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AzulEye/CNN-Failures

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Material for the paper "Why do deep convolutional networks generalize so poorly to small image transformations?" by Aharon Azulay and Yair Weiss.

Implemented with PyTorch

CheckTranslationInvariance.py - creates figures with similar data as in table 1 of the paper.

InpaintingFunction.py - takes an image with black background as input and produces an inpainted image (used in the inpainting protocol).

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Why do deep convolutional networks generalize so poorly to small image transformations?

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