{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Stein Unbiased Risk Estimator\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 tour uses the Stein Unbiased Risk Estimator (SURE) to optimize the\n", "value of parameters in denoising algorithms." ] }, { "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": [ "Denoising and SURE\n", "------------------\n", "We consider a simple generative model of noisy images $F = f_0+W$\n", "where $f_0 \\in \\RR^N$ is a deterministic image of $N$ pixels, and\n", "$W$ is a Gaussian white noise distributed according to $\\Nn(0,\\si^2\n", "\\text{Id}_N)$, where $\\si^2$ is the variance of noise.\n", "\n", "\n", "The goal of denoising is to define an estimator $h(F)$ of\n", "$f_0$ that depends only on $F$,\n", "where $h : \\RR^N \\rightarrow \\RR^N$ is a potentially non-linear\n", "mapping.\n", "\n", "\n", "Note that while $f_0$ is a deterministic image, both $F$ and $h(F)$\n", "are random variables (hence the capital letters).\n", "\n", "\n", "The goal of denoising is to reduce as much as possible the denoising\n", "error given some prior knowledge on the (unknown) image $f_0$.\n", "A mathematical way to measure this error is to bound the\n", "quadratic risk $\\EE_W(\\norm{h(F) - f_0}^2)$, where the expectation is computed\n", "with respect to the distribution of the noise $W$\n", "\n", "\n", "For real life applications, one does not have access to the underlying\n", "image $f_0$. In this tour, we however assume that $f_0$ is known, and\n", "$f = f_0 + w\\in \\RR^N$ is generated using a single realization of the noise $w$\n", "that is drawn from $W$. We define the estimated deterministic image as\n", "$h(f)$ which is a realization of the random vector\n", "$h(F)$.\n", "\n", "\n", "Number $N = n \\times n$ of 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" ] }, { "data": { "text/plain": [ "65536" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ ".\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 = 128*2\n", "N = n^2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we load an image $f \\in \\RR^N$ where $N=n \\times n$ is the number of pixels." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float32,2}:\n", " 0.116279 0.110802 0.113704 0.134063 … 0.0287548 0.0287359 0.0314583\n", " 0.118994 0.105394 0.126063 0.153145 0.0137308 0.0191786 0.0328152\n", " 0.121933 0.131637 0.167055 0.1561 0.0191221 0.0219491 0.0383352\n", " 0.1686 0.187318 0.194206 0.179032 0.0218771 0.0327673 0.0437247\n", " 0.202441 0.179545 0.188899 0.180755 0.0342584 0.0396646 0.0410583\n", " 0.236876 0.231387 0.243987 0.195669 … 0.0397783 0.0451862 0.045026 \n", " 0.242166 0.26833 0.392237 0.219388 0.0492727 0.0520715 0.0412221\n", " 0.227555 0.239195 0.222395 0.223745 0.0614059 0.0561919 0.0450853\n", " 0.174463 0.192817 0.173714 0.161738 0.0588799 0.0560296 0.0411872\n", " 0.240959 0.214167 0.198041 0.176431 0.06423 0.0561998 0.0491571\n", " 0.233736 0.268875 0.323605 0.390379 … 0.0613594 0.0601386 0.0492048\n", " 0.469764 0.440609 0.320349 0.217411 0.0590014 0.0561119 0.0479389\n", " 0.217896 0.224526 0.240435 0.225365 0.0605422 0.0628551 0.0480219\n", " ⋮ ⋱ ⋮ \n", " 0.247533 0.309003 0.308757 0.305036 0.135376 0.126861 0.126032 \n", " 0.246182 0.279635 0.295631 0.297313 … 0.136632 0.129989 0.127163 \n", " 0.240817 0.24315 0.283953 0.312362 0.133973 0.131301 0.120581 \n", " 0.243502 0.235563 0.261751 0.3049 0.128674 0.1311 0.119053 \n", " 0.243583 0.225477 0.2399 0.238397 0.131327 0.117945 0.127137 \n", " 0.227261 0.233908 0.228406 0.247246 0.104366 0.112181 0.119152 \n", " 0.196036 0.223394 0.217576 0.224995 … 0.0903733 0.0930875 0.101424 \n", " 0.21693 0.190604 0.220216 0.217304 0.0862589 0.084944 0.0930124\n", " 0.476838 0.167249 0.212108 0.21071 0.0807355 0.0833831 0.0848607\n", " 0.534911 0.40117 0.175342 0.191631 0.0684402 0.071227 0.087462 \n", " 0.481751 0.479992 0.236952 0.164247 0.0669885 0.0697431 0.0725492\n", " 0.342149 0.467888 0.411812 0.143802 … 0.0684046 0.0711055 0.0766073" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f0 = load_image(\"NtToolBox/src/data/hibiscus.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": [ "Standard deviation $\\si$ of the noise." ] }, { "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": [ "Then we add Gaussian noise $w$ to obtain $f=f_0+w$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float64,2}:\n", " -0.0481563 0.216313 0.163803 0.0843028 … 0.119732 0.104779 \n", " 0.102411 0.0526892 0.178067 0.106113 0.0127167 -0.0101154 \n", " 0.151016 0.167007 0.065942 0.0729951 0.13423 -0.00509014\n", " 0.228161 0.152796 0.148526 0.258568 0.12233 0.246733 \n", " 0.21403 0.133931 0.393994 0.23436 -0.012462 0.0518537 \n", " 0.141159 0.432584 0.124082 0.301956 … 0.0158762 -0.0523401 \n", " 0.148337 0.258329 0.459986 0.33038 0.153176 0.100495 \n", " 0.143644 0.0919991 0.361093 0.252016 0.0172173 -0.102035 \n", " 0.0951665 0.168589 0.274003 0.0935564 -0.0118546 0.118036 \n", " 0.201453 0.239861 0.205022 0.141039 0.0439873 0.140283 \n", " 0.320464 0.215516 0.446886 0.439776 … 0.0474105 0.012013 \n", " 0.394456 0.561957 0.326484 0.27349 0.141744 -0.00934799\n", " 0.216836 0.342128 0.32378 0.212558 0.0641502 