{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"# Total variation in-painting"
]
},
{
"cell_type": "markdown",
"source": [
"\n",
"## Grayscale Images"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"A grayscale image is represented as an $m \\times n$ matrix of intensities\n",
"$U^\\mathrm{orig}$ (typically between the values $0$ and $255$).\n",
"We are given the values $U^\\mathrm{orig}_{ij}$, for $(i,j) \\in \\mathcal K$, where\n",
"$\\mathcal K \\subset \\{1,\\ldots, m\\} \\times \\{1, \\ldots, n\\}$ is the set of indices\n",
"corresponding to known pixel values.\n",
"Our job is to *in-paint* the image by guessing the missing pixel values,\n",
"*i.e.*, those with indices not in $\\mathcal K$.\n",
"The reconstructed image will be represented by $U \\in {\\bf R}^{m \\times n}$,\n",
"where $U$ matches the known pixels, *i.e.*,\n",
"$U_{ij} = U^\\mathrm{orig}_{ij}$ for $(i,j) \\in \\mathcal K$.\n",
"\n",
"The reconstruction $U$ is found by minimizing the total variation of $U$,\n",
"subject to matching the known pixel values. We will use the $\\ell_2$ total\n",
"variation, defined as\n",
"$$\\mathop{\\bf tv}(U) =\n",
"\\sum_{i=1}^{m-1} \\sum_{j=1}^{n-1}\n",
"\\left\\| \\left[ \\begin{array}{c}\n",
" U_{i+1,j}-U_{ij}\\\\ U_{i,j+1}-U_{ij} \\end{array} \\right] \\right\\|_2.$$\n",
"Note that the norm of the discretized gradient is *not* squared."
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"We load the original image and the corrupted image and construct the Known matrix. Both images are displayed below. The corrupted image has the missing pixels whited out."
]
},
{
"cell_type": "code",
"execution_count": 1,
"outputs": [
{
"data": {
"text/plain": "",
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"# Load the images.\n",
"u_orig = plt.imread(\"data/loki512.png\")\n",
"u_corr = plt.imread(\"data/loki512_corrupted.png\")\n",
"rows, cols = u_orig.shape\n",
"\n",
"# known is 1 if the pixel is known,\n",
"# 0 if the pixel was corrupted.\n",
"known = np.zeros((rows, cols))\n",
"for i in range(rows):\n",
" for j in range(cols):\n",
" if u_orig[i, j] == u_corr[i, j]:\n",
" known[i, j] = 1\n",
"\n",
"fig, ax = plt.subplots(1, 2, figsize=(10, 5))\n",
"ax[0].imshow(u_orig, cmap=\"gray\")\n",
"ax[0].set_title(\"Original Image\")\n",
"ax[0].axis(\"off\")\n",
"ax[1].imshow(u_corr, cmap=\"gray\")\n",
"ax[1].set_title(\"Corrupted Image\")\n",
"ax[1].axis(\"off\");"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
},
"ExecuteTime": {
"end_time": "2023-06-23T21:06:06.515222515Z",
"start_time": "2023-06-23T21:06:05.859041491Z"
}
}
},
{
"cell_type": "markdown",
"source": [
"The total variation in-painting problem can be easily expressed in CVXPY. We use the solver SCS, which scales to larger problems than ECOS does."
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": null,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"===============================================================================\n",
" CVXPY \n",
" v1.3.1 \n",
"===============================================================================\n",
"(CVXPY) Jun 23 02:06:06 PM: Your problem has 262144 variables, 1 constraints, and 0 parameters.\n",
"(CVXPY) Jun 23 02:06:06 PM: It is compliant with the following grammars: DCP, DQCP\n",
"(CVXPY) Jun 23 02:06:06 PM: (If you need to solve this problem multiple times, but with different data, consider using parameters.)\n",
"(CVXPY) Jun 23 02:06:06 PM: CVXPY will first compile your problem; then, it will invoke a numerical solver to obtain a solution.\n",
"-------------------------------------------------------------------------------\n",
" Compilation \n",
