arxivcs.CVcs.AIcs.LG2026-06-30
Histogram-constrained Image Generation
Haoming Liu, Yuanhe Guo, Yijia Cao, Shenji Wan, Hongyi Wen
Diffusion models have emerged as a dominant paradigm in generative modeling, enabling high-fidelity sampling from complex data distributions. Despite impressive capabilities, controlling diffusion models to produce outputs aligned with user intent remains an open challenge, espec…