{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Suporting code \n", "\n", "This little demo, used for the presentation \n", "\n", "L. Jacques, \"The importance of phase in complex compressive sensing\"\n", "AI for Signal and Image Processing, (virtual) Paris-Saclay, September 10th, 2021\n", "\n", "mplements the algorithm proposed in: \n", "\n", "Oppenheim, Alan V., and Jae S. Lim. \"The importance of phase in signals.\" Proceedings of the IEEE 69.5 (1981): 529-541.\n", "\n", "to recover an image $f$ from it spectral phases $\\mathcal F[f]/|\\mathcal F[f]|$. \n", "\n", "The algorithm is an alternate projection onto convex sets (POCS) and the two convex sets are: \n", "* the set of images defined on the support of $\\Omega$ of $f$, restricted to $\\tilde \\Omega \\supset \\Omega$, for instance $\\tilde \\Omega$ is two times bigger than $\\Omega$ in every direction; \n", "* the set of images whose spectral phase match the one of $f$.\n", "\n", "Dependence(s):\n", "* SciPy\n", "\n", "Last update: 9/9/2021" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from scipy import interpolate\n", "from scipy.sparse.linalg import LinearOperator\n", "from scipy.fftpack import fft2, ifft2\n", "\n", "\n", "#import scikit.image.data.load\n", "\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as mcolors\n", "import matplotlib.cm as cm\n", "\n", "#from scipy.sparse.linalg import LinearOperator\n", "#from scipy.sparse import spdiags\n", "import spgl1\n", "\n", "# Initialize random number generators\n", "np.random.seed(43273289)\n", "#%matplotlib inline\n", "\n", "# Directory for saving images\n", "img_dir = './'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's load and display an image." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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