Consistency Model

Creator

Creator

Seonglae Cho

Created

Created

2024 Oct 24 22:46

Editor

Editor

Seonglae Cho

Edited

Edited

2025 Mar 17 0:25

Refs

Refs

consistency_models

openai • Updated 2024 Oct 29 16:8

Distribution Matching Distillation

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

Consistency Models

Consistency Models

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...

https://arxiv.org/abs/2303.01469

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