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April 6, 2024 15:27
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sample of how to quantize an image with a predefined palette of colors
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| import random | |
| from PIL import Image, ImageDraw | |
| COLORS = [ | |
| (0x5e, 0x1f, 0x1d), (0xaa, 0x38, 0x37), (0x41, 0x2c, 0x33), (0xb3, 0x5a, 0x48), (0xfd, 0x63, 0x65), | |
| (0xa0, 0xa5, 0xa9), (0x6c, 0x6e, 0x68), (0xb2, 0x00, 0x2a), (0xc0, 0x12, 0x26), (0xe1, 0x53, 0x85), | |
| (0x93, 0x37, 0x4e), (0xe6, 0xa0, 0xc5), (0xe3, 0xb4, 0xa4), (0x00, 0x00, 0x00), (0x24, 0x27, 0x28), | |
| (0x3f, 0x41, 0x41), (0x67, 0x1b, 0x56), (0x90, 0x00, 0x45), (0x34, 0x21, 0x50), (0x83, 0x58, 0x8b), | |
| (0xa1, 0x89, 0xae), (0xd1, 0xb4, 0xc8), (0x87, 0x8e, 0x90), (0xa2, 0xa8, 0xab), (0xff, 0xff, 0xff), | |
| (0x0a, 0x1a, 0x19), (0x23, 0x28, 0x1c), (0x34, 0x3b, 0x22), (0x61, 0x5c, 0x3d), (0x4f, 0x73, 0x6e), | |
| (0xa5, 0x83, 0x8e), (0xe0, 0x3c, 0x1e), (0xf4, 0x68, 0x24), (0xe9, 0x76, 0x3c), (0x30, 0x51, 0x2f), | |
| (0x4c, 0x9e, 0x60), (0xc9, 0xd2, 0x74), (0xbd, 0xd8, 0x8e), (0xa6, 0xb9, 0xa6), (0xb1, 0xdd, 0xd9), | |
| (0x4f, 0x1e, 0x0f), (0x42, 0x1b, 0x19), (0x86, 0x34, 0x0f), (0x02, 0x2d, 0x47), (0x00, 0x63, 0x76), | |
| (0x00, 0x44, 0x34), (0x00, 0x68, 0x46), (0x7d, 0x98, 0x35), (0x26, 0x18, 0x13), (0x6b, 0x46, 0x2e), | |
| (0x79, 0x46, 0x18), (0x83, 0x50, 0x30), (0x00, 0x41, 0x5e), (0x00, 0x4d, 0x61), (0x42, 0x7b, 0x88), | |
| (0x2c, 0x40, 0x47), (0x51, 0x62, 0x78), (0xcd, 0x73, 0x52), (0xc8, 0x49, 0x82), (0xda, 0xac, 0x94), | |
| (0xe0, 0xd3, 0xcc), (0x05, 0x14, 0x30), (0x02, 0x1d, 0x53), (0x00, 0x3a, 0x7f), (0x2e, 0x61, 0x8f), | |
| (0x3c, 0x93, 0xb5), (0xe9, 0xb8, 0x22), (0xdb, 0x97, 0x00), (0xe5, 0xcf, 0x85), (0xe1, 0xc9, 0x8d), | |
| (0x00, 0x94, 0xbc), (0x00, 0x6a, 0xa5), (0x43, 0x7a, 0xac), (0x61, 0x7f, 0xb2), (0xa7, 0xae, 0xbe), | |
| (0x70, 0x59, 0x45), (0x9d, 0x7b, 0x56), (0xa5, 0x81, 0x51), (0xb2, 0xa0, 0x76), | |
| ] | |
| # COLORS = [( | |
| # random.randrange(256), | |
| # random.randrange(256), | |
| # random.randrange(256), | |
| # ) for _ in range(256)] | |
| def make_palette(colors: list[tuple[int, int, int]]) -> Image.Image: | |
| palette = Image.new('P', (len(colors), 1)) | |
| flat_colors = [c for color in colors for c in color] | |
| palette.putpalette(flat_colors) | |
| return palette | |
| def make_palette_image(colors: list[tuple[int, int, int]]) -> Image.Image: | |
| palette_img = Image.new('RGB', (32, 32), (255, 255, 255)) | |
| draw = ImageDraw.Draw(palette_img) | |
| for i, color in enumerate(colors): | |
| x = i % 16 | |
| y = i // 16 | |
| draw.rectangle((x * 2, y * 2, x * 2 + 2, y * 2 + 2), fill=color) | |
| return palette_img | |
| def create_sample(im: Image.Image, colors: list[tuple[int, int, int]]) -> Image.Image: | |
| w, h = im.size | |
| palette = make_palette(colors) | |
| # good version | |
| quantized = im.quantize(colors=len(colors), palette=palette) | |
| used_colors_quantized = [color for (_, color) in quantized.convert('RGB').getcolors()] | |
| assert set(used_colors_quantized) - set(colors) == set() | |
| # bad version | |
| no_dither = im.quantize(colors=len(colors), palette=palette, dither=0) | |
| used_colors_no_dither = [color for (_, color) in quantized.convert('RGB').getcolors()] | |
| assert set(used_colors_no_dither) - set(colors) == set() | |
| bg_img = Image.new('RGB', (w * 3, h + 32), (255, 255, 255)) | |
| bg_img.paste(im, (0, 32)) | |
| bg_img.paste(quantized, (w, 32)) | |
| bg_img.paste(no_dither, (w * 2, 32)) | |
| original_palette_img = make_palette_image(colors) | |
| bg_img.paste(original_palette_img, (0, 0)) | |
| quantized_palette_img = make_palette_image(used_colors_quantized) | |
| bg_img.paste(quantized_palette_img, (w, 0)) | |
| no_dither_palette_img = make_palette_image(used_colors_no_dither) | |
| bg_img.paste(no_dither_palette_img, (w * 2, 0)) | |
| return bg_img | |
| def main() -> None: | |
| im = Image.open('Billie_Eilish_cropped.png').convert('RGB') | |
| sample = create_sample(im, COLORS) | |
| sample.save('sample.png') | |
| if __name__ == '__main__': | |
| main() |
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Important is really only the
make_palettefunction and line 54, where it's passed toim.quantize.The rest is just extra stuff to make a comparison chart.