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Diffusion Model Distillation
Adversarial Distribution Matching for Diffusion Distillation Towards Efficient Image and Video Synthesis
Published:7/24/2025
Adversarial Distribution MatchingDiffusion Model DistillationEfficient Image and Video GenerationReverse KL Divergence MinimizationDistributional Loss Optimization
This paper introduces Adversarial Distribution Matching (ADM) to address mode collapse in diffusion model compression, improving efficiency and quality in image and video synthesis through adversarial alignment of score estimators.
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From Slow Bidirectional to Fast Autoregressive Video Diffusion Models
Published:12/11/2024
Autoregressive Video Diffusion ModelsDiffusion Model DistillationVideo Generation AccelerationDynamic Video GenerationLong-Horizon Video Synthesis
The paper introduces a novel autoregressive video diffusion model that transforms a slow bidirectional model into a fast one using distribution matching distillation. With teacher trajectory initialization and asymmetric distillation, it achieves an 84.27 score on VBenchLong, si
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