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2024年12月23日 · Comprehensive experiments on four publicly available datasets and a real-world button inspection dataset demonstrate that the proposed VarAD achieves superior high-resolution image anomaly detection performance while maintaining lightweight, rendering VarAD a viable solution for HRIAD.

2025年1月16日 · To tackle HRIAD, this article translates image anomaly detection into visual token prediction and proposes visual autoregressive modeling-based anomaly detection (VarAD) based on visual autoregressive modeling for token prediction.

[IEEE TII 2025] Official Implementation for "VarAD: Lightweight High-Resolution Image Anomaly Detection via Visual Autoregressive Modeling" Resources

Specifically, the study proposes VarAD, which employs Visual AutoRegressive (VAR) modeling to capture the sequential relationships between visual tokens. VarAD draws inspiration from the success of autoregressive models in large language models (LLMs) [11], renowned for their robust global model-ing capacity through next-token prediction.

Varad may refer to: Oradea, city in Romania, also known as Várad; Varad, Bardoli, village in Gujarat, India; Varad or Warad, village in the Sindhudurg district of Maharashtra, India; ancestral village of Irish prime minister Leo Varadkar. Varadkar (surname), Indian toponymic surname from the village in Maharashtra

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