3829 4853 5877 61173 62197 63221 64245 65269\n", " 761 1785 2809 3833 4857 5881 61177 62201 63225 64249 65273\n", " 765 1789 2813 3837 4861 5885 61181 62205 63229 64253 65277\n", "\n", "[:, :, 4, 1] =\n", " 769 1793 2817 3841 4865 5889 … 61185 62209 63233 64257 65281\n", " 773 1797 2821 3845 4869 5893 61189 62213 63237 64261 65285\n", " 777 1801 2825 3849 4873 5897 61193 62217 63241 64265 65289\n", " 781 1805 2829 3853 4877 5901 61197 62221 63245 64269 65293\n", " 785 1809 2833 3857 4881 5905 61201 62225 63249 64273 65297\n", " 789 1813 2837 3861 4885 5909 … 61205 62229 63253 64277 65301\n", " 793 1817 2841 3865 4889 5913 61209 62233 63257 64281 65305\n", " 797 1821 2845 3869 4893 5917 61213 62237 63261 64285 65309\n", " 801 1825 2849 3873 4897 5921 61217 62241 63265 64289 65313\n", " 805 1829 2853 3877 4901 5925 61221 62245 63269 64293 65317\n", " 809 1833 2857 3881 4905 5929 … 61225 62249 63273 64297 65321\n", " 813 1837 2861 3885 4909 5933 61229 62253 63277 64301 65325\n", " 817 1841 2865 3889 4913 5937 61233 62257 63281 64305 65329\n", " ⋮ ⋮ ⋱ ⋮ \n", " 977 2001 3025 4049 5073 6097 61393 62417 63441 64465 65489\n", " 981 2005 3029 4053 5077 6101 61397 62421 63445 64469 65493\n", " 985 2009 3033 4057 5081 6105 61401 62425 63449 64473 65497\n", " 989 2013 3037 4061 5085 6109 … 61405 62429 63453 64477 65501\n", " 993 2017 3041 4065 5089 6113 61409 62433 63457 64481 65505\n", " 997 2021 3045 4069 5093 6117 61413 62437 63461 64485 65509\n", " 1001 2025 3049 4073 5097 6121 61417 62441 63465 64489 65513\n", " 1005 2029 3053 4077 5101 6125 61421 62445 63469 64493 65517\n", " 1009 2033 3057 4081 5105 6129 … 61425 62449 63473 64497 65521\n", " 1013 2037 3061 4085 5109 6133 61429 62453 63477 64501 65525\n", " 1017 2041 3065 4089 5113 6137 61433 62457 63481 64505 65529\n", " 1021 2045 3069 4093 5117 6141 61437 62461 63485 64509 65533\n", "\n", "[:, :, 1, 2] =\n", " 2 1026 2050 3074 4098 5122 … 60418 61442 62466 63490 64514\n", " 6 1030 2054 3078 4102 5126 60422 61446 62470 63494 64518\n", " 10 1034 2058 3082 4106 5130 60426 61450 62474 63498 64522\n", " 14 1038 2062 3086 4110 5134 60430 61454 62478 63502 64526\n", " 18 1042 2066 3090 4114 5138 60434 61458 62482 63506 64530\n", " 22 1046 2070 3094 4118 5142 … 60438 61462 62486 63510 64534\n", " 26 1050 2074 3098 4122 5146 60442 61466 62490 63514 64538\n", " 30 1054 2078 3102 4126 5150 60446 61470 62494 63518 64542\n", " 34 1058 2082 3106 4130 5154 60450 61474 62498 63522 64546\n", " 38 1062 2086 3110 4134 5158 60454 61478 62502 63526 64550\n", " 42 1066 2090 3114 4138 5162 … 60458 61482 62506 63530 64554\n", " 46 1070 2094 3118 4142 5166 60462 61486 62510 63534 64558\n", " 50 1074 2098 3122 4146 5170 60466 61490 62514 63538 64562\n", " ⋮ ⋮ ⋱ ⋮ \n", " 210 1234 2258 3282 4306 5330 60626 61650 62674 63698 64722\n", " 214 1238 2262 3286 4310 5334 60630 61654 62678 63702 64726\n", " 218 1242 2266 3290 4314 5338 60634 61658 62682 63706 64730\n", " 222 1246 2270 3294 4318 5342 … 60638 61662 62686 63710 64734\n", " 226 1250 2274 3298 4322 5346 60642 61666 62690 63714 64738\n", " 230 1254 2278 3302 4326 5350 60646 61670 62694 63718 64742\n", " 234 1258 2282 3306 4330 5354 60650 61674 62698 63722 64746\n", " 238 1262 2286 3310 4334 5358 60654 61678 62702 63726 64750\n", " 242 1266 2290 3314 4338 5362 … 60658 61682 62706 63730 64754\n", " 246 1270 2294 3318 4342 5366 60662 61686 62710 63734 64758\n", " 250 1274 2298 3322 4346 5370 60666 61690 62714 63738 64762\n", " 254 1278 2302 3326 4350 5374 60670 61694 62718 63742 64766\n", "\n", "[:, :, 2, 2] =\n", " 258 1282 2306 3330 4354 5378 … 60674 61698 62722 63746 64770\n", " 262 1286 2310 3334 4358 5382 60678 61702 62726 63750 64774\n", " 266 1290 2314 3338 4362 5386 60682 61706 62730 63754 64778\n", " 270 1294 2318 3342 4366 5390 60686 61710 62734 63758 64782\n", " 274 1298 2322 3346 4370 5394 60690 61714 62738 63762 64786\n", " 278 1302 2326 3350 