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@JosuaKrause
Created June 2, 2020 16:32
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import cv2\n",
"import numpy as np\n",
"from skimage import io, color\n",
"from matplotlib import pyplot as plt\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x11fbb95f8>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"vals = cv2.imread(\"main.png\")\n",
"vals = vals[:, :, [2,1,0]] # data comes as bgr\n",
"orig_shape = vals.shape\n",
"xsize = orig_shape[1] // 16\n",
"ysize = orig_shape[0] // 16\n",
"labs = color.rgb2lab(vals)\n",
"plt.figure(figsize=(5, 5))\n",
"plt.imshow(np.clip(color.lab2rgb(labs), 0, 1))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"background_color = labs[0, 0]\n",
"out_labs = labs.copy()\n",
"for x in range(4):\n",
" x_from = x * (xsize * 4)\n",
" x_to = x_from + xsize\n",
" for y in range(16):\n",
" y_from = y * ysize\n",
" y_to = y_from + ysize\n",
" subimg = labs[y_from:y_to, x_from:x_to, :]\n",
" sub_orig_shape = subimg.shape\n",
" labs_line = subimg.reshape((-1, 3))\n",
" image_selection = ~np.all(np.isclose(labs_line, background_color), axis=1)\n",
" average_color = np.mean(labs_line[image_selection], axis=0)\n",
" out_labs_line = labs_line.copy()\n",
" out_labs_line[image_selection] = average_color\n",
" out_labs[y_from:y_to, x_from + xsize:x_to + xsize, :] = out_labs_line.reshape(sub_orig_shape)\n",
" out_labs_line = labs_line.copy()\n",
" average_color_bright = average_color.copy()\n",
" average_color_bright[0] *= 1.2 # brighten\n",
" out_labs_line[image_selection] = average_color_bright\n",
" out_labs[y_from:y_to, x_from + 2*xsize:x_to + 2*xsize, :] = out_labs_line.reshape(sub_orig_shape)\n",
" out_labs_line = labs_line.copy()\n",
" average_color_dark = average_color.copy()\n",
" average_color_dark[0] *= 0.8 # darken\n",
" out_labs_line[image_selection] = average_color_dark\n",
" out_labs[y_from:y_to, x_from + 3*xsize:x_to + 3*xsize, :] = out_labs_line.reshape(sub_orig_shape)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"out_vals = np.clip(color.lab2rgb(out_labs), 0, 1)\n",
"plt.figure(figsize=(5, 5))\n",
"plt.imshow(out_vals)\n",
"cv2.imwrite(\"out_main.png\", out_vals[:, :, [2,1,0]] * 255.0)"
]
}
],
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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