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authorRémi Flamary <remi.flamary@gmail.com>2020-04-22 11:39:23 +0200
committerRémi Flamary <remi.flamary@gmail.com>2020-04-22 11:39:23 +0200
commit135c011092cb442b0b874b565b6a2ca3f09234c4 (patch)
tree06a1a5209ee090824ae74af76bd2426295edc424 /notebooks/plot_convolutional_barycenter.ipynb
parent5f679247f64fa1c8e277f34165850caea311a084 (diff)
remove notebooks and cleanup readme and doc
Diffstat (limited to 'notebooks/plot_convolutional_barycenter.ipynb')
-rw-r--r--notebooks/plot_convolutional_barycenter.ipynb178
1 files changed, 0 insertions, 178 deletions
diff --git a/notebooks/plot_convolutional_barycenter.ipynb b/notebooks/plot_convolutional_barycenter.ipynb
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-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "%matplotlib inline"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "\n",
- "# Convolutional Wasserstein Barycenter example\n",
- "\n",
- "\n",
- "This example is designed to illustrate how the Convolutional Wasserstein Barycenter\n",
- "function of POT works.\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "# Author: Nicolas Courty <ncourty@irisa.fr>\n",
- "#\n",
- "# License: MIT License\n",
- "\n",
- "\n",
- "import numpy as np\n",
- "import pylab as pl\n",
- "import ot"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Data preparation\n",
- "----------------\n",
- "\n",
- "The four distributions are constructed from 4 simple images\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "f1 = 1 - pl.imread('../data/redcross.png')[:, :, 2]\n",
- "f2 = 1 - pl.imread('../data/duck.png')[:, :, 2]\n",
- "f3 = 1 - pl.imread('../data/heart.png')[:, :, 2]\n",
- "f4 = 1 - pl.imread('../data/tooth.png')[:, :, 2]\n",
- "\n",
- "A = []\n",
- "f1 = f1 / np.sum(f1)\n",
- "f2 = f2 / np.sum(f2)\n",
- "f3 = f3 / np.sum(f3)\n",
- "f4 = f4 / np.sum(f4)\n",
- "A.append(f1)\n",
- "A.append(f2)\n",
- "A.append(f3)\n",
- "A.append(f4)\n",
- "A = np.array(A)\n",
- "\n",
- "nb_images = 5\n",
- "\n",
- "# those are the four corners coordinates that will be interpolated by bilinear\n",
- "# interpolation\n",
- "v1 = np.array((1, 0, 0, 0))\n",
- "v2 = np.array((0, 1, 0, 0))\n",
- "v3 = np.array((0, 0, 1, 0))\n",
- "v4 = np.array((0, 0, 0, 1))"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Barycenter computation and visualization\n",
- "----------------------------------------\n",
- "\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 720x720 with 25 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "pl.figure(figsize=(10, 10))\n",
- "pl.title('Convolutional Wasserstein Barycenters in POT')\n",
- "cm = 'Blues'\n",
- "# regularization parameter\n",
- "reg = 0.004\n",
- "for i in range(nb_images):\n",
- " for j in range(nb_images):\n",
- " pl.subplot(nb_images, nb_images, i * nb_images + j + 1)\n",
- " tx = float(i) / (nb_images - 1)\n",
- " ty = float(j) / (nb_images - 1)\n",
- "\n",
- " # weights are constructed by bilinear interpolation\n",
- " tmp1 = (1 - tx) * v1 + tx * v2\n",
- " tmp2 = (1 - tx) * v3 + tx * v4\n",
- " weights = (1 - ty) * tmp1 + ty * tmp2\n",
- "\n",
- " if i == 0 and j == 0:\n",
- " pl.imshow(f1, cmap=cm)\n",
- " pl.axis('off')\n",
- " elif i == 0 and j == (nb_images - 1):\n",
- " pl.imshow(f3, cmap=cm)\n",
- " pl.axis('off')\n",
- " elif i == (nb_images - 1) and j == 0:\n",
- " pl.imshow(f2, cmap=cm)\n",
- " pl.axis('off')\n",
- " elif i == (nb_images - 1) and j == (nb_images - 1):\n",
- " pl.imshow(f4, cmap=cm)\n",
- " pl.axis('off')\n",
- " else:\n",
- " # call to barycenter computation\n",
- " pl.imshow(ot.bregman.convolutional_barycenter2d(A, reg, weights), cmap=cm)\n",
- " pl.axis('off')\n",
- "pl.show()"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.6.9"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}