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@duhaime
Created July 30, 2019 14:04
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Floyd-Steinberg Dithering
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"from PIL import Image\n",
"import numpy as np\n",
"\n",
"# Floyd-Steinberg dithering\n",
"img = Image.open('im.jpg').convert('L')\n",
"pix = img.load()\n",
"w, h = img.size\n",
"\n",
"for y in range(h):\n",
" for x in range(w):\n",
" old = pix[x, y]\n",
" new = 0 if old < 127 else 255\n",
" pix[x, y] = new\n",
" quant_error = old - new\n",
" if x < w - 1:\n",
" pix[x + 1, y] += quant_error * 7 // 16\n",
" if x > 0 and y < h - 1:\n",
" pix[x - 1, y + 1] += quant_error * 3 // 16\n",
" if y < h - 1:\n",
" pix[x, y + 1] += quant_error * 5 // 16\n",
" if x < w - 1 and y < h - 1:\n",
" pix[x + 1, y + 1] += quant_error * 1 // 16\n",
"\n",
"img.show()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"d = np.array(img.getdata()).reshape(h, w)\n",
"plt.figure(figsize=(20,10))\n",
"plt.imshow(d)\n",
"plt.imsave('a.jpg', d)"
]
}
],
"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": "3.5.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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