Making Convolutional Networks Shift-Invariant Again

Richard Zhang

   Papers with code   Abstract  PDF

Modern convolutional networks are not shift-invariant, as small input shifts or translations can cause drastic changes in the output. Commonly used downsampling methods, such as max-pooling, strided-convolution, and average-pooling, ignore the sampling theorem... (read more)

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