FigEx2: Visual-Conditioned Panel Detection and Captioning for Scientific Compound Figures
This work introduces an Entity-Attention Kullback-Leibler (KL) regularizer that aligns the detector's cross-attention with scientific entities annotated for each panel, providing a stable conditioning signal that also improves localization and applies Group Relative Policy Optimization (GRPO) with a panel-level Entity-...