{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# Gradient Descent Methods" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "This tour explores the use of gradient descent method for unconstrained and constrained optimization of a smooth function" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_python/) for details about how to install the toolboxes.\n", "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\pd}[2]{ \\frac{ \\partial #1}{\\partial #2} }$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\qandq}{\\quad\\text{and}\\quad}$\n", "$\\newcommand{\\qwhereq}{\\quad\\text{where}\\quad}$\n", "$\\newcommand{\\qifq}{ \\quad \\text{if} \\quad }$\n", "$\\newcommand{\\ZZ}{\\mathbb{Z}}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Nn}{\\mathcal{N}}$\n", "$\\newcommand{\\Hh}{\\mathcal{H}}$\n", "$\\newcommand{\\Bb}{\\mathcal{B}}$\n", "$\\newcommand{\\EE}{\\mathbb{E}}$\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", "$\\newcommand{\\al}{\\alpha}$\n", "$\\newcommand{\\la}{\\lambda}$\n", "$\\newcommand{\\ga}{\\gamma}$\n", "$\\newcommand{\\Ga}{\\Gamma}$\n", "$\\newcommand{\\La}{\\Lambda}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Si}{\\Sigma}$\n", "$\\newcommand{\\be}{\\beta}$\n", "$\\newcommand{\\de}{\\delta}$\n", "$\\newcommand{\\De}{\\Delta}$\n", "$\\newcommand{\\phi}{\\varphi}$\n", "$\\newcommand{\\th}{\\theta}$\n", "$\\newcommand{\\om}{\\omega}$\n", "$\\newcommand{\\Om}{\\Omega}$\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition ndgrid(AbstractArray{T<:Any, 1}) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:3 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:3.\n", "WARNING: Method definition ndgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:6 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:6.\n", "WARNING: Method definition ndgrid_fill(Any, Any, Any, Any) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:13 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:13.\n", "WARNING: Method definition ndgrid(AbstractArray{#T<:Any, 1}...) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:19 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:19.\n", "WARNING: Method definition meshgrid(AbstractArray{T<:Any, 1}) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:33 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:33.\n", "WARNING: Method definition meshgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:36 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:36.\n", "WARNING: Method definition meshgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:44 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:44.\n" ] } ], "source": [ "using PyPlot\n", "using NtToolBox\n", "# using Autoreload\n", "# arequire(\"NtToolBox\")" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Gradient Descent for Unconstrained Problems" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We consider the problem of finding a minimum of a function $f$, hence solving\n", "$$\\umin{x \\in \\RR^d} f(x)$$\n", "where $f : \\RR^d \\rightarrow \\RR$ is a smooth function.\n", "\n", "Note that the minimum is not necessarily unique.\n", "In the general case, $f$ might exhibit local minima, in which case the proposed algorithms is not expected to find a global minimizer of the problem.\n", "In this tour, we restrict our attention to convex function, so that the methods will converge to a global minimizer.\n", "\n", "The simplest method is the gradient descent, that computes\n", "$$ x^{(k+1)} = x^{(k)} - \\tau_k \\nabla f(x^{(k)}), $$\n", "where $\\tau_k>0$ is a step size, and $\\nabla f(x) \\in \\RR^d$ is the gradient of $f$ at the point $x$, and $x^{(0)} \\in \\RR^d$ is any initial point.\n", "\n", "In the convex case, if $f$ is of class $C^2$, in order to ensure convergence, the step size should satisfy\n", "$$ 0 < \\tau_k < \\frac{2}{ \\sup_x \\norm{Hf(x)} } $$\n", "where $Hf(x) \\in \\RR^{d \\times d}$ is the Hessian of $f$ at $x$ and $\\norm{\\cdot}$ is the spectral operator norm (largest eigenvalue). " ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Gradient Descent in 2-D" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We consider a simple problem, corresponding to the minimization of a 2-D quadratic form\n", "$$ f(x) = \\frac{1}{2} \\pa{ x_1^2 + \\eta x_2^2 } ,$$\n", "where $\\eta>0$ controls the anisotropy, and hence the difficulty, of the problem." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Anisotropy parameter $\\eta$." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "eta = 10;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Function $f$." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "f = x -> ( x[1,1]^2 + eta*x[2, 1]^2 ) / 2;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Background image of the function." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "include(\"NtToolBox/src/ndgrid.jl\")\n", "t = linspace(-.7,.7,101)\n", "(u, v) = meshgrid(t,t)\n", "F = ( u .^ 2 + eta .* v .^ 2 ) ./ 2;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the function as a 2-D image." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "contourf(t, t, F, 35)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Gradient." