Consistency Model

Creator
Creator
Seonglae ChoSeonglae Cho
Created
Created
2024 Oct 24 22:46
Editor
Edited
Edited
2025 Mar 17 0:25

Consistency loss

조건부 일관성을 학습하여, 모든 중간 상태에서 가 유지되도록 설계해서 posterior에 수렴 보장
  • 적은 샘플링 단계로도 고품질 샘플을 생성
  • Scaling 가능
  • Diffusion Model
    use multi step noise reduction, while Consistency model generate once
https://lumalabs.ai/news/inductive-moment-matching
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Diffusion models have significantly advanced the fields of image, audio, and video generation, but they depend on an iterative sampling process that causes slow generation. To overcome this...
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