Huijie Pan

Ripple Attention for Visual Perception with Sub-quadratic Complexity

Transformer architectures are now central to sequence modeling tasks. At its heart is the attention mechanism, which enables effective modeling of long-term dependencies in a sequence. Recently, transformers have been successfully applied in the computer vision domain, where 2D images are first segm…