4374 5398 … 60694 61718 62742 63766 64790\n", " 282 1306 2330 3354 4378 5402 60698 61722 62746 63770 64794\n", " 286 1310 2334 3358 4382 5406 60702 61726 62750 63774 64798\n", " 290 1314 2338 3362 4386 5410 60706 61730 62754 63778 64802\n", " 294 1318 2342 3366 4390 5414 60710 61734 62758 63782 64806\n", " 298 1322 2346 3370 4394 5418 … 60714 61738 62762 63786 64810\n", " 302 1326 2350 3374 4398 5422 60718 61742 62766 63790 64814\n", " 306 1330 2354 3378 4402 5426 60722 61746 62770 63794 64818\n", " ⋮ ⋮ ⋱ ⋮ \n", " 466 1490 2514 3538 4562 5586 60882 61906 62930 63954 64978\n", " 470 1494 2518 3542 4566 5590 60886 61910 62934 63958 64982\n", " 474 1498 2522 3546 4570 5594 60890 61914 62938 63962 64986\n", " 478 1502 2526 3550 4574 5598 … 60894 61918 62942 63966 64990\n", " 482 1506 2530 3554 4578 5602 60898 61922 62946 63970 64994\n", " 486 1510 2534 3558 4582 5606 60902 61926 62950 63974 64998\n", " 490 1514 2538 3562 4586 5610 60906 61930 62954 63978 65002\n", " 494 1518 2542 3566 4590 5614 60910 61934 62958 63982 65006\n", " 498 1522 2546 3570 4594 5618 … 60914 61938 62962 63986 65010\n", " 502 1526 2550 3574 4598 5622 60918 61942 62966 63990 65014\n", " 506 1530 2554 3578 4602 5626 60922 61946 62970 63994 65018\n", " 510 1534 2558 3582 4606 5630 60926 61950 62974 63998 65022\n", "\n", "[:, :, 3, 2] =\n", " 514 1538 2562 3586 4610 5634 … 60930 61954 62978 64002 65026\n", " 518 1542 2566 3590 4614 5638 60934 61958 62982 64006 65030\n", " 522 1546 2570 3594 4618 5642 60938 61962 62986 64010 65034\n", " 526 1550 2574 3598 4622 5646 60942 61966 62990 64014 65038\n", " 530 1554 2578 3602 4626 5650 60946 61970 62994 64018 65042\n", " 534 1558 2582 3606 4630 5654 … 60950 61974 62998 64022 65046\n", " 538 1562 2586 3610 4634 5658 60954 61978 63002 64026 65050\n", " 542 1566 2590 3614 4638 5662 60958 61982 63006 64030 65054\n", " 546 1570 2594 3618 4642 5666 60962 61986 63010 64034 65058\n", " 550 1574 2598 3622 4646 5670 60966 61990 63014 64038 65062\n", " 554 1578 2602 3626 4650 5674 … 60970 61994 63018 64042 65066\n", " 558 1582 2606 3630 4654 5678 60974 61998 63022 64046 65070\n", " 562 1586 2610 3634 4658 5682 60978 62002 63026 64050 65074\n", " ⋮ ⋮ ⋱ ⋮ \n", " 722 1746 2770 3794 4818 5842 61138 62162 63186 64210 65234\n", " 726 1750 2774 3798 4822 5846 61142 62166 63190 64214 65238\n", " 730 1754 2778 3802 4826 5850 61146 62170 63194 64218 65242\n", " 734 1758 2782 3806 4830 5854 … 61150 62174 63198 64222 65246\n", " 738 1762 2786 3810 4834 5858 61154 62178 63202 64226 65250\n", " 742 1766 2790 3814 4838 5862 61158 62182 63206 64230 65254\n", " 746 1770 2794 3818 4842 5866 61162 62186 63210 64234 65258\n", " 750 1774 2798 3822 4846 5870 61166 62190 63214 64238 65262\n", " 754 1778 2802 3826 4850 5874 … 61170 62194 63218 64242 65266\n", " 758 1782 2806 3830 4854 5878 61174 62198 63222 64246 65270\n", " 762 1786 2810 3834 4858 5882 61178 62202 63226 64250 65274\n", " 766 1790 2814 3838 4862 5886 61182 62206 63230 64254 65278\n", "\n", "[:, :, 4, 2] =\n", " 770 1794 2818 3842 4866 5890 … 61186 62210 63234 64258 65282\n", " 774 1798 2822 3846 4870 5894 61190 62214 63238 64262 65286\n", " 778 1802 2826 3850 4874 5898 61194 62218 63242 64266 65290\n", " 782 1806 2830 3854 4878 5902 61198 62222 63246 64270 65294\n", " 786 1810 2834 3858 4882 5906 61202 62226 63250 64274 65298\n", " 790 1814 2838 3862 4886 5910 … 61206 62230 63254 64278 65302\n", " 794 1818 2842 3866 4890 5914 61210 62234 63258 64282 65306\n", " 798 1822 2846 3870 4894 5918 61214 62238 63262 64286 65310\n", " 802 1826 2850 3874 4898 5922 61218 62242 63266 64290 65314\n", " 806 1830 2854 3878 4902 5926 61222 62246 63270 64294 65318\n", " 810 1834 2858 3882 4906 5930 … 61226 62250 63274 64298 65322\n", " 814 1838 2862 3886 4910 5934 61230 62254 63278 64302 65326\n", " 818 1842 2866 3890 4914 5938 61234 62258 63282 64306 65330\n", " ⋮ ⋮ ⋱ ⋮ \n", " 978 2002 3026 4050 