Thank you! So it seems simple pixel shifting doesn't harm. Well, I suppose it makes sense because convolutional neural networks aren't really position dependent. So window boxing wouldn't make any difference, either. Argh, should have thought of that! Maybe adding a very small amount of noise would be interesting, or changing image brightness ever so slightly, or rotating by 1 degree, or something like that?
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