0.132374 \n", " ⋮ ⋱ ⋮ \n", " 0.173311 0.301857 0.283567 0.197074 0.100707 0.19751 \n", " 0.240277 0.390585 0.312623 0.280332 … 0.250128 0.118421 \n", " 0.21911 0.28111 0.295446 0.420927 0.106278 -0.0127025 \n", " 0.204777 0.33892 0.279969 0.280947 0.249026 0.0085981 \n", " 0.344421 0.215872 0.386031 0.233024 0.158699 0.175246 \n", " 0.391335 0.306883 0.168223 0.239161 0.286398 0.135893 \n", " 0.212865 0.287457 0.223504 0.444268 … 0.0317181 0.247217 \n", " 0.336257 0.191347 0.220818 0.0859646 -0.0585355 0.0564756 \n", " 0.3184 0.134818 0.235534 0.33387 -0.000471639 0.204953 \n", " 0.495076 0.349866 0.186881 0.249806 -0.0431502 -0.0639729 \n", " 0.518207 0.49195 0.213737 0.367571 0.074607 0.0304969 \n", " 0.404995 0.295286 0.414649 0.0669222 … 0.119945 0.057715 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "using Distributions\n", "f = f0 .+ sigma.*rand(Normal(), n, n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the noisy image. Note the use of the clamp function to force the result to be in $[0,1]$ to avoid a loss of contrast of the display." ] }, { "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" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "figure(figsize = (5, 5))\n", "imageplot(clamP(f), @sprintf(\"Noisy, SNR = %.1f dB\", snr(f0, f)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Stein Unbiased Risk Estimator (SURE) associated to the mapping $h$\n", "is defined as\n", "\n", "$$ \\text{SURE}(f) = -N\\si^2 + \\norm{h(f)-f}^2 + 2\\si^2 \\text{df}(f) $$\n", "\n", "where df stands for _degree of freedom,_ and is defined as\n", "\n", "$$ \\text{df}(f) = \\text{div} h(f) = \\sum_i \\pd{h}{f_i}(f). $$\n", "\n", "\n", "It has been introduced in:\n", "\n", "\n", "Stein, Charles M. (November 1981).\n", "\"Estimation of the Mean of a Multivariate Normal Distribution\".\n", "The Annals of Statistics 9 (6): 1135-1151.\n", "\n", "\n", "And it has been applied to wavelet-based non-linear denoising in:\n", "\n", "\n", "Donoho, David L.; Iain M. Johnstone (December 1995).\n", "\"Adapting to Unknown Smoothness via Wavelet Shrinkage\".\n", "Journal of the American Statistical Association (Journal of the American Statistical Association,\n", "Vol. 90, No. 432) 90 (432): 1200-1244.\n", "\n", "\n", "If the mapping $f \\mapsto h(f)$ is differentiable outside a set of\n", "zero measure (or more generally weakly differentiable),\n", "then SURE defines an unbiased estimate of the quadratic risk :\n", "\n", "$$ \\EE_W(\\text{SURE}(F)) = \\EE_W( \\norm{f_0-h(F)}^2 ). $$\n", "\n", "This is especially useful, since the evaluation of SURE does not\n", "necessitate the knowledge of the clean signal $f_0$ (but note however\n", "that it requires the knowledge of the noise level $\\si$).\n", "\n", "\n", "In practice, one replaces $\\text{SURE}(F)$ from its empirical\n", "evaluation $\\text{SURE}(f)$ on a single realization $f$.\n", "One can then minimize $\\text{SURE}(f)$ with respect to a parameter\n", "$\\la$ that parameterizes the denoiser $h=h_\\la$.\n", "\n", "\n", "Linear Denoising SURE\n", "---------------------\n", "We consider a translation-invariant linear denoising operator, which is\n", "thus a convolution\n", "\n", "$$ h(f) = g \\star h $$\n", "\n", "where $g \\in \\RR^N$ is a low pass kernel, and $\\star$ denotes the\n", "periodic 2-D convolution.\n", "\n", "\n", "Since we use periodic boundary condition, we compute the\n", "convolution as a multiplication over the Fourier domain.\n", "\n", "$$ \\forall \\om, \\quad \\hat h(f)(\\om) = \\hat f(\\om) \\hat g(\\om) $$\n", "\n", "where $\\hat g(\\om)$ is the frequency $\\om$ of the discrete 2-D\n", "Fourier transform of $g$ (computed using the pylab function fft2 from the pylab package)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#1) (generic function with 1 method)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "convol = (f, g) -> real(plan_ifft((plan_fft(f)*f).*(plan_fft(g)*g))\n", "*((plan_fft(f)*f).*(plan_fft(g)*g)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We define a parameteric kernel $g_\\la$ parameterized by its bandwidth\n", "$\\la>0$. We use here a Gaussian kernel\n", "\n", "$$ g_\\la(a) = \\frac{1}{Z_\\la} e^{ -\\frac{\\norm{a}}{2 \\la^2} } $$\n", "where $Z_\\la$ ensures that $\\sum_a g_\\la(a) = 1$." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#7) (generic function with 1 method)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"ndgrid.jl\")\n", "normalize = f -> f./sum(f)\n", "x = [collect(0 : Base.div(n, 2)); collect(-Base.div(n, 2) + 1 : -1)]\n", "(Y, X) = meshgrid(x, x)\n", "g = lambd -> normalize(exp(-(X.^2 .+ Y.^2)/(2*lambd^2)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define our denoising operator $h=h_\\la$ (we make explicit the\n", "dependency on $\\la$):\n", "$$ h_\\la(f) = g_\\la \\star f. $$" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#9) (generic function with 1 method)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "h = (f, lambd) -> convol(f, g(lambd))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Example of denoising result." ] }, { "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": [ "lambd = 1.5\n", "\n", "figure(figsize = (5, 5))\n", "imageplot(clamP(h(f, lambd)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For linear operator, the dregree of freedom is equal to the trace of the operator, and\n", "thus in our case it is equal to the sum of the Fourier transform\n", "$$ \\text{df}_\\la(f) = \\text{tr}(h_\\la) = \\sum_{\\om} \\hat g_\\la(\\om) $$\n", "Note that we have made explicit the dependency of df with respect\n", "to $\\la$. Note also that df$(f)$ actually not actually depend on $f$." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#11) (generic function with 1 method)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = lambd -> real(sum(plan_fft(g(lambd))*g(lambd)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now define the SURE=SURE$_\\la$ operator, as a function of $f, h(f),\n", "\\lambda$." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#13) (generic function with 1 method)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SURE = (f ,hf, lambd) -> -N*sigma^2 + vecnorm(hf - f)^2 + 2*sigma^2*df(lambd) # vecnorm is for Frobenius norm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 1__\n", "\n", "For a given $\\lambda$, display the histogram of the repartition of\n", "the quadratic error $\\norm{y-h(y)}^2$ and of $\\text{SURE}(y)$.\n", "Compute these repartition using Monte-Carlo simulation (you need to\n", "generate lots of different realization of the noise $W$).\n", "Display in particular the location of the mean of these quantities." ] }, { "cell_type": "code", "execution_count": 99, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[1m\u001b[31mWARNING: hist(...) and hist!(...) are deprecated. Use fit(Histogram,...) in StatsBase.jl instead.\u001b[0m\n", " in depwarn(::String, ::Symbol) at .\\deprecated.jl:64\n", " in #hist!#996(::Bool, ::Function, ::Array{Int64,1}, ::Array{Any,1}, ::LinSpace{Float64}) at .\\deprecated.jl:629\n", " in hist(::Array{Any,1}, ::LinSpace{Float64}) at .\\deprecated.jl:644\n", " in (::##79#81)(::Array{Any,1}) at .\\In[94]:29\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[99], in expression starting on line 34\n" ] }, { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[1m\u001b[31mWARNING: hist(...) and hist!(...) are deprecated. Use fit(Histogram,...) in StatsBase.jl instead.\u001b[0m\n", " in depwarn(::String, ::Symbol) at .\\deprecated.jl:64\n", " in #hist!#996(::Bool, ::Function, ::Array{Int64,1}, ::Array{Any,1}, ::LinSpace{Float64}) at .\\deprecated.jl:629\n", " in hist(::Array{Any,1}, ::LinSpace{Float64}) at .\\deprecated.jl:644\n", " in (::##79#81)(::Array{Any,1}) at .\\In[94]:29\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[99], in expression starting on line 40\n" ] } ], "source": [ "#run -i nt_solutions/denoisingadv_9_sure/exo1\n", "include(\"Exos\\\\denoisingadv_9_sure\\\\exo1.jl\") #It takes time to run\n", "\n", "# ntrials = 100\n", "# nlaunch = 20\n", "# E0 = []\n", "# E = []\n", "\n", "# for i in 1:nlaunch\n", "\n", "# f = repeat(f0, inner = [1, 1, ntrials]) + sigma.*rand(Normal(), n, n, ntrials)\n", "# hf = h(f, lambd)\n", "\n", "# #quadratic error\n", "# e = sum((hf - repeat(f0, inner = [1, 1, ntrials])).^2, (1, 2))\n", "# E0 = [E0; e[:]]\n", "\n", "# #sure error\n", "# e = -N*sigma^2 + sum((hf - f).^2, (1, 2)) + 2*sigma^2*df(lambd)\n", "# E = [E; e[:]]\n", "# end\n", "\n", "\n", "# v_true = mean(E0)\n", "# v_sure = mean(E)\n", "# a = v_true - 8*stdm(E0, mean(E0))\n", "# b = v_true + 8*stdm(E0, mean(E0))\n", "# t = linspace(a, b, 31)\n", "# mybar = e -> hist(e[collect((i > a) & (i < b) for i in E0)], t)\n", "\n", "# figure(figsize = (10, 7))\n", "\n", "# subplot(2,1,1)\n", "# s = mybar(E0)[2]\n", "# s = [s; 0]\n", "# bar(t[1 : end], s, width = (b-a)/31, color = \"darkblue\", edgecolor = \"white\")\n", "# axvline(v_true, color = \"red\", linewidth = 3)\n", "\n", "# subplot(2,1,2)\n", "# s = mybar(E)[2]\n", "# s = [s; 0]\n", "# bar(t[1 : end], s, width = (b-a)/31, color = \"darkblue\",edgecolor = \"white\")\n", "# axvline(v_sure, color = \"red\", linewidth = 3)\n", "\n", "# show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In practice, the SURE is used to set up the value of $\\la$ from a\n", "single realization $f=f_0+w$, by minimizing $\\text{SURE}_\\la(f)$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 2__\n", "\n", "Compute, for a single realization $f=f_0+w$, the evolution\n", "of\n", "\n", "$$ E(\\la) = \\text{SURE}_\\la(f) \\qandq E_0(\\lambda) = \\norm{f-h_\\la(f)}^2 $$\n", "as a function of $\\lambda$." ] }, { "cell_type": "code", "execution_count": 20, "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/denoisingadv_9_sure/exo2\n", "include(\"Exos\\\\denoisingadv_9_sure\\\\exo2.jl\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 3__\n", "\n", "Display the best denoising result $h_{\\la^*}(f)$\n", "where\n", "$$\\la^* = \\uargmin{\\la} \\text{SURE}_\\la(f) $$" ] }, { "cell_type": "code", "execution_count": 22, "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": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# run -i nt_solutions/denoisingadv_9_sure/exo3\n", "include(\"Exos\\\\denoisingadv_9_sure\\\\exo3.jl\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Soft Thresholding SURE\n", "----------------------\n", "In order to enhance the denoising results for piecewise regular signal\n", "and image, it is possible to use non-linear thresholding in an orthogonal wavelet\n", "basis $ \\Bb = \\{ \\psi_m \\}_{m} $ where $\\psi_m \\in \\RR^N$ is a wavelet element.