5074 6098 61394 62418 63442 64466 65490\n", " 982 2006 3030 4054 5078 6102 61398 62422 63446 64470 65494\n", " 986 2010 3034 4058 5082 6106 61402 62426 63450 64474 65498\n", " 990 2014 3038 4062 5086 6110 … 61406 62430 63454 64478 65502\n", " 994 2018 3042 4066 5090 6114 61410 62434 63458 64482 65506\n", " 998 2022 3046 4070 5094 6118 61414 62438 63462 64486 65510\n", " 1002 2026 3050 4074 5098 6122 61418 62442 63466 64490 65514\n", " 1006 2030 3054 4078 5102 6126 61422 62446 63470 64494 65518\n", " 1010 2034 3058 4082 5106 6130 … 61426 62450 63474 64498 65522\n", " 1014 2038 3062 4086 5110 6134 61430 62454 63478 64502 65526\n", " 1018 2042 3066 4090 5114 6138 61434 62458 63482 64506 65530\n", " 1022 2046 3070 4094 5118 6142 61438 62462 63486 64510 65534\n", "\n", "[:, :, 1, 3] =\n", " 3 1027 2051 3075 4099 5123 … 60419 61443 62467 63491 64515\n", " 7 1031 2055 3079 4103 5127 60423 61447 62471 63495 64519\n", " 11 1035 2059 3083 4107 5131 60427 61451 62475 63499 64523\n", " 15 1039 2063 3087 4111 5135 60431 61455 62479 63503 64527\n", " 19 1043 2067 3091 4115 5139 60435 61459 62483 63507 64531\n", " 23 1047 2071 3095 4119 5143 … 60439 61463 62487 63511 64535\n", " 27 1051 2075 3099 4123 5147 60443 61467 62491 63515 64539\n", " 31 1055 2079 3103 4127 5151 60447 61471 62495 63519 64543\n", " 35 1059 2083 3107 4131 5155 60451 61475 62499 63523 64547\n", " 39 1063 2087 3111 4135 5159 60455 61479 62503 63527 64551\n", " 43 1067 2091 3115 4139 5163 … 60459 61483 62507 63531 64555\n", " 47 1071 2095 3119 4143 5167 60463 61487 62511 63535 64559\n", " 51 1075 2099 3123 4147 5171 60467 61491 62515 63539 64563\n", " ⋮ ⋮ ⋱ ⋮ \n", " 211 1235 2259 3283 4307 5331 60627 61651 62675 63699 64723\n", " 215 1239 2263 3287 4311 5335 60631 61655 62679 63703 64727\n", " 219 1243 2267 3291 4315 5339 60635 61659 62683 63707 64731\n", " 223 1247 2271 3295 4319 5343 … 60639 61663 62687 63711 64735\n", " 227 1251 2275 3299 4323 5347 60643 61667 62691 63715 64739\n", " 231 1255 2279 3303 4327 5351 60647 61671 62695 63719 64743\n", " 235 1259 2283 3307 4331 5355 60651 61675 62699 63723 64747\n", " 239 1263 2287 3311 4335 5359 60655 61679 62703 63727 64751\n", " 243 1267 2291 3315 4339 5363 … 60659 61683 62707 63731 64755\n", " 247 1271 2295 3319 4343 5367 60663 61687 62711 63735 64759\n", " 251 1275 2299 3323 4347 5371 60667 61691 62715 63739 64763\n", " 255 1279 2303 3327 4351 5375 60671 61695 62719 63743 64767\n", "\n", "[:, :, 2, 3] =\n", " 259 1283 2307 3331 4355 5379 … 60675 61699 62723 63747 64771\n", " 263 1287 2311 3335 4359 5383 60679 61703 62727 63751 64775\n", " 267 1291 2315 3339 4363 5387 60683 61707 62731 63755 64779\n", " 271 1295 2319 3343 4367 5391 60687 61711 62735 63759 64783\n", " 275 1299 2323 3347 4371 5395 60691 61715 62739 63763 64787\n", " 279 1303 2327 3351 4375 5399 … 60695 61719 62743 63767 64791\n", " 283 1307 2331 3355 4379 5403 60699 61723 62747 63771 64795\n", " 287 1311 2335 3359 4383 5407 60703 61727 62751 63775 64799\n", " 291 1315 2339 3363 4387 5411 60707 61731 62755 63779 64803\n", " 295 1319 2343 3367 4391 5415 60711 61735 62759 63783 64807\n", " 299 1323 2347 3371 4395 5419 … 60715 61739 62763 63787 64811\n", " 303 1327 2351 3375 4399 5423 60719 61743 62767 63791 64815\n", " 307 1331 2355 3379 4403 5427 60723 61747 62771 63795 64819\n", " ⋮ ⋮ ⋱ ⋮ \n", " 467 1491 2515 3539 4563 5587 60883 61907 62931 63955 64979\n", " 471 1495 2519 3543 4567 5591 60887 61911 62935 63959 64983\n", " 475 1499 2523 3547 4571 5595 60891 61915 62939 63963 64987\n", " 479 1503 2527 3551 4575 5599 … 60895 61919 62943 63967 64991\n", " 483 1507 2531 3555 4579 5603 60899 61923 62947 63971 64995\n", " 487 1511 2535 3559 4583 5607 60903 61927 62951 63975 64999\n", " 491 1515 2539 3563 4587 5611 60907 61931 62955 63979 65003\n", " 495 1519 2543 3567 4591 5615 60911 61935 62959 63983 65007\n", " 499 1523 2547 3571 4595 5619 … 60915 61939 62963 