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{
 "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 images\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 <remi.flamary@unice.fr>\n",
    "#          Stanislas Chambon <stan.chambon@gmail.com>\n",
    "#\n",
    "# License: MIT License\n",
    "\n",
    "import numpy as np\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 an 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 = pl.imread('../data/ocean_day.jpg').astype(np.float64) / 256\n",
    "I2 = pl.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": [
       "Text(0.5, 1.0, 'Image 2')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 460.8x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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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\n",
      "text/plain": [
       "<Figure size 460.8x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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_sinkhorn.transform(Xs=X1)\n",
    "transp_Xt_sinkhorn = ot_sinkhorn.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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\n",
      "text/plain": [
       "<Figure size 576x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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 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
}