“In the field of low light image enhancement, this work designed an iterative propagation network, which significantly improved image quality and inference speed through a multi-stage prediction model and Retinex based iterative loop. The experimental results show that this method outperforms existing algorithms in peak signal-to-noise ratio and structural similarity, providing an effective solution for enhancing low light images in complex scenes.”