Soft Equivariance Regularization for Invariant Self-Supervised Learning

Joohyung Lee, Changhun Kim, Hyunsu Kim +2

Self-supervised learning (SSL) typically learns representations invariant to semantic-preserving augmentations. While effective for recognition, enforcing strong invariance can sup…