1 code implementation • 13 Sep 2023 • Tongkun Liu, Bing Li, Xiao Du, Bingke Jiang, Leqi Geng, Feiyang Wang, Zhuo Zhao
Image reconstruction-based anomaly detection models are widely explored in industrial visual inspection.
Ranked #6 on Anomaly Detection on VisA
1 code implementation • 15 May 2023 • Tongkun Liu, Bing Li, Xiao Du, Bingke Jiang, Xiao Jin, Liuyi Jin, Zhuo Zhao
Meanwhile, segmenting a product image into multiple components provides a novel perspective for industrial visual inspection, demonstrating great potential in model customization, noise resistance, and anomaly classification.
Ranked #5 on Anomaly Detection on MVTec LOCO AD
1 code implementation • 26 Oct 2022 • Tongkun Liu, Bing Li, Zhuo Zhao, Xiao Du, Bingke Jiang, Leqi Geng
The model with an overly strong generalization capability can even well reconstruct the abnormal regions, making them less distinguishable, while the model with a poor generalization capability can not reconstruct those changeable high-frequency components in the normal regions, which ultimately leads to false positives.
Ranked #7 on Anomaly Detection on VisA