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "GradF = x -> [[x[1, 1]],[eta.*x[2, 1]]];" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The step size should satisfy $\\tau_k < 2/\\eta$.\n", "We use here a constant step size." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "tau = 1.8/eta;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "_Exercice 1:_\n", "Perform the gradient descent using a fixed step size $\\tau_k=\\tau$.\n", "Display the decay of the energy $f(x^{(k)})$ through the iteration.\n", "Save the iterates so that |X(:,k)| corresponds to $x^{(k)}$." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the iterations." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "#contourf(t,t,Jmesh,35)\n", "#plot(X[0,:], X[1,:], 'k.-')" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the iteration for several different step sizes." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Gradient and Divergence of Images" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Local differential operators like gradient, divergence and laplacian are the building blocks for variational image processing." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Load an image $x_0 \\in \\RR^N$ of $N=n \\times n$ pixels." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "n = 256\n", "name = \"NtToolBox/src/data/lena.png\"\n", "x0 = load_image(name, n);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display it." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(x0)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "For a continuous function $g$, the gradient reads\n", "$$\\nabla g(s) = \\pa{ \\pd{g(s)}{s_1}, \\pd{g(s)}{s_2} } \\in \\RR^2.$$\n", "(note that here, the variable $d$ denotes the 2-D spacial position).\n", "\n", "We discretize this differential operator on a discrete image $x \\in \\RR^N$ using first order finite differences. \n", "$$(\\nabla x)_i = ( x_{i_1,i_2}-x_{i_1-1,i_2}, x_{i_1,i_2}-x_{i_1,i_2-1} ) \\in \\RR^2.$$\n", "Note that for simplity we use periodic boundary conditions." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Compute its gradient, using finite differences." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "grad = x -> cat(3, x - [x[end, :]'; x[1:end-1, :]], x - [x[:, end] x[:,1:end-1]]);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "One thus has $\\nabla : \\RR^N \\mapsto \\RR^{N \\times 2}.$" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "v = grad(x0);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "One can display each of its components." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imageplot(v[:,:,1], L\"\\frac{d}{dx}\", (1,2,1))\n", "imageplot(v[:,:,2], L\"\\frac{d}{dy}\", (1,2,2))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "One can display its magnitude $\\norm{(\\nabla x)_i}$, which is large near edges." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(sqrt(sum(v .* v, 3))[:, :])" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The divergence operator maps vector field to images. \n", "For continuous vector fields \\(v(s) \\in \\RR^2\\), it is defined as\n", "$$\\text{div}(v)(s) = \\pd{v_1(s)}{s_1} + \\pd{v_2(s)}{s_2} \\in \\RR.$$\n", "(note that here, the variable \\(s\\) denotes the 2-D spacial position).\n", "It is minus the adjoint of the gadient, i.e. $\\text{div} = - \\nabla^*$.\n", "\n", "It is discretized, for $v=(v^1,v^2)$ as\n", "$$\\text{div}(v)_i = v^1_{i_1+1,i_2} - v^1_{i_1,i_2} + v^2_{i_1,i_2+1} - v^2_{i_1,i_2} .$$" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "diiv = v -> [v[2:end, :, 1]; v[1, :, 1]'] - v[:, :, 1] + [v[:, 2:end, 2] v[:, 1, 2]] - v[:, :, 2]; # Pour ne pas avoir conflit avec la fonction div de Julia." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The Laplacian operatore is defined as $\\Delta=\\text{div} \\circ \\nabla = -\\nabla^* \\circ \\nabla$.\n", "It is thus a negative symmetric operator." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "delta = x -> diiv(grad(x));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display $\\Delta x_0$." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(delta(x0))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Check that the relation $\\norm{\\nabla x} = - \\dotp{\\Delta x}{x}.$" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Should be 0:\n", "0.0" ] } ], "source": [ "print(\"Should be 0:\\n\", sum(grad(x0) .* grad(x0)) + sum(delta(x0) .* x0) )" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Gradient Descent in Image Processing" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We consider now the problem of denoising an image $y \\in \\RR^d$ where $d = n \\times n$ is the number of pixels ($n$ being the number of rows/columns in the image)." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Add noise to the original image, to simulate a noisy image." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "sigma = 0.1\n", "y = x0 + sigma .* randn(n,n);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the noisy image $y$." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(clamP(y))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Denoising is obtained by minimizing the following functional\n", "$$\\umin{x \\in \\RR^d} f(x) = \\frac{1}{2} \\norm{y-x}^2 + \\la J_\\epsilon(x)$$\n", "where $J_\\epsilon(x)$ is a smoothed total variation of the image.