\n", "\n", "\n", "Re-generate a noisy image." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float64,2}:\n", " 0.00787074 0.025612 -0.0725594 … -0.0822616 0.0154688 -0.119925 \n", " 0.0341441 0.0975363 0.109153 -0.0624078 -0.0618629 0.0536324 \n", " 0.165369 -0.00756058 0.199728 0.0265142 -0.0404859 0.0313165 \n", " 0.220887 0.227685 0.278621 0.0525216 0.147671 -0.00509466\n", " 0.274817 0.205812 0.191851 0.119863 0.0552271 0.00770196\n", " 0.319838 0.394596 0.159638 … 0.149415 0.0636854 -0.0723506 \n", " 0.214628 0.432847 0.218799 0.223317 0.0258768 0.130389 \n", " 0.147296 0.37509 0.332772 0.013689 0.136279 0.06931 \n", " 0.13104 0.276264 0.185667 0.106057 -0.0139588 -0.0110369 \n", " 0.236173 0.210444 0.187472 0.0380039 0.154639 -0.00325552\n", " 0.307763 0.320589 0.342707 … 0.11962 0.0490141 -0.100267 \n", " 0.459207 0.383855 0.321436 -0.111846 0.0602695 -0.024765 \n", " 0.143523 0.30484 0.321225 0.0509025 -0.0717199 0.195389 \n", " ⋮ ⋱ ⋮ \n", " 0.234541 0.294973 0.348408 0.101997 0.20211 -0.0723792 \n", " 0.208464 0.162358 0.396353 … 0.106785 -0.0362497 0.0301776 \n", " 0.424495 0.328175 0.320789 0.0778988 0.0981918 0.0905971 \n", " 0.280687 0.342849 0.277547 0.0462737 0.151695 0.118225 \n", " 0.100841 0.233332 0.173969 0.0521889 -0.0559805 0.081509 \n", " 0.141653 0.178424 0.124116 0.0589653 0.108929 0.182441 \n", " 0.146252 0.237812 0.162948 … 0.126885 0.0970663 0.0235084 \n", " 0.264313 0.126361 0.18606 0.0135799 0.0380177 -0.0159182 \n", " 0.461323 0.271247 0.19225 0.0911539 -0.0139847 -0.0409658 \n", " 0.465158 0.332106 0.243837 0.111361 0.151442 0.161776 \n", " 0.304878 0.458954 0.164391 0.0693032 0.0313552 0.104272 \n", " 0.298135 0.516391 0.630884 … 0.0567999 0.121527 0.258541 " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f = f0 + sigma.*rand(Normal(), n, n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The soft-thresholding estimator thus reads\n", "$$ h_\\la(f) = \\sum_m s_\\la( \\dotp{f}{\\psi_m} ) \\psi_m\n", " \\qwhereq s_\\la(\\al) = \\max\\pa{0, 1-\\frac{\\la}{\\abs{\\al}}} \\al. $$\n", "It can be conveniently written as\n", "$$ h_\\la = \\Ww^* \\circ S_\\la \\circ \\Ww $$\n", "where $\\Ww$ and $\\Ww^*$ are forward and inverse wavelet transform\n", "$$ \\Ww(f) = ( \\dotp{f}{\\psi_m} )_m \\qandq\n", " \\Ww^*(x) = \\sum_m x_m \\psi_m, $$\n", "and $ S_\\la $ is the diagonal soft thresholding operator\n", "$$ S_\\la(x) = ( s_\\la(x_m) )_m. $$\n", "\n", "\n", "Define the wavelet transform and its inverse." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#17) (generic function with 1 method)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "h_daub = compute_wavelet_filter(\"Daubechies\", 4) \n", "W = f1 -> NtToolBox.perform_wavortho_transf(f1,0,+1,h_daub) # NtToolBox. must be taken away, I only used it here because I forgot to export function perform_wavortho_transf\n", "Ws = x -> NtToolBox.perform_wavortho_transf(x,0,-1,h_daub) # Il faut revoir les fonctions prises de signal.jl surtout perform_wavortho_transf." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the wavelet transform $\\Ww(f_0)$ of the original image." ] }, { "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": [ "figure(figsize = (10,10))\n", "plot_wavelet(W(f0), 1)\n", "show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the soft thresholding operator." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# S = (x, lambd) -> max(zeros(shape(x)), 1 - lambd/max(1e-9.*ones(shape(x)), abs(x)))*x\n", "S = (x, lambd) -> max(0, 1 - lambd./max(1e-9, abs(x)) ) .* x;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the denoising operator." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#21) (generic function with 1 method)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "h = (f1, lambd) -> Ws(S(W(f1), lambd))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Example of denoising result." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lambd = 3*sigma/2\n", "\n", "figure(figsize = (5, 5))\n", "imageplot(clamP(h(f,lambd))) # Il faut revoir les fonctions prises de signal.jl surtout perform_wavortho_transf." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since $Ww$ is an orthogonal transform, one has\n", "$$ \\text{df}(f) = \\text{div}( S_\\la )( \\Ww(f) )\n", " = \\sum_m s_\\la'( \\dotp{f}{\\psi_m} ) = \\norm{\\Ww(h(f))}_0 $$\n", "where $ s_\\la' $ is the derivative of the 1-D function $s_\\la$, and\n", "$\\norm{\\cdot}_0$ is the $\\ell^0$ pseudo-norm\n", "$$ \\norm{x}_0 = \\abs{ \\enscond{m}{x_m \\neq 0} }. $$\n", "\n", "\n", "To summarize, the degree of freedom is equal to the number of non-zero\n", "coefficients in the wavelet coefficients of $h(f)$." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#23) (generic function with 1 method)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = (hf, lambd) -> sum(abs(W(hf)) .> 1e-8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now define the SURE operator, as a function of $f, h(f),\n", "\\lambda$." