Training-free diffusion for controlling illumination conditions in images

• Published in: Computer vision and image understanding Vol. 260; p. 104450
• Main Authors: Xing, Xiaoyan, Hu, Tao, Metzen, Jan Hendrik, Groh, Konrad, Karaoglu, Sezer, Gevers, Theo
• Format: Journal Article
• Language: English
• Published: Elsevier Inc 01.10.2025
• Subjects: Deep learning; Diffusion models; Illumination control; Intrinsic images; Low-level vision; Deep learning; Diffusion models; Low-level vision; Intrinsic images; Illumination control

This paper introduces a novel approach to illumination manipulation in diffusion models, addressing the gap in conditional image generation with a focus on lighting conditions. While most of methods employ ControlNet and its variants to address the illumination-aware guidance in diffusion models. In...