Pooling is neither necessary nor sufficient for appropriate deformation stability in CNNs

Avraham Ruderman, Neil C. Rabinowitz, Ari S. Morcos +1

Many of our core assumptions about how neural networks operate remain empirically untested. One common assumption is that convolutional neural networks need to be stable to small t…