Quantifying and Inducing Shape Bias in CNNs via Max-Pool Dilation

Takito Sawada, Akinori Iwata, Masahiro Okuda

Convolutional Neural Networks (CNNs) exhibit a well-known texture bias, prioritizing local patterns over global shapes - a tendency inherent to their convolutional architecture. Wh…