Enhancing low-light RGB-D pedestrian detection through dual-stage modality-guided fusion

The proposed dual-stage, bidirectional modality-guided fusion framework provides a robust and adaptive solution for multimodal perception under challenging illumination conditions, and is suitable for real-time applications in night-time surveillance and post-disaster response.