Illustration of the LTR module. The module computes a geometric relation tensor from the predicted boxes at layers i and i − 1, and applies a class-aware gate to suppress the relation bias for lens-system–lens-system pairs. The resulting bias is injected into the self-attention of the subsequent layer (i + 1), facilitating the joint refinement of lens-system and arc queries.