{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# OT for image color adaptation\n", "\n", "\n", "This example presents a way of transferring colors between two image\n", "with Optimal Transport as introduced in [6]\n", "\n", "[6] Ferradans, S., Papadakis, N., Peyre, G., & Aujol, J. F. (2014).\n", "Regularized discrete optimal transport.\n", "SIAM Journal on Imaging Sciences, 7(3), 1853-1882.\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Authors: Remi Flamary \n", "# Stanislas Chambon \n", "#\n", "# License: MIT License\n", "\n", "import numpy as np\n", "from scipy import ndimage\n", "import matplotlib.pylab as pl\n", "import ot\n", "\n", "\n", "r = np.random.RandomState(42)\n", "\n", "\n", "def im2mat(I):\n", " \"\"\"Converts and image to matrix (one pixel per line)\"\"\"\n", " return I.reshape((I.shape[0] * I.shape[1], I.shape[2]))\n", "\n", "\n", "def mat2im(X, shape):\n", " \"\"\"Converts back a matrix to an image\"\"\"\n", " return X.reshape(shape)\n", "\n", "\n", "def minmax(I):\n", " return np.clip(I, 0, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generate data\n", "-------------\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Loading images\n", "I1 = ndimage.imread('../data/ocean_day.jpg').astype(np.float64) / 256\n", "I2 = ndimage.imread('../data/ocean_sunset.jpg').astype(np.float64) / 256\n", "\n", "X1 = im2mat(I1)\n", "X2 = im2mat(I2)\n", "\n", "# training samples\n", "nb = 1000\n", "idx1 = r.randint(X1.shape[0], size=(nb,))\n", "idx2 = r.randint(X2.shape[0], size=(nb,))\n", "\n", "Xs = X1[idx1, :]\n", "Xt = X2[idx2, :]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot original image\n", "-------------------\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CEak80UoJuMvPYUazG3B4UEMNJxBbHX2zO/ZRkfDDzwKo2oWbuJRctlKPMJzS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\nU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SSUldaKMNk6ALXMMQ8Y0q9ARfNsXQ8FxmYcgpeCk2pSzTJyGBt+9LM9b3AwrBhkRJzH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\nVST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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pl.figure(1, figsize=(6.4, 3))\n", "\n", "pl.subplot(1, 2, 1)\n", "pl.imshow(I1)\n", "pl.axis('off')\n", "pl.title('Image 1')\n", "\n", "pl.subplot(1, 2, 2)\n", "pl.imshow(I2)\n", "pl.axis('off')\n", "pl.title('Image 2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scatter plot of colors\n", "----------------------\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Lm3ZQU5XlknMWcObCWT6K1OPxeBiloviDB9bxxIu70ga/UFwMjMDEGYIgpLTG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\nZkpEUdO1++QJcfqPoE4H/6pSxdiYHa1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xowr1h3YoOukJXV8KM12+EIgiuXa31SUjWIsa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\nSCQi/x+ffxVo88QyfAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pl.figure(2, figsize=(6.4, 3))\n", "\n", "pl.subplot(1, 2, 1)\n", "pl.scatter(Xs[:, 0], Xs[:, 2], c=Xs)\n", "pl.axis([0, 1, 0, 1])\n", "pl.xlabel('Red')\n", "pl.ylabel('Blue')\n", "pl.title('Image 1')\n", "\n", "pl.subplot(1, 2, 2)\n", "pl.scatter(Xt[:, 0], Xt[:, 2], c=Xt)\n", "pl.axis([0, 1, 0, 1])\n", "pl.xlabel('Red')\n", "pl.ylabel('Blue')\n", "pl.title('Image 2')\n", "pl.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instantiate the different transport algorithms and fit them\n", "-----------------------------------------------------------\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# EMDTransport\n", "ot_emd = ot.da.EMDTransport()\n", "ot_emd.fit(Xs=Xs, Xt=Xt)\n", "\n", "# SinkhornTransport\n", "ot_sinkhorn = ot.da.SinkhornTransport(reg_e=1e-1)\n", "ot_sinkhorn.fit(Xs=Xs, Xt=Xt)\n", "\n", "# prediction between images (using out of sample prediction as in [6])\n", "transp_Xs_emd = ot_emd.transform(Xs=X1)\n", "transp_Xt_emd = ot_emd.inverse_transform(Xt=X2)\n", "\n", "transp_Xs_sinkhorn = ot_emd.transform(Xs=X1)\n", "transp_Xt_sinkhorn = ot_emd.inverse_transform(Xt=X2)\n", "\n", "I1t = minmax(mat2im(transp_Xs_emd, I1.shape))\n", "I2t = minmax(mat2im(transp_Xt_emd, I2.shape))\n", "\n", "I1te = minmax(mat2im(transp_Xs_sinkhorn, I1.shape))\n", "I2te = minmax(mat2im(transp_Xt_sinkhorn, I2.shape))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot new images\n", "---------------\n", "\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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qnzjnIq/1I2p6Hg8LrnQj2q5mhaeT3K6lOF7sx4gIJ7FhVe7rRJWbGvikHDO2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\nmAs7GYPLt0Xyl0n9QKsOOaMpcDshO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ABNEa2EBnch7ARCOm9CmCVYb1tCE06JwN2xDNGH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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pl.figure(3, figsize=(8, 4))\n", "\n", "pl.subplot(2, 3, 1)\n", "pl.imshow(I1)\n", "pl.axis('off')\n", "pl.title('Image 1')\n", "\n", "pl.subplot(2, 3, 2)\n", "pl.imshow(I1t)\n", "pl.axis('off')\n", "pl.title('Image 1 Adapt')\n", "\n", "pl.subplot(2, 3, 3)\n", "pl.imshow(I1te)\n", "pl.axis('off')\n", "pl.title('Image 1 Adapt (reg)')\n", "\n", "pl.subplot(2, 3, 4)\n", "pl.imshow(I2)\n", "pl.axis('off')\n", "pl.title('Image 2')\n", "\n", "pl.subplot(2, 3, 5)\n", "pl.imshow(I2t)\n", "pl.axis('off')\n", "pl.title('Image 2 Adapt')\n", "\n", "pl.subplot(2, 3, 6)\n", "pl.imshow(I2te)\n", "pl.axis('off')\n", "pl.title('Image 2 Adapt (reg)')\n", "pl.tight_layout()\n", "\n", "pl.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 0 }