Multispectral information fusion technology is a practical approach to enhance pedestrian detection performance in low light conditions. However, current methods often overlook the impact of illumination on modal weights and significance inter-modal differential information. Therefore, this paper proposes novel illumination-aware cross-modality (IACMDF) model. The different modalities stage are...