Author

Huilin Deng

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Jul 2026

Perceptual Flow Matching for Few-Step Generative Modeling

Perceptual Flow Matching supervises flow matching in a perceptual feature space using pretrained perceptual models, which substantially improves the few-step generation capability of flow-matching models, reducing the number of sampling steps from 35-50 to 4-8 while preserving generation quality.

Chuyang Zhao, Yifei Song, Hongfa Wang et al. · arXiv.org · 2 citations