“The visible light infrared dual-mode object detection has significant advantages in low light, complex and harsh scenes. The research team proposes a lightweight detection framework CEFNet, which breaks through the limitations of traditional pixel level forced alignment and provides an efficient solution for dual-mode object detection in non aligned scenes.”