Pixel-level Anomaly Detection on KSDD2
99.6AUROCBayes-PFL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Bayes-PFLBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 99.6 | 97.6 | 73.7 | |
| Bayes-PFLsetting=zero-shot2026.01 | 99.6 | 97.1 | 72.3 | |
| SSVPsetting=zero-shot2026.01 | 99.5 | 98.8 | 71.5 | |
| AnomalyCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 99.4 | 92.7 | 41.8 | |
| CLIP-ADBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 99.3 | 85.4 | 58.9 | |
| AnomalyCLIPsetting=zero-shot2026.01 | 98.7 | 91.5 | 40.2 | |
| WinCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 97.9 | 91.2 | 17.1 | |
| APRIL-GANBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 97.9 | 51.1 | 61.6 | |
| AdaCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 96.1 | 70.8 | 56.4 | |
| AdaCLIPsetting=zero-shot2026.01 | 95.1 | 68.2 | 40.4 | |
| APRIL-GANsetting=zero-shot2026.01 | 93.4 | 50.1 | 59.7 | |
| WinCLIPsetting=zero-shot2026.01 | 92.4 | 90.2 | 14.3 |