EGM-Det: Entropy-Guided Multimodal Adaptive Fusion for UAV RGB-IR Object Detection
EGM-Det is proposed, an entropy-guided multimodal adaptive fusion framework for RGB-IR object detection that outperforms prior approaches by more than 10 percentage points on VEDAI and introduces cross-modal distillation to regularize the learned fusion gates and reduce fusion degradation.