Figure 1. (a) Image and the query points (denote with ”⋆”) to vi-
sualize the attention and affinity maps; (b) the self-attention maps
in Transformer blocks only capture coarse semantic-level affin-
ity relations; (c) the learned reliable semantic affinity from self-
attention with our proposed method.