Ming Li

ISGM: An Illumination-Aware Semantic-Guided Mamba Network for RGB–Infrared Vehicle Detection in UAV Imagery

This work designs a Feature Representation Refinement module that stabilizes RGB and IR features through scale-specific channel remapping and normalized nonlinear refinement, yielding more reliable representations for subsequent cross-modal interaction and develops a cross-modal feature interaction mechanism.