"-------------------------------------------------------------------------------\n",
"(CVXPY) Jun 23 02:06:06 PM: Compiling problem (target solver=SCS).\n",
"(CVXPY) Jun 23 02:06:06 PM: Reduction chain: Dcp2Cone -> CvxAttr2Constr -> ConeMatrixStuffing -> SCS\n",
"(CVXPY) Jun 23 02:06:06 PM: Applying reduction Dcp2Cone\n",
"(CVXPY) Jun 23 02:06:06 PM: Applying reduction CvxAttr2Constr\n",
"(CVXPY) Jun 23 02:06:06 PM: Applying reduction ConeMatrixStuffing\n",
"(CVXPY) Jun 23 02:06:07 PM: Applying reduction SCS\n",
"(CVXPY) Jun 23 02:06:07 PM: Finished problem compilation (took 1.021e+00 seconds).\n",
"-------------------------------------------------------------------------------\n",
" Numerical solver \n",
"-------------------------------------------------------------------------------\n",
"(CVXPY) Jun 23 02:06:07 PM: Invoking solver SCS to obtain a solution.\n",
"------------------------------------------------------------------\n",
"\t SCS v3.2.3 - Splitting Conic Solver\n",
"\t(c) Brendan O'Donoghue, Stanford University, 2012\n",
"------------------------------------------------------------------\n",
"problem: variables n: 523265, constraints m: 1045507\n",
"cones: \t z: primal zero / dual free vars: 262144\n",
"\t q: soc vars: 783363, qsize: 261121\n",
"settings: eps_abs: 1.0e-05, eps_rel: 1.0e-05, eps_infeas: 1.0e-07\n",
"\t alpha: 1.50, scale: 1.00e-01, adaptive_scale: 1\n",
"\t max_iters: 100000, normalize: 1, rho_x: 1.00e-06\n",
"\t acceleration_lookback: 10, acceleration_interval: 10\n",
"lin-sys: sparse-direct-amd-qdldl\n",
"\t nnz(A): 1554199, nnz(P): 0\n",
"------------------------------------------------------------------\n",
" iter | pri res | dua res | gap | obj | scale | time (s)\n",
"------------------------------------------------------------------\n",
" 0| 2.55e+01 1.00e+00 6.66e+06 -3.33e+06 1.00e-01 3.73e+00 \n",
" 250| 7.19e-02 2.86e-03 2.61e-03 1.03e+04 1.00e-01 2.93e+01 \n",
" 500| 1.10e-02 2.17e-03 6.12e-04 1.10e+04 3.17e-01 5.81e+01 \n",
" 750| 6.40e-03 1.04e-03 2.14e-04 1.10e+04 3.17e-01 8.43e+01 \n",
" 1000| 3.59e-03 5.17e-04 1.26e-05 1.10e+04 3.17e-01 1.11e+02 \n",
" 1250| 2.70e-03 3.71e-04 8.97e-06 1.10e+04 3.17e-01 1.39e+02 \n",
" 1500| 1.98e-03 3.96e-04 5.01e-06 1.10e+04 3.17e-01 1.71e+02 \n",
" 1750| 1.56e-03 9.95e-05 5.02e-06 1.10e+04 3.17e-01 2.02e+02 \n",
" 2000| 1.39e-03 8.32e-05 5.14e-06 1.10e+04 3.17e-01 2.28e+02 \n",
" 2250| 1.13e+00 2.80e-01 2.21e-06 1.10e+04 3.17e-01 2.58e+02 \n",
" 2500| 1.36e-03 5.27e-05 3.95e-06 1.10e+04 3.17e-01 2.89e+02 \n",
" 2750| 1.35e-03 7.23e-05 3.65e-06 1.10e+04 3.17e-01 3.19e+02 \n",
" 3000| 7.92e-04 2.34e-04 3.85e-06 1.10e+04 3.17e-01 3.50e+02 \n",
" 3250| 6.69e-04 1.48e-05 3.80e-06 1.10e+04 3.17e-01 3.79e+02 \n",
" 3500| 6.28e-04 9.53e-05 3.97e-05 1.10e+04 1.00e+00 4.11e+02 \n"
]
}
],
"source": [
"# Recover the original image using total variation in-painting.\n",
"import cvxpy as cp\n",
"\n",
"\n",
"U = cp.Variable(shape=(rows, cols))\n",
"obj = cp.Minimize(cp.tv(U))\n",
"constraints = [cp.multiply(known, U) == cp.multiply(known, u_corr)]\n",
"prob = cp.Problem(obj, constraints)\n",
"\n",
"# Use SCS to solve the problem.\n",
"prob.solve(verbose=True, solver=cp.SCS)\n",
"print(\"optimal objective value: {}\".format(obj.value))"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
},
"is_executing": true,
"ExecuteTime": {
"start_time": "2023-06-23T21:06:06.514970563Z"
}
}
},
{
"cell_type": "markdown",
"source": [
"After solving the problem, the in-painted image is stored in `U.value`. We display the in-painted image and the intensity difference between the original and in-painted images. The intensity difference is magnified by a factor of 10 so it is more visible."
