Efficient Diffusion Models: A Comprehensive Survey from Principles to Practices

Zhiyuan Ma, Yuzhu Zhang,Guoli Jia, Liangliang Zhao, Yichao Ma, Mingjie Ma, Gaofeng Liu,Kaiyan Zhang, Ning Ding,Jianjun Li,Bowen Zhou

IEEE transactions on pattern analysis and machine intelligence（2025）

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diffusion models,efficient denoising generation,deep generative models,score-based modeling,parameter-efficient training,preference optimization,efficient sampling method,image generation,video generation

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