Most contemporary pedestrian detection algorithms are based on visible light image detection. However, in environments with dim light, small targets, and easily occluded cluttered backgrounds, single-mode images relying color, texture, other features cannot adequately represent the feature information of targets; as a result, large number targets lost algorithm performance is not good. To addre...