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AFAIK tensorflow still doesn't support variable image size batches.
Some of the hacks you can do to solve the problem is zero pad all images to a constant size or take constant sized patches of the input image and train.
@hanyangii To train images without resizing set resize to False. Note that tensorflow doesn't support variable image size batches. So the code works only if the images are of same size.
Can I use images with different size to train the FCN?
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