What is multi-head feature interaction in advanced vision transformers?

Multi-head interaction allows different attention heads to specialize in distinct feature relationships.

In Vision Transformers, each attention head learns different representation subspaces. Multi-head interaction architectures explicitly encourage or model communication between heads, improving representation diversity and reducing redundancy. This leads to richer feature modeling for complex visual tasks like segmentation and detection.