Image-level Anomaly Detection on KSDD2
97.3AUROCBayes-PFL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Bayes-PFLBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 97.3 | 92.3 | 97.9 | |
| Bayes-PFLsetting=zero-shot2026.01 | 97 | 92.1 | 97.6 | |
| SSVPsetting=zero-shot2026.01 | 96.9 | 91.8 | 97.5 | |
| AdaCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 95.9 | 84.5 | 95.9 | |
| AdaCLIPsetting=zero-shot2026.01 | 95.4 | 84.2 | 95.6 | |
| CLIP-ADBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 95.2 | 84.4 | 88.2 | |
| WinCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 93.5 | 71.4 | 77.9 | |
| WinCLIPsetting=zero-shot2026.01 | 93.2 | 71.1 | 77.4 | |
| AnomalyCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 92.1 | 71 | 77.8 | |
| AnomalyCLIPsetting=zero-shot2026.01 | 91.6 | 70.8 | 77.4 | |
| APRIL-GANBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 90.3 | 70 | 74.4 | |
| APRIL-GANsetting=zero-shot2026.01 | 90 | 69.7 | 74.1 |