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#27) (generic function with 1 method)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SURE = (f, hf, lambd) -> -N*sigma^2 + vecnorm(hf - f)^2 + 2*sigma^2*df(hf, lambd)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 4__\n", "\n", "For a given $\\lambda$, display the histogram of the repartition of\n", "the quadratic error $\\norm{y-h(y)}^2$ and of $\\text{SURE}(y)$.\n", "Compute these repartition using Monte-Carlo simulation (you need to\n", "generate lots of different realization of the noise $W$).\n", "Display in particular the location of the mean of these quantities.\n", "_Hint:_ you can do the computation directly over the wavelet domain,\n", "i.e. consider that the noise is added to the wavelet transform." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl0AAAGnCAYAAACNY+LJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XuwnXV97/H3B9OYCkdktCQdAhYPlgZbi0xP7Blm2mUP\nBrAdQtVmqL1AGUdnOB6dcaASnTPZcZymehDbmU7+UUpTR4uprSV2LGBKl612FCwgl0SaXsIllQ1z\nSq0ejZPI9/yxn8Biu3f2Za317Ky13q+ZNT7791zW9+fa+fHZv+eyUlVIkiRpuE5a6QIkSZImgaFL\nkiSpBYYuSZKkFhi6JEmSWmDokiRJaoGhS5IkqQWLDl1JTkpyb5I9zc/bkjye5J7mdUnPtluTHEiy\nP8mmYRQuSZI0SlYtYdt3AQ8BL+5pu7GqbuzdKMkGYAuwAVgP7E3yyvKBYJIkaYItaqYryXrgDcDH\nZq+aY/PNwC1VdbSqDgIHgI39FClJkjTqFnt68SPAdcDs2ap3JLkvyceSnNq0nQE81rPNoaZNkiRp\nYi14ejHJLwLTVXVfkk7Pqp3A+6uqknwA+DDw1sW+cRJPN0qSpJFRVXOd4Vu0xcx0XQhcluRfgD8B\nfiHJH1fVUz3XaX2U504hHgLO7Nl/fdP2A6pq4l7btm1b8Rrst/22380LnntNUr8n9fO23/a7j9cg\nLBi6quq9VXVWVb0CuAK4s6p+M8m6ns3eCDzYLO8BrkiyOsnZwDnAXQOpVpIkaUQt5e7F2T6U5Hzg\nGeAg8HaAqtqXZDewDzgCXFODioiSJEkjakmhq6q+AHyhWf7N42y3A9jRX2njqdPprHQJK8J+Txb7\nPVns92SZ1H4PQlZqEiqJE2CSVlZ6rol1PJJ0HEmoFi6klyRJUp8MXZIkSS0wdEmSJLXA0CVJktQC\nQ5ckSVILDF2SJEktMHRJkiS1wNAlSZLUAkOXJElSCwxdkkbW4cNHV7oESVq0RX/3YpKTgK8Cj1fV\nZUlOAz4FvJyZL7zeUlXfbLbdClwNHAXeVVV3DLpwSVqzZhXJDcve3y/+kdSmpcx0vQvY1/Pz9cDe\nqjoXuBPYCpDkPGALsAG4FNiZpK/vKpIkSRp1iwpdSdYDbwA+1tO8GdjVLO8CLm+WLwNuqaqjVXUQ\nOABsHEi1kiRJI2qxM10fAa7j+bPxa6tqGqCqngBOb9rPAB7r2e5Q0yZJkjSxFrymK8kvAtNVdV+S\nznE2XfLlEVNTU88udzodOp3jHV6SJKkd3W6Xbrc70GOm6vhZKcnvAL/OzEXxPwz8F+AzwM8Anaqa\nTrIO+Juq2pDkeqCq6oPN/rcB26rqK7OOWwu9tyQtpL8L6a/r+cHxSNL8klBVfV2jvuDpxap6b1Wd\nVVWvAK4A7qyq3wA+C1zVbHYlcGuzvAe4IsnqJGcD5wB39VOkJEnSqFv0IyPm8LvA7iRXA48wc8ci\nVbUvyW5m7nQ8AlzjlJYkSZp0C55eHNobe3pR0gB4elFSG1o5vShJkqT+GbokqQ9+FZGkxernmi5J\nGhvLPU1Zde2AK5E0rpzpkiRJaoGhS5IkqQWGLkmSpBYYuiRJklpg6JIkSWqBoUuSJKkFhi5JkqQW\nGLokSZJasGDoSvLCJF9Jcm+SB5Jsa9q3JXk8yT3N65KefbYmOZBkf5JNw+yAJEnSKFjwifRV9b0k\nr6uq7yR5AfClJH/VrL6xqm7s3T7JBmALsAFYD+xN8kq/3VqSJE2yRZ1erKrvNIsvZCaoHQtQc33b\n9mbglqo6WlUHgQPAxj7rlCRJGmmLCl1JTkpyL/AE8PmqurtZ9Y4k9yX5WJJTm7YzgMd6dj/UtEmS\nJE2sRX3hdVU9A7wmyYuBzyQ5D9gJvL+qKskHgA8Db13Km09NTT273Ol06HQ6S9ldkiRpKLrdLt1u\nd6DHzFIvtUryv4H/13stV5KXA5+tqlcnuR6oqvpgs+42YFtVfWXWcbzMS1LfkhuWvW9x3XPH4f8s\n7xh17bLfX9LoSEJVzXVZ1aIt5u7Flx07dZjkh4HXA19Psq5nszcCDzbLe4ArkqxOcjZwDnBXP0VK\nkiSNusWcXvxRYFeSk5gJaZ+qqs8l+eMk5wPPAAeBtwNU1b4ku4F9wBHgGqe0JEnSpFvMIyMeAC6Y\no/03j7PPDmBHf6VJkiSND59IL0mS1AJDlyRJUgsMXZIkSS0wdEmSJLXA0CVJktQCQ5ckSVILDF2S\n1KfDh4+u6P6SRsOivntRkjS/NWtW9fd1RH6VkDQRnOmSJElqgaFLkiSpBYv5wusXJvlKknuTPJBk\nW9N+WpI7kjyc5PZjX4rdrNua5ECS/Uk2DbMDkiRJo2DB0FVV3wNeV1WvAc4HLk2yEbge2FtV5wJ3\nAlsBkpwHbAE2AJcCO5NkSPVLkiSNhEWdXqyq7zSLL2Tm4vsCNgO7mvZdwOXN8mXALVV1tKoOAgeA\njYMqWJIkaRQtKnQlOSnJvcATwOer6m5gbVVNA1TVE8DpzeZnAI/17H6oaZMkSZpYi3pkRFU9A7wm\nyYuBzyR5FTOzXc/bbKlvPjU19exyp9Oh0+ks9RCSJEkD1+126Xa7Az3mkp7TVVX/maQLXAJMJ1lb\nVdNJ1gFPNpsdAs7s2W190/YDekOXJEnSiWL2ZND27dv7PuZi7l582bE7E5P8MPB6YD+wB7iq2exK\n4NZmeQ9wRZLVSc4GzgHu6rtSSZKkEbaYma4fBXYlOYmZkPapqvpcki8Du5NcDTzCzB2LVNW+JLuB\nfcAR4JqqWvKpR0mSpHGyYOiqqgeAC+Zo/3fgonn22QHs6Ls6SWPt8OGjrFnjt5FJmgyOdpJWjN9Z\nKGmS+DVAkiRJLTB0SZIktcDQJUmS1AJDlyRJUgsMXZIkSS0wdEmSJLXA0CVJktQCQ5ckSVILDF2S\nJEktMHRJkiS1YMHQlWR9kjuTPJTkgST/q2nfluTxJPc0r0t69tma5ECS/Uk2DbMDkiRJo2Ax3714\nFHh3Vd2X5BTgH5J8vll3Y1Xd2Ltxkg3AFmADsB7Ym+SVVVWDLFySJGmULDjTVVVPVNV9zfK3gf3A\nGc3qzLHLZuCWqjpaVQeBA8DGwZQrSZI0mpZ0TVeSHwPOB77SNL0jyX1JPpbk1KbtDOCxnt0O8VxI\nkyRJmkiLOb0IQHNq8dPAu6rq20l2Au+vqkryAeDDwFuX8uZTU1PPLnc6HTqdzlJ2lyRJGoput0u3\n2x3oMRcVupKsYiZwfbyqbgWoqqd6Nvko8Nlm+RBwZs+69U3bD+gNXZIkSSeK2ZNB27dv7/uYiz29\n+IfAvqr6/WMNSdb1rH8j8GCzvAe4IsnqJGcD5wB39V2pJEnSCFtwpivJhcCvAQ8kuRco4L3AW5Kc\nDzwDHATeDlBV+5LsBvYBR4BrvHNRkiRNugVDV1V9CXjBHKtuO84+O4AdfdQlSZI0VnwivSRJUgsM\nXZIkSS0wdEmSJLXA0CVJktQCQ5ckSVILDF2SJEktMHRJkiS1wNAlSZLUAkOXJElSCwxdkiRJLTB0\nSZIktWDB0JVkfZI7kzyU5IEk72zaT0tyR5KHk9ye5NSefbYmOZBkf5JNw+yAJEnSKFjMTNdR4N1V\n9SrgvwP/M8lPANcDe6vqXOBOYCtAkvOALcAG4FJgZ5IMo3hJkqRRsWDoqqonquq+ZvnbwH5gPbAZ\n2NVstgu4vFm+DLilqo5W1UHgALBxwHVLkiSNlCVd05Xkx4DzgS8Da6tqGmaCGXB6s9kZwGM9ux1q\n2iRJkibWqsVumOQU4NPAu6rq20lq1iazf17Q1NTUs8udTodOp7PUQ0iSJA1ct9ul2+0O9JiLCl1J\nVjETuD5eVbc2zdNJ1lbVdJJ1wJNN+yHgzJ7d1zdtP6A3dEmSJJ0oZk8Gbd++ve9jLvb04h8C+6rq\n93va9gBXNctXArf2tF+RZHWSs4FzgLv6rlSSJGmELTjTleRC4NeAB5Lcy8xpxPcCHwR2J7kaeISZ\nOxapqn1JdgP7gCPANVW15FOPkiRJ42TB0FVVXwJeMM/qi+bZZwewo4+6JEmSxopPpJckSWqBoUuS\nJKkFhi5Jy3L48NEV3V+SRs2in9MlSb3WrFlFcsOy96+6doDVSNKJz5kuSZKkFhi6JGmFeapWmgye\nXpSkFeapWmkyONMlSZLUAkOXJElSCwxdkiRJLTB0SZIktWDB0JXkpiTTSe7vaduW5PEk9zSvS3rW\nbU1yIMn+JJuGVbgkSdIoWcxM183AxXO031hVFzSv2wCSbAC