What Affects Learned Equivariance in Deep Image Recognition Models?

Robert-Jan Bruintjes, Tomasz Motyka, Jan van Gemert

Equivariance w.r.t. geometric transformations in neural networks improves data efficiency, parameter efficiency and robustness to out-of-domain perspective shifts. When equivarianc…