OmiAD: One-Step Adaptive Masked Diffusion Model for Multi-class Anomaly Detection via Adversarial Distillation

Yaoxuan Feng; wenchao chen; Yuxin Li; Bo Chen; Yubiao Wang; Zixuan Zhao; Hongwei Liu; Mingyuan Zhou

2025 ICML ICML 2025

OmiAD: One-Step Adaptive Masked Diffusion Model for Multi-class Anomaly Detection via Adversarial Distillation

Abstract

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Authors

Yaoxuan Feng, wenchao chen, Yuxin Li, Bo Chen, Yubiao Wang, Zixuan Zhao, Hongwei Liu, Mingyuan Zhou

Topics

Deep Learning > Models > Diffusion Models

Keywords

state-of-the-art performance inference speedup adaptive masking multi-class anomaly detection masked diffusion model adversarial score distillation

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