2ABuAS4GdSTKwaiVJkkbUgqGrqr4I\nPD3HqrnC1Gbglqo6WlUHgQPAxr4qlCRJGgP9XNP1jiT3JflYklObtjOAx3q2OdS0SZIkTbTlPhx1\nJ/D+qqokHwA+DLx1qQeZmpp6drnT6dDpdJZZjiRJ0uB0u1263e5Aj7ms0FVVT/X8+FHgs83yIeDM\nnnXrm7Y59YYuSZKkE8XsyaDt27f3fczFnl4MPddwJVnXs+6NwIPN8h7giiSrk5wNnAPc1XeVkiRJ\nI27Bma4knwQ6wEuTPApsA16X5HzgGeAg8HaAqtqXZDewDzgCXFNVNZzSJUmSRseCoauq3jJH883H\n2X4HsKOfoiRJksaNT6SXJElqgaFLkiSpBYYuSZKkFhi6JEmSWmDokiRJaoGhS5IkqQWGLkmSpBYY\nuiRJklpg6JIkSWqBoUuSJKkFC4auJDclmU5yf0/baUnuSPJwktuTnNqzbmuSA0n2J9k0rMIlSZJG\nyWJmum4GLp7Vdj2wt6rOBe4EtgIkOQ/YAmwALgV2JsngypUkSRpNC4auqvoi8PSs5s3ArmZ5F3B5\ns3wZcEtVHa2qg8ABYONgSpUkSRpdy72m6/SqmgaoqieA05v2M4DHerY71LRJkiRNtFUDOk4tZ6ep\nqalnlzudDp1OZ0DlSJIkLV+326Xb7Q70mMsNXdNJ1lbVdJJ1wJNN+yHgzJ7t1jdtc+oNXZIkSSeK\n2ZNB27dv7/uYiz29mOZ1zB7gqmb5SuDWnvYrkqxOcjZwDnBX31VKkiSNuAVnupJ8EugAL03yKLAN\n+F3gT5NcDTzCzB2LVNW+JLuBfcAR4JqqWtapR0mSpHGyYOiqqrfMs+qiebbfAezopyhJkqRx4xPp\npQl0+PDRFd1fg+dnKp34BnX3oqQRsmbNKpIblr1/1bUDrEaD4Gcqnfic6ZIkSWqBoUuSJKkFhi5J\nkqQWGLokSZJaYOiSJElqgaFLkiSpBYYuSZKkFhi6JEmSWmDokiRJakFfT6RPchD4JvAMcKSqNiY5\nDfgU8HLgILClqr7ZZ52SJEkjrd+ZrmeATlW9pqo2Nm3XA3ur6lzgTmBrn+8hSZI08voNXZnjGJuB\nXc3yLuDyPt9DkiRp5PUbugr4fJK7k7y1aVtbVdMAVfUEcHqf7yFJkjTy+rqmC7iwqr6R5EeAO5I8\nzEwQ6zX752dNTU09u9zpdOh0On2WI0mS1L9ut0u32x3oMfsKXVX1jeZ/n0ryF8BGYDrJ2qqaTrIO\neHK+/XtDlyRJ0oli9mTQ9u3b+z7msk8vJnlRklOa5ZOBTcADwB7gqmazK4Fb+6xRkiRp5PUz07UW\n+EySao7ziaq6I8lXgd1JrgYeAbYMoE5JkqSRtuzQVVX/Cpw/R/u/Axf1U5QkSdK48Yn0kiRJLTB0\nSZIktcDQJUmS1AJDlyRJUgsMXdIIOnz46EqXIElaon6fSC9pBaxZs4rkhmXvX3XtAKuRJC2GM12S\npIHMnjoDKx2fM12SpL5nT8EZVGkhznRJkiS1wNAlSZLUAkOXJElSC4YWupJckuTrSf4xyXuG9T6j\nptvtrnQJK8J+T5p/XukCVoj9niST+u97Uvs9CEMJXUlOAv4AuBh4FfCrSX5iGO81aib1l9V+T5rJ\n/I+w/Z4sk/rve1L7PQjDmunaCByoqkeq6ghwC7B5SO8ljZR+b6v3tnydqPzdlo5vWI+MOAN4rOfn\nx5kJYtLE88GmGleD+N0+fPgoa9Ys/z9N/e4vDVOqavAHTd4EXFxVb2t+/nVgY1W9s2ebwb+xJEnS\nkFRV+tl/WH8OHALO6vl5fdP2rH4LlyRJGiXDuqbrbuCcJC9Pshq4AtgzpPeSJEk64Q1lpquqvp/k\nHcAdzAS7m6pq/zDeS5IkaRQM5ZouSZIkPd8wH456U5LpJPf3tJ2W5I4kDye5PcmpTftFSb6a5GtJ\n7k7yumHVNWxL6XfP+rOSfCvJu9uveDCW2u8kr07y90kebD731StTeX+W+Hu+KskfJbk/yUNJrl+5\nyvszT7/f3Hye309ywazttyY5kGR/kk3tVzwYS+n3BIxr837ezfpxHdeO93s+zuPafL/n4z6ufagZ\nt+5L8mdJXtyzbsnj2jC/BuhmZh6O2ut6YG9VnQvcCWxt2p8Cfqmqfhq4Cvj4EOsatqX0+5gPA59r\nobZhWnS/k7yAmc/4bVX1k0AHONJeqQO1lM/7V4DVVfVq4GeAtyc5i9E0V78fAH4Z+EJvY5INwBZg\nA3ApsDPJqN5Is+h+M/7j2nz9PmZcx7X5fs/HfVyb7/Me93HtDuBVVXU+cIDn/jt2HssY14YWuqrq\ni8DTs5o3A7ua5V3A5c22X6uqJ5rlh4A1SX5oWLUN01L6DZBkM/AvwEOtFDgkS+z3JuBrVfVgs+/T\nNaLnuZfY7wJObgbnFwHfA/6zjToHba5+V9XDVXUAmD3wbAZuqaqjVXWQmYFrJJ/bt5R+j/u4dpzP\ne6zHteP0e6zHteP0e9zHtb1V9Uzz45eZeRoDwGUsY1xr+wuvT6+qaYBmMDp99gZJ3gzc0zzJflzM\n7vdagCSnAL8NbGeOgWsMzPd5/zhAktua0y/XrVSBQzLn5w18GvgO8A3gIHBDVf3HilTYrtkPSz7U\ntE2MMR3X5pTkZMZ7XJvPuI9r85mkce1qnpu9Xda4ttKP7X3eXwFJXgXsAF6/MuW05lhq3gZ8pKq+\n08xKjvsAdezzXgVcyMxU9GHgr5N8tar+ZsUqG65jn/drgaPAOuClwN8l2dv8laQxNUHj2jFTTNa4\ndsykjWvHbGQCxrUk7wOOVNWf9HOctkPXdJK1VTWdZB3w5LEVSdYDfw78xrh9WMzf79cCb0ryIeA0\n4PtJvltVO1es0sGar9+PA39bVU8DJPkccAEwLoPTfP3+VeC2Zqr6qSRfYmaAPrhCdbblEHBmz88/\n8LDkcTXm49p8xn1cm8+4j2vzeQtjPq4luQp4A/ALPc3LGteGfXoxPP+vnD3MXFAKcCVwK0CSlwB/\nCbynqr485JrasKh+V9XPVdUrquoVwO8BvzPiA9Oi+g3cDvxUkjVJVgE/D+xrq8ghOF6/r+K5fj9K\n84+2OQXzs8DXW6lwOGb3e/a6Y/YAVyRZneRs4BzgrmEXN0SL6ndm7lod53Ft9jpgIsa12euOGfdx\nbfa6Y8Z6XEtyCXAdcFlVfa9nu+WNa1U1lBfwSeDfmLmo7lHgt5j5q2cv8DAzdwS8pNn2fcC3gHuA\ne5v/fdmwahvmayn9nrXfNuDdK11/W/1m5q+jB4H7gR0rXX8b/QZOBnY3/X5wDD/vy5m5xuG7zFzf\n8Vc9228F/gnYD2xa6frb6PcEjGvzft49+43juHa83/NxHtfm+z0f93HtAPBI8+/3HmBnz/ZLHtd8\nOKokSVIL2r57UZIkaSIZuiRJklpg6JIkSWqBoUuSJKkFhi5JkqQWGLokSZJaYOiSJElqgaFLkiSp\nBYYuSZKkFhi6JEmSWmDokiRJaoGhS5IkqQWGLkmSpBYYuiRJklpg6JIkSWqBoUuSJKkFhi5JkqQW\nLBi6kqxPcmeSh5I8kOSdTftpSe5I8nCS25Oc2rPP1iQHkuxPsmmYHZAkSRoFqarjb5CsA9ZV1X1J\nTgH+AdgM/Bbwf6vqQ0neA5xWVdcnOQ/4BPDfgPXAXuCVtdAbSZIkjbEFZ7qq6omquq9Z/jawn5kw\ntRnY1Wy2C7i8Wb4MuKWqjlbVQeAAsHHAdUuSJI2UJV3TleTHgPOBLwNrq2oaZoIZcHqz2RnAYz27\nHWraJEmSJtaqxW7YnFr8NPCuqvp2ktmnC5d0+nCO/SVJkk5YVZV+9l/UTFeSVcwEro9X1a1N83SS\ntc36dcCTTfsh4Mye3dc3bT+gqibutW3bthWvwX7b74nvNzz3mqR+T+rnbb/t9wBeg7DY04t/COyr\nqt/vadsDXNUsXwnc2tN+RZLVSc4GzgHuGkCtkiRJI2vB04tJLgR+DXggyb3M/HH4XuCDwO4kVwOP\nAFsAqmpfkt3APuAIcE0NKiJKkiSNqAVDV1V9CXjBPKsvmmefHcCOPuoaW51OZ6VLWBH2e7LY78li\nvyfLpPZ7EBZ8TtfQ3jhxAkzSykjPtbCOQ5IWIQnVxoX0kiRJ6o+hS9JEO3z46IruL2lyLPo5XZI0\njtasWUVyw7L3r7p2gNVIGmfOdEmSJLXA0CVJktQCQ5ckSVILDF2SJEktMHRJkiS1wNAlSZLUAkOX\nJElSCwxdkiRJLTB0SZIktcDQJUmS1AJDl6QV4/ceSpokfveipBXj9x5KmiTOdEmSJLXA0CVJktQC\nQ5ckSVILDF2SRpYX0ksaJV5IL2lkLfdC/BpCLZK0EGe6JEmSWmDokiRJaoGhS5IkqQWGLkmSpBYY\nuiRphfl1SNJk8O5FSVphfh2SNBmc6ZIkSWqBoUvSsnhKTJKWxtOLkpbFU2KStDTOdEmSJLXA0CVJ\nktQCQ5ckSVILDF2SJEktMHRJkiS1wNAlSZLUggVDV5Kbkkwnub+nbVuSx5Pc07wu6Vm3NcmBJPuT\nbBpW4ZIkSaNkMTNdNwMXz9F+Y1Vd0LxuA0iyAdgCbAAuBXYmycCqlSRJGlELhq6q+iLw9Byr5gpT\nm4FbqupoVR0EDgAb+6pQkiRpDPRzTdc7ktyX5GNJTm3azgAe69nmUNMmSZI00Zb7NUA7gfdXVSX5\nAPBh4K1LPcjU1NSzy51Oh06ns8xyJEmSBqfb7dLtdgd6zGWFrqp6qufHjwKfbZYPAWf2rFvftM2p\nN3RJ0qg6fPgoa9b4VbbSOJk9GbR9+/a+j7nYUSL0XMOVZF1VPdH8+EbgwWZ5D/CJJB9h5rTiOcBd\nfVcpSScwv/xb0mIsGLqSfBLoAC9N8iiwDXhdkvOBZ4CDwNsBqmpfkt3APuAIcE1V1XBKlyRJGh0L\nhq6qessczTcfZ/sdwI5+ipIkSRo3PpFekiSpBYYuSZKkFhi6JEmSWmDokiRJaoGhS5IkqQWGLkmS\npBYYuiRJklpg6JIkSWqBoUuSJKkFhi5JkqQWGLokSZJaYOiSJElqgaFLkiSpBYYuaQQdPnx0RfeX\nJC3dqpUuQNLSrVmziuSGZe9fde0Aq5EkLYYzXZIkSS0wdEmSJLXA0CVJktQCQ5ckSVILDF2SNAa8\no1U68Xn3oiSNAe9olU58znRJkiS1wNAlSZLUAkOXJElSCwxdkiRJLTB0SZIktcDQJU0gHy8gSe3z\nkRHSBPLxApLUPme6JEmSWmDokiRJaoGhS5IkqQWGLkmSpBYYuiRJklpg6JIkSWqBoUuSJKkFC4au\nJDclmU5yf0/baUnuSPJwktuTnNqzbmuSA0n2J9k0rMIlSZJGyWJmum4GLp7Vdj2wt6rOBe4EtgIk\nOQ/YAmwALgV2JsngypUkSRpNC4auqvoi8PSs5s3ArmZ5F3B5s3wZcEtVHa2qg8ABYONgSpUkSRpd\ny72m6/SqmgaoqieA05v2M4DHerY71LRJkiRNtEF992ItZ6epqalnlzudDp1OZ0DlSJIkLV+326Xb\n7Q70mMsNXdNJ1lbVdJJ1wJNN+yHgzJ7t1jdtc+oNXZIkSSeK2ZNB27dv7/uYiz29mOZ1zB7gqmb5\nSuDWnvYrkqxOcjZwDnBX31VKkiSNuAVnupJ8EugAL03yKLAN+F3gT5NcDTzCzB2LVNW+JLuBfcAR\n4JqqWtapR0mSpHGyYOiqqrfMs+qiebbfAezopyhJkqRx4xPpJUkcPnz0hDiGNM4GdfeiJGmErVmz\niuSGvo5Rde2AqpHGkzNdkiRJLTB0SS3r9xSMp3AkaTR5elFqWb+ncTyFI0mjyZkuSZKkFhi6JEmS\nWmDokiRJaoGhS5I0EN4kIh2fF9JLkgbCm0Sk43OmS5IkqQWGLkmSpBYYuiRJklpg6JIkSWqBoUuS\nJKkFhi5JkqQWGLokSZJaYOiSJElqgaFLkiSpBYYuSZKkFhi6JEmSWmDokiRJaoGhS5IkqQWGLkmS\npBYYuiRJklpg6JIkSWqBoUuSJKkFhi5JkqQWGLokSZJaYOiSJElqgaFLkiSpBYYuaQkOHz66ovtL\nkkbXqpUuQBola9asIrlh2ftXXTvAaiRJo8SZLknSCcPZZI0zZ7okSScMZ5M1zvoKXUkOAt8EngGO\nVNXGJKcBnwJeDhwEtlTVN/usU5IkaaT1e3rxGaBTVa+pqo1N2/XA3qo6F7gT2Nrne0iSJI28fkNX\n5jjGZmBXs7wLuLzP95AkSRp5/YauAj6f5O4kb23a1lbVNEBVPQGc3ud7SAPjRbaSpJXS74X0F1bV\nN5L8CHBHkoeZCWK9Zv/8rKmpqWeXO50OnU6nz3Kk4/MiXUnSYnS7Xbrd7kCP2VfoqqpvNP/7VJK/\nADYC00nWVtV0knXAk/Pt3xu6JEmSThSzJ4O2b9/e9zGXfXoxyYuSnNIsnwxsAh4A9gBXNZtdCdza\nZ42SJEkjr5+ZrrXAZ5JUc5xPVNUdSb4K7E5yNfAIsGUAdUqSJI20ZYeuqvpX4Pw52v8duKifoiRJ\nksaNXwMkSZLUAkOXJElSCwxdkiRJLTB0SZLGxiAegOxDlDUs/T4cVZKkE0a/D0AGH4Ks4XGmS5Ik\nqQWGLkmSpBYYuiRJklpg6JIkSWqBoUsjo987irwjSZK0krx7USOj37uSvCNJkrSSnOmSJElqgaFL\nkiSpBYYuSZKkFhi6JEmSWmDokiSph3dKa1i8e1GSpB7eKa1hcaZLkiSpBYYuSZKkFhi6JEmSWmDo\nkiRJaoGhS5IkqQWGLkmSpBYYuiRJGjCf9aW5+JwuSZIGzGd9aS7OdEmSJLXA0KVWONUuSZp0nl5U\nK5xqlyRNgAzHAAAGCklEQVRNOme6JEmSWmDokiRJaoGhS5IkqQWGLkmSpBYYuiRJklpg6JIk6QTj\nY3bGk4+MmACHDx9lzZrlf9T97i9JWppBPGbHsf/E4/+bE8BnZEnS5HHsP/EM7fRikkuSfD3JPyZ5\nz7DeZ9R0u92VLmFZ+p2qHtV+9++fV7qAFWK/J4v9niSTO573bygzXUlOAv4A+B/AvwF3J7m1qr4+\njPcbJd1ul06ns+jtT5Tp4X7/Ytq27dvAKX3XMXr+GfivK13ECrDfk8V+T5Kl/ndMzxnW6cWNwIGq\negQgyS3AZmDiQ9dSOT0sSRpVJ8rEwYliWD05A3is5+fHmQliE2fcfmEkSZOj3/+GOXHwfKmqwR80\neRNwcVW9rfn514GNVfXOnm0G/8aSJElDUlXpZ/9hTcEcAs7q+Xl90/asfguXJEkaJcO6e/Fu4Jwk\nL0+yGrgC2DOk95IkSTrhDWWmq6q+n+QdwB3MBLubqmr/MN5LkiRpFAzlmi5JkiQ93zAfjnpTkukk\n9/e0nZbkjiQPJ7k9yalN+0VJvprka0nuTvK6YdU1bEvpd8/6s5J8K8m72694MJba7ySvTvL3SR5s\nPvfVK1N5f5b4e74qyR8luT/JQ0muX7nK+zNPv9/cfJ7fT3LBrO23JjmQZH+STe1XPBhL6fcEjGvz\nft7N+nEd1473ez7O49p8v+fjPq59qBm37kvyZ0le3LNuyePaML/w+mbg4llt1wN7q+pc4E5ga9P+\nFPBLVfXTwFXAx4dY17Atpd/HfBj4XAu1DdOi+53kBcx8xm+rqp8EOsCR9kodqKV83r8CrK6qVwM/\nA7w9yVmMprn6/QDwy8AXehuTbAC2ABuAS4GdSUb1RppF95vxH9fm6/cx4zquzfd7Pu7j2nyf97iP\na3cAr6qq84EDPPffsfNYxrg2tNBVVV8Enp7VvBnY1SzvAi5vtv1aVT3RLD8ErEnyQ8OqbZiW0m+A\nJJuBfwEeaqXAIVlivzcBX6uqB5t9n64RPc+9xH4XcHIzOL8I+B7wn23UOWhz9buqHq6qA8DsgWcz\ncEtVHa2qg8wMXCP53L6l9Hvcx7XjfN5jPa4dp99jPa4dp9/jPq7trapnmh+/zMzTGAAuYxnj2jBn\nuuZyelVNAzSD0emzN0jyZuCeqhrVvxDmMrvfawGSnAL8NrCdOQauMTDf5/3jAElua06/XLdSBQ7J\nnJ838GngO8A3gIPADVX1HytSYbtmPyz5UNM2McZ0XJtTkpMZ73FtPuM+rs1nksa1q3lu9nZZ49pK\nPyr9eX8FJHkVsAN4/cqU05pjqXkb8JGq+k4zKznuA9Sxz3sVcCEzU9GHgb9O8tWq+psVq2y4jn3e\nrwWOAuuAlwJ/l2Rv81eSxtQEjWvHTDFZ49oxkzauHbORCRjXkrwPOFJVf9LPcdoOXdNJ1lbVdJJ1\nwJPHViRZD/w58Bvj9mExf79fC7wpyYeA04DvJ/luVe1csUoHa75+Pw78bVU9DZDkc8AFwLgMTvP1\n+1eB25qp6qeSfImZAfrgCtXZlkPAmT0//8DDksfVmI9r8xn3cW0+4z6uzectjPm4luQq4A3AL/Q0\nL2tcG/bpxfD8v3L2MHNBKcCVwK0ASV4C/CXwnqr68pBrasOi+l1VP1dVr6iqVwC/B/zOiA9Mi+o3\ncDvwU0nWJFkF/Dywr60ih+B4/b6K5/r9KM0/2uYUzM8y2l8CP7vfs9cdswe4IsnqJGcD5wB3Dbu4\nIVpUvzNz1+o4j2uz1wETMa7NXnfMuI9rs9cdM9bjWpJLgOuAy6rqez3bLW9cq6qhvIBPAv/GzEV1\njwK/xcxfPXuBh5m5I+AlzbbvA74F3APc2/zvy4ZV2zBfS+n3rP22Ae9e6frb6jczfx09CNwP7Fjp\n+tvoN3AysLvp94Nj+Hlfzsw1Dt9l5vqOv+rZfivwT8B+YNNK199GvydgXJv38+7ZbxzHteP9no/z\nuDbf7/m4j2sHgEeaf7/3ADt7tl/yuObDUSVJklrQ9t2LkiRJE8nQJUmS1AJDlyRJUgsMXZIkSS0w\ndEmSJLXA0CVJktQCQ5ckSVIL/j/MsdKy3lNNSQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run -i nt_solutions/denoisingadv_9_sure/exo4" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 5__\n", "\n", "Compute, for a single realization $f=f_0+w$, the evolution\n", "of\n", "\n", "$$ E(\\la) = \\text{SURE}_\\la(f) \\qandq E_0(\\lambda) = \\norm{f-h_\\la(f)}^2 $$\n", "as a function of $\\lambda$." ] }, { "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": [ "# run -i nt_solutions/denoisingadv_9_sure/exo5\n", "include(\"Exos\\\\denoisingadv_9_sure\\\\exo5.jl\")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 6__\n", "\n", "Display the best denoising result $h_{\\la^*}(f)$\n", "where\n", "$$\\la^* = \\uargmin{\\la} \\text{SURE}_\\la(f) $$" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SNR = 19.7 dB" ] }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# run -i nt_solutions/denoisingadv_9_sure/exo6\n", "include(\"Exos\\\\denoisingadv_9_sure\\\\exo6.jl\")\n", "#The problem here is also a wavelet problem, the argument h of snr funtion is calculated using W and Ws which use perform_wavelet_transf" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Block-soft Thresholding SURE\n", "----------------------------\n", "To improve the result of soft thresholding, it is possible to threshold\n", "blocks of coefficients.