\n", "$$J_\\epsilon(x) = \\sum_i \\norm{ (G x)_i }_{\\epsilon}$$\n", "where $(Gx)_i \\in \\RR^2$ is an approximation of the gradient of $x$ at pixel $i$ and for $u \\in \\RR^2$, we use the following smoothing of the $L^2$ norm in $\\RR^2$\n", "$$\\norm{u}_\\epsilon = \\sqrt{ \\epsilon^2 + \\norm{u}^2 },$$\n", "for a small value of $\\epsilon>0$.\n", "\n", "The gradient of the functional read\n", "$$\\nabla f(x) = x-y + \\lambda \\nabla J_\\epsilon(x)$$\n", "where the gradient of the smoothed TV norm is\n", "$$\\nabla J_\\epsilon(x)_i = G^*( u ) \\qwhereq u_i = \\frac{ (G x)_i }{\\norm{ (G x)_i }_\\epsilon} $$\n", "where $G^*$ is the adjoint operator of $G$ which corresponds to minus a discretized divergence" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Value for $\\lambda$." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "la = 0.3 / 5;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Value for $\\epsilon$." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "epsilon = 1e-3;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "TV norm." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "norm_eps = u -> sqrt(eps^2 + sum(u .* u, 3))\n", "J = x -> sum(sum(norm_eps(grad(x))));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Function $f$ to minimize." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "f = x -> 1/2 ^ norm(x - y)^2 + la .* J(x);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Gradient of $J_\\epsilon$. Note that |div| implement $-G^*$." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "normalize_vec = (u, epsilon) -> u ./ repeat(reshape(NormEps(u,epsilon), (1, 1, 2)), inner = [size(NormEps(u,epsilon))[1], size(NormEps(u,epsilon))[2], 1])\n", "gradTV = x -> - divergence(normalize_vec(grad(x)));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Gradient of the functional." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "Gradf = x -> x - y + la .* gradTV(x);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The step size should satisfy\n", "$$0 < \\tau_k < \\frac{2}{ 1 + 4 \\lambda / \\epsilon }.$$\n", "Here we use a slightly larger step size, which still work in practice." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "tau = 1.8/( 1 + la*8/epsilon )\n", "tau = tau*4;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "_Exercice 3:_\n", "Implement the gradient descent. Monitor the decay of $f$ through the iterations." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the resulting denoised image." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "#imageplot(clamp(x))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Constrained Optimization Using Projected Gradient Descent" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We consider a linear imaging operator $\\Phi : x \\mapsto \\Phi(x)$ that maps high resolution images to low dimensional observations.\n", "Here we consider a pixel masking operator, that is diagonal over the spacial domain." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "To emphasis the effect of the TV functional, we use a simple geometric image." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "n = 64\n", "radius = 0.6\n", "t = linspace(-1,1,n)\n", "(Y,X) = meshgrid(t,t)\n", "x0 = (max( abs(X), abs(Y) ) .< radius) .* 1.0;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We consider here the inpainting problem.\n", "This simply corresponds to a masking operator.\n", "Here we remove the central part of the image." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "a = 4\n", "Lambda = ones(n, n)\n", "Lambda[Int(n/2) - a : Int(n/2) + a, :] = 0;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Masking operator $\\Phi$.\n", "Note that it is symmetric, i.e. $\\Phi^*=\\Phi$." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "Phi = x -> x .* Lambda\n", "PhiS = Phi;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Noiseless observations $y=\\Phi x_0$." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "y = Phi(x0);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imageplot(x0, \"Original\", (1,2,1))\n", "imageplot(y, \"Damaged\", (1,2,2))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We want to solve the noiseless inverse problem $y=\\Phi f$ using a total variation regularization:\n", "$$\\umin{ y=\\Phi x } J_\\epsilon(x).$$\n", "We use the following projected gradient descent\n", "$$x^{(k+1)} = \\text{Proj}_{\\Hh}( x^{(k)} - \\tau_k \\nabla J_{\\epsilon}(x^{(k)}) )$$\n", "where $\\text{Proj}_{\\Hh}$ is the orthogonal projection on the set of linear constraint $\\Phi x = y$, and is easy to compute for inpainting" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "ProjH = x -> x + PhiS( y - Phi(x) );" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "_Exercice 4:_\n", "Display the evolution of the inpainting process." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "_Exercice 5:_\n", "Try with several values of $\\epsilon$." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] } ], "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 }