Aliasing in Convnets: A Frame-Theoretic Perspective

Daniel Haider, Vincent Lostanlen, Martin Ehler +2

Using a stride in a convolutional layer inherently introduces aliasing, which has implications for numerical stability and statistical generalization. While techniques such as the…