Dunhan Jiang

Perceptual Inductive Bias Is What You Need Before Contrastive Learning

David Marr's seminal theory of human perception stipulates that visual processing is a multi-stage process, prioritizing the derivation of boundary and surface properties before forming semantic object representations. In contrast, contrastive representation learning frameworks typically bypass this…