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": null,
"outputs": [],
"source": [
"fig, ax = plt.subplots(1, 2, figsize=(10, 5))\n",
"# Display the in-painted image.\n",
"ax[0].imshow(U.value, cmap=\"gray\")\n",
"ax[0].set_title(\"In-Painted Image\")\n",
"ax[0].axis(\"off\")\n",
"\n",
"img_diff = 10 * np.abs(u_orig - U.value)\n",
"ax[1].imshow(img_diff, cmap=\"gray\")\n",
"ax[1].set_title(\"Difference Image\")\n",
"ax[1].axis(\"off\");"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
},
"is_executing": true
}
},
{
"cell_type": "markdown",
"source": [
"# Color Images\n",
"\n",
"For color images, the in-painting problem is similar to the grayscale case. A color image is represented as an $m \\times n \\times 3$ matrix of RGB values\n",
"$U^\\mathrm{orig}$ (typically between the values $0$ and $255$).\n",
"We are given the pixels $U^\\mathrm{orig}_{ij}$, for $(i,j) \\in \\mathcal K$, where\n",
"$\\mathcal K \\subset \\{1,\\ldots, m\\} \\times \\{1, \\ldots, n\\}$ is the set of indices\n",
"corresponding to known pixels. Each pixel $U^\\mathrm{orig}_{ij}$ is a vector in ${\\bf R}^3$ of RGB values.\n",
"Our job is to *in-paint* the image by guessing the missing pixels,\n",
"*i.e.*, those with indices not in $\\mathcal K$.\n",
"The reconstructed image will be represented by $U \\in {\\bf R}^{m \\times n \\times 3}$,\n",
"where $U$ matches the known pixels, *i.e.*,\n",
"$U_{ij} = U^\\mathrm{orig}_{ij}$ for $(i,j) \\in \\mathcal K$.\n",
"\n",
"The reconstruction $U$ is found by minimizing the total variation of $U$,\n",
"subject to matching the known pixel values. We will use the $\\ell_2$ total\n",
"variation, defined as\n",
"$$\\mathop{\\bf tv}(U) =\n",
"\\sum_{i=1}^{m-1} \\sum_{j=1}^{n-1}\n",
"\\left\\| \\left[ \\begin{array}{c}\n",
" U_{i+1,j}-U_{ij}\\\\ \n",
" U_{i,j+1}-U_{ij} \n",
" \\end{array} \\right] \\right\\|_2.$$\n",
"Note that the norm of the discretized gradient is *not* squared."
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"We load the original image and construct the Known matrix by randomly selecting 30% of the pixels to keep and discarding the others. The original and corrupted images are displayed below. The corrupted image has the missing pixels blacked out."
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": null,
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"np.random.seed(1)\n",
"# Load the images.\n",
"u_orig = plt.imread(\"data/loki512color.png\")\n",
"rows, cols, colors = u_orig.shape\n",
"\n",
"# known is 1 if the pixel is known,\n",
"# 0 if the pixel was corrupted.\n",
"# The known matrix is initialized randomly.\n",
"known = np.zeros((rows, cols, colors))\n",
"for i in range(rows):\n",
" for j in range(cols):\n",
" if np.random.random() > 0.7:\n",
" for k in range(colors):\n",
" known[i, j, k] = 1\n",
"u_corr = known * u_orig\n",
"\n",
"# Display the images.\n",
"fig, ax = plt.subplots(1, 2, figsize=(10, 5))\n",
"ax[0].imshow(u_orig, cmap=\"gray\")\n",
"ax[0].set_title(\"Original Image\")\n",
"ax[0].axis(\"off\")\n",
"ax[1].imshow(u_corr)\n",
"ax[1].set_title(\"Corrupted Image\")\n",
"ax[1].axis(\"off\");"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
},
"is_executing": true
}
},
{
"cell_type": "markdown",
"source": [
"We express the total variation color in-painting problem in CVXPY using three matrix variables (one for the red values, one for the blue values, and one for the green values). We use the solver SCS; the solvers ECOS and CVXOPT don't scale to this large problem."
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": null,
"outputs": [],
"source": [
"# Recover the original image using total variation in-painting.\n",
"import cvxpy as cp\n",
"\n",
"\n",
"variables = []\n",
"constraints = []\n",
"for i in range(colors):\n",
" U = cp.Variable(shape=(rows, cols))\n",
" variables.append(U)\n",
" constraints.append(\n",
" cp.multiply(known[:, :, i], U) == cp.multiply(known[:, :, i], u_corr[:, :, i])\n",
" )\n",
"\n",
"prob = cp.Problem(cp.Minimize(cp.tv(*variables)), constraints)\n",
"prob.solve(verbose=True, solver=cp.SCS)\n",
"print(\"optimal objective value: {}\".format(prob.value))"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
},
"is_executing": true
}
},
{
"cell_type": "markdown",
"source": [
"After solving the problem, the RGB values of the in-painted image are stored in the value fields of the three variables. We display the in-painted image and the difference in RGB values at each pixel of the original and in-painted image. Though the in-painted image looks almost identical to the original image, you can see that many of the RGB values differ."
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": null,
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"rec_arr = np.zeros((rows, cols, colors))\n",
"for i in range(colors):\n",
" rec_arr[:, :, i] = variables[i].value\n",
"rec_arr = np.clip(rec_arr, 0, 1)\n",
"\n",
"fig, ax = plt.subplots(1, 2, figsize=(10, 5))\n",
"ax[0].imshow(rec_arr)\n",
"ax[0].set_title(\"In-Painted Image\")\n",
"ax[0].axis(\"off\")\n",
"\n",
"img_diff = np.clip(10 * np.abs(u_orig - rec_arr), 0, 1)\n",
"ax[1].imshow(img_diff)\n",
"ax[1].set_title(\"Difference Image\")\n",
"ax[1].axis(\"off\")"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
},
"is_executing": true
}
}
],
"metadata": {
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"name": "markowitz",
"language": "python",
"display_name": "markowitz"
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