{ "cells": [ { "cell_type": "markdown", "metadata": { "ein.tags": "worksheet-0", "slideshow": { "slide_type": "-" } }, "source": [ "# The PO algorithm, a python illustration\n", "\n", "This notebook is an illustration of the Perturbation-Optimisation algorithm (PO). The PO algorithm simulates large non-centered non-stationary Gaussian samples when the precision $Q \\in R^{N \\times N}$ (inverse covariance) writes\n", "\$$\n", "Q = \\sum_{k=1}^K H_k^t R_k^{-1} H_k\n", "\$$\n", "often found in inverse problems (deconvolution, super-resolution, tomography, ...). For doing so, the algorithm supposes that\n", "\n", "1. you can easily simulate centered gaussian law with covariance $R$ (when $R$ is diagonal for instance)\n", "2. you can run a quadratic optimization algorithm (a conjugate gradient for instance) or a linear solver.\n", "\n", "We suppose that the reader has sufficient knowledge of what is deconvolution, inverse problems or the problem of stochastic simulation of large and correlated Gaussian law. \n", "\n", "This notebook illustrates this algorithm on a deconvolution problem with python and the numpy/scipy stack only (and matplotlib for display). No extra dependencies are required. **We do not go into details and many aspects can be extended, detailed, optimized, etc. This is postponed to other work.**\n", "\n", "For more details on linear solver, optimization algorithm and MCMC algorithm we refer the reader to\n", "\n", "- *Iterative Methods for Sparse Linear Systems* by Yousef Saad (free)\n", "- *Numerical Optimization* by Stephen J. Wright and J. Nocedal\n", "- *Monte Carlo Statistical Methods* by Christian Robert, Christian and George Casella\n", "- *Probabilistic Programming & Bayesian Methods for Hackers* by Cam Davidson-Pilon (free)\n", "\n", "This notebook has been written by *F. Orieux*, assistant professor at University Paris-Saclay, associated with the Laboratory of Signal and System (L2S, Univ. Paris-Saclay - CNRS - CentraleSupélec), with help from Olivier Féron (EDF Lab) and Jean-François Giovannelli (IMS - Univ. Bordeaux). If you use any part of this work, please mention it. Static html and pdf version are available in the same [github](https://github.com/orieux/notebooks) repository.\n", "\n", "## Publication\n", "\n", "The PO algorithm has been published in\n", "\n", "[1] François Orieux, Olivier Féron and Jean-François Giovannelli, **Sampling High-Dimensional Gaussian Distributions for General Linear Inverse Problems**, IEEE Signal Processing Letters, may, 2012. [[doi](https://doi.org/10.1109/LSP.2012.2189104)]\n", "\n", "@Article{orieux2012,\n", " title = {Sampling high-dimensional Gaussian distributions\n", " for general linear inverse problems},\n", " author = {François Orieux and Olivier Féron and Jean-François Giovannelli},\n", " journaltitle = {IEEE Signal Processing Letters},\n", " year = {2012},\n", " date = {05-2012},\n", " number = {5},\n", " pages = {251--254},\n", " volume = {19},\n", " doi = {10.1109/LSP.2012.2189104},\n", " keywords = {Bayesian, high-dimensional sampling, inverse problem, \n", " stochastic sampling, unsupervised}\n", "}\n", "\n", "It has been however published many times in the literature with different presentation, variation or extention. We can mention\n", "\n", "- [2] Lalanne, P.; Prévost, D. & Chavel, P. - *Stochastic artificial retinas: algorithm, optoelectronic circuits, and implementation* - Applied Optics, 2001, 40\n", "- [3] Tan, X.; Li, J. & Stoica, P. - *Efficient sparse Bayesian learning via Gibbs sampling* - ICASSP, IEEE, 2010.\n", "- [4] Bardsley *et. al*, *Randomize-Then-Optimize : A Method for Sampling from Posterior Distributions in Nonlinear Inverse Problems*, 2017\n", "- [5] Gilavert, C.; Moussaoui, S. & Idier, J. - *Efficient Gaussian Sampling for Solving Large-Scale Inverse Problems Using MCMC* - IEEE Transactions on Signal Processing, 2015.\n", "\n", "Nevertheless, this notebook illustrates the PO algorithm as described in [1] but on deconvolution, a simpler to code problem, instead of super-resolution.\n", "\n", "## Deconvolution\n", "\n", "The deconvolution imaging problem suppose a blurred image $y \\in R^M$ from which you want a deblurred version $\\hat{x} \\in R^N$. Images have not the same size and we will not suppose the periodic hypothesis. Fourier transform is therefor not permitted (this is not exactly true and another notebook will explain that more in detail). Then, the model is linear and not stationary (because of edge) and writes\n", "$$y = Hx + n$$\n", "where $H$ is a convolution matrix $\\in R^{M\\times N}$ and $n \\in R^M$ an unknown noise. It is known that deconvolution is an ill-posed inverse problem, naive inversion like minimization of least-square provides an unstable solution, and noise is amplified with unusable results. A classical well-known solution is the introduction of additional information through model, also called prior information.\n", "\n", "We suppose here\n", "\n", "- a centered white Gaussian prior model for the noise $n$ of precision $\\gamma_n I$ and\n", "- a centered circulant Gaussian prior model for $x$ of precision $\\gamma_xD^tD$, where $D$ is a convolution operator with laplacian impulsionnal response (second-order differences in line and column, or equivalently a high-pass filter).\n", "\n", "This leads to the posterior law\n", "$$p(x \\mid y) \\propto \\exp \\left( -\\frac{\\gamma_n}{2} \\|y - Hx \\|_2^2 \\right) \\exp \\left( -\\frac{\\gamma_x}{2} \\|Dx \\|_2^2 \\right).$$\n", "This posterior law is a gaussian law with mean\n", "$$\\mu = \\Sigma H^t y$$\n", "and covariance\n", "$$\\Sigma^{-1} = Q = \\gamma_n H^tH + \\gamma_x D^tD$$\n", "that clearly fall under the condition of PO with $H_1 = H$, $R_1 = I$, $H_2 = D$ and $R_2 = I$.\n", "\n", "The direct inversion of $Q$ is not feasible but the mean $\\mu$ can be computed thanks to iterative algorithm like conjugate gradient that use $Q$ instead of $\\Sigma$.\n", "\n", "## Implementation\n", "\n", "We use numpy to illustrate the algorithm with the following modules.\n", "\n", "- partial simplify the definition of single argument function from multiple argument functions.\n", "- scipy.misc is used to load the true image.\n", "- convolve2d (abbreviated as conv2) is the convolution function with zero padding.\n", "- cg is the conjugate gradient algorithm and LinearOperator a python object that mimic linear operator needed by cg." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "autoscroll": false, "ein.hycell": false, "ein.tags": "worksheet-0", "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "from functools import partial\n", "\n", "import numpy as np\n", "import numpy.random as npr\n", "\n", "# For 'ascent' image \n", "import scipy.misc \n", "# The non stationnary convolution operator\n", "from scipy.signal import convolve2d as conv2\n", "\n", "# The conjugate gradient solver\n", "from scipy.sparse.linalg import cg, LinearOperator \n", "\n", "# For plotting\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": { "ein.tags": "worksheet-0", "slideshow": { "slide_type": "-" } }, "source": [ "We take the scipy ascent image as a true image with a square impulsionnal response." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "autoscroll": false, "ein.hycell": false, "ein.tags": "worksheet-0", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", 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