Danbing Zou, Zijie Chen, Zhipeng Ling. A Comparative Evaluation of Deep Learning Paradigms for Low-Light Image Enhancement: From CNNs to Diffusion Models. Journal of Computing Innovations and Applications. 2025;3(2):85-95. doi:10.63575/CIA.2025.30206