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October 2, 2018 16:17
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This convert some of ILSVRC 2012 images to make all the images be JPEG RGB images.
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#!/usr/bin/env python | |
from PIL import Image | |
import os | |
# image_root = '/nas/dataset/ILSVRC2012/train/' | |
image_root = '/data/common_datasets/ILSVRC2012/train/' | |
cmyk_img_subpaths = ["n01739381/n01739381_1309.JPEG" | |
,"n02077923/n02077923_14822.JPEG" | |
,"n02447366/n02447366_23489.JPEG" | |
,"n02492035/n02492035_15739.JPEG" | |
,"n02747177/n02747177_10752.JPEG" | |
,"n03018349/n03018349_4028.JPEG" | |
,"n03062245/n03062245_4620.JPEG" | |
,"n03347037/n03347037_9675.JPEG" | |
,"n03467068/n03467068_12171.JPEG" | |
,"n03529860/n03529860_11437.JPEG" | |
,"n03544143/n03544143_17228.JPEG" | |
,"n03633091/n03633091_5218.JPEG" | |
,"n03710637/n03710637_5125.JPEG" | |
,"n03961711/n03961711_5286.JPEG" | |
,"n04033995/n04033995_2932.JPEG" | |
,"n04258138/n04258138_17003.JPEG" | |
,"n04264628/n04264628_27969.JPEG" | |
,"n04336792/n04336792_7448.JPEG" | |
,"n04371774/n04371774_5854.JPEG" | |
,"n04596742/n04596742_4225.JPEG" | |
,"n07583066/n07583066_647.JPEG" | |
,"n13037406/n13037406_4650.JPEG"] | |
png_file_subpath = 'n02105855/n02105855_2933.JPEG' | |
for subpath in cmyk_img_subpaths: | |
image_path = os.path.join(image_root, subpath) | |
print('Convert %s(CMYK->RGB)' % image_path) | |
img_cmyk = Image.open(image_path) | |
img_rgb = img_cmyk.convert('RGB') | |
img_rgb.save(image_path, 'jpeg') | |
png_file_path = os.path.join(image_root,png_file_subpath) | |
print('Convert %s(PNG->JPEG)' % png_file_path) | |
img_png = Image.open(png_file_path) | |
background = Image.new(img_png.mode[:-1], img_png.size, '#FFFFFF') | |
background.paste(img_png, img_png.split()[-1]) | |
img_png = background | |
img_png.save(png_file_path, 'jpeg') | |
print('done') |
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Ah, that explains the spurious warnings I had during training! Thanks for sharing, much appreciated.