Graham W. Taylor

HSA: Hierarchical Slot Attention for Multi-granularity Scene-Decomposition

Neelu Madan, Rongzhen Zhao, Andreas Mogelmose, Juho Kannala, Joni Pajarinen, Graham W. Taylor, et al.

Slot attention is a powerful framework for object-centric learning, decomposing visual scenes into latent slots through iterative competitive attention. However, existing methods share two critical limitations: they decompose scenes into a flat set of slots at a single granularit…Read more