Triad: Empowering LMM-based Anomaly Detection with Vision Expert-guided Visual Tokenizer and Manufacturing Process.

Beyond Common Sense: Grounding Logical Anomaly Detection in Inspection Criteria
Yuanze Li*, Shihao Yuan, Zimeng Zhu, Ming Liu (csmliu@outlook.com), Wangmeng Zuo, Guangming Shi

TODO

• update Triad model pretrained weights.
• upload SCAN Training and Evaluation codes.
• update evaluation benchmark.
• update demo.

Contents

• Install
• Triad Weights
• Train
• Evaluation

Install

Coming soon.

Triad Weights

Coming soon.

Demo

Coming soon.

Train

Coming soon.

Evaluation

Coming soon.

Acknowledgement

Thanks to Qwen Team for their great base model Qwen2.5-VL and Qwen3-VL series.