63987 65011\n", " 503 1527 2551 3575 4599 5623 60919 61943 62967 63991 65015\n", " 507 1531 2555 3579 4603 5627 60923 61947 62971 63995 65019\n", " 511 1535 2559 3583 4607 5631 60927 61951 62975 63999 65023\n", "\n", "[:, :, 3, 3] =\n", " 515 1539 2563 3587 4611 5635 … 60931 61955 62979 64003 65027\n", " 519 1543 2567 3591 4615 5639 60935 61959 62983 64007 65031\n", " 523 1547 2571 3595 4619 5643 60939 61963 62987 64011 65035\n", " 527 1551 2575 3599 4623 5647 60943 61967 62991 64015 65039\n", " 531 1555 2579 3603 4627 5651 60947 61971 62995 64019 65043\n", " 535 1559 2583 3607 4631 5655 … 60951 61975 62999 64023 65047\n", " 539 1563 2587 3611 4635 5659 60955 61979 63003 64027 65051\n", " 543 1567 2591 3615 4639 5663 60959 61983 63007 64031 65055\n", " 547 1571 2595 3619 4643 5667 60963 61987 63011 64035 65059\n", " 551 1575 2599 3623 4647 5671 60967 61991 63015 64039 65063\n", " 555 1579 2603 3627 4651 5675 … 60971 61995 63019 64043 65067\n", " 559 1583 2607 3631 4655 5679 60975 61999 63023 64047 65071\n", " 563 1587 2611 3635 4659 5683 60979 62003 63027 64051 65075\n", " ⋮ ⋮ ⋱ ⋮ \n", " 723 1747 2771 3795 4819 5843 61139 62163 63187 64211 65235\n", " 727 1751 2775 3799 4823 5847 61143 62167 63191 64215 65239\n", " 731 1755 2779 3803 4827 5851 61147 62171 63195 64219 65243\n", " 735 1759 2783 3807 4831 5855 … 61151 62175 63199 64223 65247\n", " 739 1763 2787 3811 4835 5859 61155 62179 63203 64227 65251\n", " 743 1767 2791 3815 4839 5863 61159 62183 63207 64231 65255\n", " 747 1771 2795 3819 4843 5867 61163 62187 63211 64235 65259\n", " 751 1775 2799 3823 4847 5871 61167 62191 63215 64239 65263\n", " 755 1779 2803 3827 4851 5875 … 61171 62195 63219 64243 65267\n", " 759 1783 2807 3831 4855 5879 61175 62199 63223 64247 65271\n", " 763 1787 2811 3835 4859 5883 61179 62203 63227 64251 65275\n", " 767 1791 2815 3839 4863 5887 61183 62207 63231 64255 65279\n", "\n", "[:, :, 4, 3] =\n", " 771 1795 2819 3843 4867 5891 … 61187 62211 63235 64259 65283\n", " 775 1799 2823 3847 4871 5895 61191 62215 63239 64263 65287\n", " 779 1803 2827 3851 4875 5899 61195 62219 63243 64267 65291\n", " 783 1807 2831 3855 4879 5903 61199 62223 63247 64271 65295\n", " 787 1811 2835 3859 4883 5907 61203 62227 63251 64275 65299\n", " 791 1815 2839 3863 4887 5911 … 61207 62231 63255 64279 65303\n", " 795 1819 2843 3867 4891 5915 61211 62235 63259 64283 65307\n", " 799 1823 2847 3871 4895 5919 61215 62239 63263 64287 65311\n", " 803 1827 2851 3875 4899 5923 61219 62243 63267 64291 65315\n", " 807 1831 2855 3879 4903 5927 61223 62247 63271 64295 65319\n", " 811 1835 2859 3883 4907 5931 … 61227 62251 63275 64299 65323\n", " 815 1839 2863 3887 4911 5935 61231 62255 63279 64303 65327\n", " 819 1843 2867 3891 4915 5939 61235 62259 63283 64307 65331\n", " ⋮ ⋮ ⋱ ⋮ \n", " 979 2003 3027 4051 5075 6099 61395 62419 63443 64467 65491\n", " 983 2007 3031 4055 5079 6103 61399 62423 63447 64471 65495\n", " 987 2011 3035 4059 5083 6107 61403 62427 63451 64475 65499\n", " 991 2015 3039 4063 5087 6111 … 61407 62431 63455 64479 65503\n", " 995 2019 3043 4067 5091 6115 61411 62435 63459 64483 65507\n", " 999 2023 3047 4071 5095 6119 61415 62439 63463 64487 65511\n", " 1003 2027 3051 4075 5099 6123 61419 62443 63467 64491 65515\n", " 1007 2031 3055 4079 5103 6127 61423 62447 63471 64495 65519\n", " 1011 2035 3059 4083 5107 6131 … 61427 62451 63475 64499 65523\n", " 1015 2039 3063 4087 5111 6135 61431 62455 63479 64503 65527\n", " 1019 2043 3067 4091 5115 6139 61435 62459 63483 64507 65531\n", " 1023 2047 3071 4095 5119 6143 61439 62463 63487 64511 65535\n", "\n", "[:, :, 1, 4] =\n", " 4 1028 2052 3076 4100 5124 … 60420 61444 62468 63492 64516\n", " 8 1032 2056 3080 4104 5128 60424 61448 62472 63496 64520\n", " 12 1036 2060 3084 4108 5132 60428 61452 62476 63500 64524\n", " 16 1040 2064 3088 4112 5136 60432 61456 62480 63504 64528\n", " 20 1044 2068 3092 4116 5140 60436 61460 