\n", "\n", "\n", "We define a partition $ \\{1,\\ldots,N\\} = \\cup_k b_k $ of the set of wavelet\n", "coefficient indexes. The block thresholding is defined as\n", "\n", "$$ h_\\la(f) = \\sum_k \\sum_{m \\in b_k} a_\\la( e_k ) \\dotp{f}{\\psi_m} \\psi_m\n", " \\qwhereq\n", " e_k = \\sum_{m \\in b_k} \\abs{\\dotp{f}{\\psi_m}}^2,\n", "$$\n", "where we use the James-Stein attenuation threshold\n", "$$\n", " a_\\la(e) = \\max\\pa{ 0, 1 - \\frac{\\la^2}{e^2} }.\n", "$$\n", "\n", "\n", "The block size $q$." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "q = 4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A function to extract blocks." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition ndgrid(AbstractArray{T<:Any, 1" ] }, { "data": { "text/plain": [ "(::#49) (generic function with 1 method)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "}) 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": [ "#[X,Y,dX,dY] = np.meshgrid(np.arange(1,n-q+2,q),np.arange(1,n-q+2,q),np.arange(0,q),np.arange(0,q))\n", "# (X, Y) = meshgrid(1:q:n-q+1, 1:q:n-q+1)\n", "# (dX, dY) = meshgrid(0:q-1, 0:q-1)\n", "\n", "# dX = repeat(reshape(dX, (1, 1, q, q)), inner = [size(X)[1], size(X)[2], 1, 1])\n", "# dY = repeat(reshape(dY, (1, 1, q, q)), inner = [size(Y)[1], size(Y)[2], 1, 1])\n", "\n", "# X = repeat(X, inner = [1, 1, q, q])\n", "# Y = repeat(Y, inner = [1, 1, q, q])\n", "\n", "# I = X + dX + (Y + dY - 1)*n\n", "\n", "\n", "# for i in 1:div(n, q)\n", "# for j in 1:div(n, q)\n", "# I[i,j] = transpose(I[i,j])\n", "# end\n", "# end\n", " \n", "# blocks = fw -> fw[I]\n", "\n", "include(\"ndgrid.jl\")\n", "\n", "(X, Y, dX, dY) = ndgrid(1:q:n-q+1, 1:q:n-q+1, 0:q-1, 0:q-1)\n", "# I = X + dX + (Y + dY - 1).*n\n", "# I\n", "\n", "for i in 1:Base.div(n, q)\n", " for j in Base.div(n, q)\n", " I[i,j, :, :] = transpose(I[i,j, :, :])\n", " end\n", "end\n", "\n", "\n", "blocks = fw -> fw[I]\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A function to reconstruct an image from blocks." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#51) (generic function with 1 method)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "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", "unblock = H -> assign(zeros(n,n), I, H)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the average energy of each block, and duplicate." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition energy(Any) in module Main at In[37]:2 overwritten at In[47]:2" ] }, { "data": { "text/plain": [ "energy (generic function with 1 method)" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ ".\n" ] } ], "source": [ "function energy(H)\n", " H_tmp = copy(H)\n", " for i in 1:Base.div(n, q)\n", " for j in 1:Base.div(n, q)\n", "# H_tmp[i][j] = np.mean(H_tmp[i][j]**2)*np.ones([q,q])\n", " H_tmp[i, j, :, :] = mean(H_tmp[i, j, :, :].^2).*ones(q, q)\n", " end\n", " end\n", " return H_tmp\n", "end" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Threshold the blocks. We use here a Stein block thresholding.\n", "All values within a block are atenuated by the same factor." ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#57) (generic function with 1 method)" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# S = (H, lambd) -> max(1-lambd^2/energy(H), zeros(shape(H)))*H\n", "S = (H,lambda) -> max(1 - lambda^2 ./ energy(H), 0) .* H" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Block thresholding estimator $h_\\lambda(f)$." ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#59) (generic function with 1 method)" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "h = (f, lambd) -> Ws(unblock(S(blocks(W(f)), lambd)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Example of block denoising." ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lambd = 1.1*sigma\n", "\n", "figure(figsize = (5, 5))\n", "imageplot(clamP(h(f, lambd)))\n", "# h(f, lambd)\n", "# S(blocks(W(f)), lambd)\n", "# energy(blocks(W(f)))\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the block-thresholding operates in a block diagonal manner over the\n", "wavelet coefficients, it degree of freedom is a sum of the divergence of\n", "each block James-Stein operator\n", "$$\n", " \\text{df}(f) = \\sum_{ e_k > \\la^2 } \\text{tr}( \\partial \\phi (a_k) )\n", "$$\n", "where $ a_k = (\\dotp{f}{\\psi_m})_{m \\in b_k} $ is the set of coefficients\n", "inside a block, that satisfies $\\norm{a_k}=e_k$, and\n", "where\n", "$$ \\phi(a) = \\pa{ 1 - \\frac{\\la^2}{\\norm{a}^2} } a. $$\n", "One can compute explicitely the derivative of $\\phi$\n", "$$ \\partial \\phi(a) = \\pa{ 1 - \\frac{\\la^2}{\\norm{a}^2} } \\text{Id} + 2 \\frac{\\la^2}{\\norm{a}^2} \\Pi_a $$\n", "where $\\Pi_a$ is the orthogonal projector on $a$.\n", "\n", "\n", "This gives the folowing formula for the degree of freedom\n", "$$\n", " \\text{df}(f) = \\norm{\\Ww(h_\\la(f))}_0\n", "+ \\sum_{ e_k > \\la^2 }\n", " \\frac{\\la^2}{e_k} (2-\\abs{b_k}).\n", "$$\n", "One can note that the degree of freedom differs from the one of the soft thresholding\n", "(it is not in general an integer)." ] } ], "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 }