62484 63508 64532\n", " 24 1048 2072 3096 4120 5144 … 60440 61464 62488 63512 64536\n", " 28 1052 2076 3100 4124 5148 60444 61468 62492 63516 64540\n", " 32 1056 2080 3104 4128 5152 60448 61472 62496 63520 64544\n", " 36 1060 2084 3108 4132 5156 60452 61476 62500 63524 64548\n", " 40 1064 2088 3112 4136 5160 60456 61480 62504 63528 64552\n", " 44 1068 2092 3116 4140 5164 … 60460 61484 62508 63532 64556\n", " 48 1072 2096 3120 4144 5168 60464 61488 62512 63536 64560\n", " 52 1076 2100 3124 4148 5172 60468 61492 62516 63540 64564\n", " ⋮ ⋮ ⋱ ⋮ \n", " 212 1236 2260 3284 4308 5332 60628 61652 62676 63700 64724\n", " 216 1240 2264 3288 4312 5336 60632 61656 62680 63704 64728\n", " 220 1244 2268 3292 4316 5340 60636 61660 62684 63708 64732\n", " 224 1248 2272 3296 4320 5344 … 60640 61664 62688 63712 64736\n", " 228 1252 2276 3300 4324 5348 60644 61668 62692 63716 64740\n", " 232 1256 2280 3304 4328 5352 60648 61672 62696 63720 64744\n", " 236 1260 2284 3308 4332 5356 60652 61676 62700 63724 64748\n", " 240 1264 2288 3312 4336 5360 60656 61680 62704 63728 64752\n", " 244 1268 2292 3316 4340 5364 … 60660 61684 62708 63732 64756\n", " 248 1272 2296 3320 4344 5368 60664 61688 62712 63736 64760\n", " 252 1276 2300 3324 4348 5372 60668 61692 62716 63740 64764\n", " 256 1280 2304 3328 4352 5376 60672 61696 62720 63744 64768\n", "\n", "[:, :, 2, 4] =\n", " 260 1284 2308 3332 4356 5380 … 60676 61700 62724 63748 64772\n", " 264 1288 2312 3336 4360 5384 60680 61704 62728 63752 64776\n", " 268 1292 2316 3340 4364 5388 60684 61708 62732 63756 64780\n", " 272 1296 2320 3344 4368 5392 60688 61712 62736 63760 64784\n", " 276 1300 2324 3348 4372 5396 60692 61716 62740 63764 64788\n", " 280 1304 2328 3352 4376 5400 … 60696 61720 62744 63768 64792\n", " 284 1308 2332 3356 4380 5404 60700 61724 62748 63772 64796\n", " 288 1312 2336 3360 4384 5408 60704 61728 62752 63776 64800\n", " 292 1316 2340 3364 4388 5412 60708 61732 62756 63780 64804\n", " 296 1320 2344 3368 4392 5416 60712 61736 62760 63784 64808\n", " 300 1324 2348 3372 4396 5420 … 60716 61740 62764 63788 64812\n", " 304 1328 2352 3376 4400 5424 60720 61744 62768 63792 64816\n", " 308 1332 2356 3380 4404 5428 60724 61748 62772 63796 64820\n", " ⋮ ⋮ ⋱ ⋮ \n", " 468 1492 2516 3540 4564 5588 60884 61908 62932 63956 64980\n", " 472 1496 2520 3544 4568 5592 60888 61912 62936 63960 64984\n", " 476 1500 2524 3548 4572 5596 60892 61916 62940 63964 64988\n", " 480 1504 2528 3552 4576 5600 … 60896 61920 62944 63968 64992\n", " 484 1508 2532 3556 4580 5604 60900 61924 62948 63972 64996\n", " 488 1512 2536 3560 4584 5608 60904 61928 62952 63976 65000\n", " 492 1516 2540 3564 4588 5612 60908 61932 62956 63980 65004\n", " 496 1520 2544 3568 4592 5616 60912 61936 62960 63984 65008\n", " 500 1524 2548 3572 4596 5620 … 60916 61940 62964 63988 65012\n", " 504 1528 2552 3576 4600 5624 60920 61944 62968 63992 65016\n", " 508 1532 2556 3580 4604 5628 60924 61948 62972 63996 65020\n", " 512 1536 2560 3584 4608 5632 60928 61952 62976 64000 65024\n", "\n", "[:, :, 3, 4] =\n", " 516 1540 2564 3588 4612 5636 … 60932 61956 62980 64004 65028\n", " 520 1544 2568 3592 4616 5640 60936 61960 62984 64008 65032\n", " 524 1548 2572 3596 4620 5644 60940 61964 62988 64012 65036\n", " 528 1552 2576 3600 4624 5648 60944 61968 62992 64016 65040\n", " 532 1556 2580 3604 4628 5652 60948 61972 62996 64020 65044\n", " 536 1560 2584 3608 4632 5656 … 60952 61976 63000 64024 65048\n", " 540 1564 2588 3612 4636 5660 60956 61980 63004 64028 65052\n", " 544 1568 2592 3616 4640 5664 60960 61984 63008 64032 65056\n", " 548 1572 2596 3620 4644 5668 60964 61988 63012 64036 65060\n", " 552 1576 2600 3624 4648 5672 60968 61992 63016 64040 65064\n", " 556 1580 2604 3628 4652 5676 … 60972 61996 63020 64044 65068\n", " 560 1584 2608 3632 4656 5680 60976 62000 63024 64048 65072\n", " 564 1588 2612 3636 4660 5684 60980 62004 63028 64052 65076\n", " ⋮ ⋮ ⋱ ⋮ \n", " 724 1748 2772 3796 4820 5844 61140 62164 63188 64212 65236\n", " 728 1752 2776 3800 4824 5848 61144 62168 63192 64216 65240\n", " 732 1756 2780 3804 4828 5852 61148 62172 63196 64220 65244\n", " 736 1760 2784 3808 4832 5856 … 61152 62176 63200 64224 65248\n", " 740 1764 2788 3812 4836 5860 61156 62180 63204 64228 65252\n", " 744 1768 2792 3816 4840 5864 61160 62184 63208 64232 65256\n", " 748 1772 2796 3820 4844 5868 61164 62188 63212 64236 65260\n", " 752 1776 2800 3824 4848 5872 61168 62192 63216 64240 65264\n", " 756 1780 2804 3828 4852 5876 … 61172 62196 63220 64244 65268\n", " 760 1784 2808 3832 4856 5880 61176 62200 63224 64248 65272\n", " 764 1788 2812 3836 4860 5884 61180 62204 63228 64252 65276\n", " 768 1792 2816 3840 4864 5888 61184 62208 63232 64256 65280\n", "\n", "[:, :, 4, 4] =\n", " 772 1796 2820 3844 4868 5892 … 61188 62212 63236 64260 65284\n", " 776 1800 2824 3848 4872 5896 61192 62216 63240 64264 65288\n", " 780 1804 2828 3852 4876 5900 61196 62220 63244 64268 65292\n", " 784 1808 2832 3856 4880 5904 61200 62224 63248 64272 65296\n", " 788 1812 2836 3860 4884 5908 61204 62228 63252 64276 65300\n", " 792 1816 2840 3864 4888 5912 … 61208 62232 63256 64280 65304\n", " 796 1820 2844 3868 4892 5916 61212 62236 63260 64284 65308\n", " 800 1824 2848 3872 4896 5920 61216 62240 63264 64288 65312\n", " 804 1828 2852 3876 4900 5924 61220 62244 63268 64292 65316\n", " 808 1832 2856 3880 4904 5928 61224 62248 63272 64296 65320\n", " 812 1836 2860 3884 4908 5932 … 61228 62252 63276 64300 65324\n", " 816 1840 2864 3888 4912 5936 61232 62256 63280 64304 65328\n", " 820 1844 2868 3892 4916 5940 61236 62260 63284 64308 65332\n", " ⋮ ⋮ ⋱ ⋮ \n", " 980 2004 3028 4052 5076 6100 61396 62420 63444 64468 65492\n", " 984 2008 3032 4056 5080 6104 61400 62424 63448 64472 65496\n", " 988 2012 3036 4060 5084 6108 61404 62428 63452 64476 65500\n", " 992 2016 3040 4064 5088 6112 … 61408 62432 63456 64480 65504\n", " 996 2020 3044 4068 5092 6116 61412 62436 63460 64484 65508\n", " 1000 2024 3048 4072 5096 6120 61416 62440 63464 64488 65512\n", " 1004 2028 3052 4076 5100 6124 61420 62444 63468 64492 65516\n", " 1008 2032 3056 4080 5104 6128 61424 62448 63472 64496 65520\n", " 1012 2036 3060 4084 5108 6132 … 61428 62452 63476 64500 65524\n", " 1016 2040 3064 4088 5112 6136 61432 62456 63480 64504 65528\n", " 1020 2044 3068 4092 5116 6140 61436 62460 63484 64508 65532\n", " 1024 2048 3072 4096 5120 6144 61440 62464 63488 64512 65536" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "T<:Any, 1}) in module Main at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:3 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:3.\n", "WARNING: Method definition ndgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module Main at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:6 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:6.\n", "WARNING: Method definition ndgrid_fill(Any, Any, Any, Any) in module Main at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:13 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:13.\n", "WARNING: Method definition ndgrid(AbstractArray{#T<:Any, 1}...) in module Main at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:19 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:19.\n", "WARNING: Method definition meshgrid(AbstractArray{T<:Any, 1}) in module Main at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:33 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:33.\n", "WARNING: Method definition meshgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module Main at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:36 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:36.\n", "WARNING: Method definition meshgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module Main at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:44 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:44.\n" ] } ], "source": [ "include(\"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\n", "I" ] }, { "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": 120, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#93) (generic function with 1 method)" ] }, "execution_count": 120, "metadata": {}, "output_type": "execute_result" } ], "source": [ "block = x -> x[I]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Block reconstruction operator." ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#95) (generic function with 1 method)" ] }, "execution_count": 121, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition assign(Any, Any, Any) in module Main at In[100]:2 overwritten at In[121]:2.\n" ] } ], "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": 122, "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))))))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the average energy of each block, and duplicate." ] }, { "cell_type": "code", "execution_count": 123, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "energy (generic function with 1 method)" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "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": 124, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#99) (generic function with 1 method)" ] }, "execution_count": 124, "metadata": {}, "output_type": "execute_result" } ], "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": 138, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# run -i nt_solutions/denoisingwav_4_block/exo2\n", "include(\"Exos\\\\denoisingwav_4_block\\\\exo2.jl\")\n" ] }, { "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": 139, "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": 140, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#103) (generic function with 1 method)" ] }, "execution_count": 140, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ThreshWav = (f, T) -> iwav(ThreshBlock(wav(f), T))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test the thresholding." ] }, { "cell_type": "code", "execution_count": 141, "metadata": { "collapsed": false }, "outputs": [ { "ename": "LoadError", "evalue": "BoundsError: attempt to access 32×32 Array{Float64,2} at index [1:512,Colon()]", "output_type": "error", "traceback": [ "BoundsError: attempt to access 32×32 Array{Float64,2} at index [1:512,Colon()]", "", " in throw_boundserror(::Array{Float64,2}, ::Tuple{UnitRange{Int64},Colon}) at .\\abstractarray.jl:355", " in checkbounds at .\\abstractarray.jl:284 [inlined]", " in _getindex at .\\multidimensional.jl:270 [inlined]", " in getindex at .\\abstractarray.jl:752 [inlined]", " in lifting_step(::Array{Float64,2}, ::Array{Float64,1}, ::Int64) at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:179", " in perform_wavelet_transf(::Array{Float64,2}, ::Int64, ::Int64, ::String, ::Int64, ::Int64) at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:90", " in (::##3#4)(::Array{Float64,2}) at .\\In[10]:3", " in (::##103#104)(::Array{Float64,2}, ::Float64) at .\\In[140]:1" ] } ], "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": 73, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEVCAYAAADzUNLBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/wEsWYYCFDJuiQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run -i nt_solutions/denoisingwav_4_block/exo3" ] }, { "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": 75, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT0AAAFCCAYAAACD7wqJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nVbZKqtKrUqXKVklVelWqVNkq+R9UmluBQ2Q+2wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(5,5))\n", "imageplot(clamp(fBlock), \"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": 146, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#115) (generic function with 1 method)" ] }, "execution_count": 146, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wav = f -> perform_wavelet_transf(f, Jmin, + 1, \"9-7\", 0, 1)\n", "iwav = fw -> perform_wavelet_transf(fw, Jmin, -1,\"9-7\", 0, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Foward wavelet transform." ] }, { "cell_type": "code", "execution_count": 147, "metadata": { "collapsed": false }, "outputs": [ { "ename": "LoadError", "evalue": "BoundsError: attempt to access 256×13×1 Array{Float64,3} at index [Colon(),[2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,255],Colon()]", "output_type": "error", "traceback": [ "BoundsError: attempt to access 256×13×1 Array{Float64,3} at index [Colon(),[2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,255],Colon()]", "", " in throw_boundserror(::Array{Float64,3}, ::Tuple{Colon,Array{Int64,1},Colon}) at .\\abstractarray.jl:355", " in checkbounds at .\\abstractarray.jl:284 [inlined]", " in _getindex at .\\multidimensional.jl:270 [inlined]", " in getindex(::Array{Float64,3}, ::Colon, ::Array{Int64,1}, ::Colon) at .\\abstractarray.jl:752", " in lifting_step_ti(::Array{Float64,2}, ::Array{Float64,1}, ::Int64, ::Int64) at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:227", " in perform_wavelet_transf(::Array{Float64,2}, ::Int64, ::Int64, ::String, ::Int64, ::Int64) at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:118", " in (::##113#114)(::Array{Float64,2}) at .\\In[146]:1" ] } ], "source": [ "fw = wav(f)\n", "n = 256\n", "#np.shape(fw)[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute indexing of the blocks." ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "collapsed": false }, "outputs": [], "source": [ "[X,J,Y,dX,dY] = np.meshgrid(np.arange(1,n-w+2,w),np.arange(1,np.shape(fw)[0]+1),np.arange(1,n-w+2,w),np.arange(0,w),np.arange(0,w))\n", "I = (X + dX-1) + (Y + dY-1)*n + (J-1)*n**2\n", "for k in range(n//w):\n", " for l in range(n//w):\n", " for m in range(np.shape(fw)[0]):\n", " I[m][k][l] = np.transpose(I[m][k][l])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Forward and backward extraction operators." ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "collapsed": false }, "outputs": [], "source": [ "block = lambda x : np.ravel(x)[I]\n", "\n", "def assign(M,I,H):\n", " M_temp = M\n", " np.ravel(M_temp)[I] = H\n", " return np.reshape(M_temp,(np.shape(fw)[0],n,n))\n", "\n", "iblock = lambda H : assign(np.zeros([np.shape(fw)[0],n,n]), I, H)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the average energy of each block, and duplicate." ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def energy(H):\n", " H_tmp = np.copy(H)\n", " for i in range(n//w):\n", " for j in range(n//w):\n", " for k in range(np.shape(fw)[0]):\n", " H_tmp[k][i][j] = np.sqrt(np.mean(H_tmp[k][i][j]**2))\n", " return H_tmp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Block thresholding operator." ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Thresh = lambda H,T : psi(energy(H), T)*H\n", "ThreshBlock = lambda x,T : iblock(Thresh(block(x), T))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the wavelet block thresholding operator." ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ThreshWav = lambda f,T : iwav(ThreshBlock(wav(f), T))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test the thresholding." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT0AAAE3CAYAAADYAJb7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCqFXUEEFPSv6H+/G/ZN0kJH/AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "T = 1.25*sigma\n", "\n", "plt.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": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "run -i nt_solutions/denoisingwav_4_block/exo4" ] }, { "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": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plt.figure(figsize = (5,5))\n", "imageplot(clamp(fTI), \"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 }