Image-level Anomaly Detection on Br35H
0.978AUROCBayes-PFL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Bayes-PFLBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 0.978 | 0.936 | 96.2 | |
| AdaCLIPSupervision training protocol=w/ supervised training2024.07 | 0.977 | 0.924 | — | |
| AnomalyCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 0.973 | 0.924 | 96.1 | |
| CLIP-ADBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 0.96 | 0.908 | 95.5 | |
| AdaCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 0.957 | 0.891 | 95.7 | |
| APRIL-GANSupervision training protocol=w/ supervised training2024.07 | 0.956 | 0.91 | — | |
| APRIL-GANBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 0.931 | 0.854 | 92.9 | |
| WinCLIPSupervision training protocol=w/o supervised training2024.07 | 0.816 | 0.744 | — | |
| WinCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 0.805 | 0.741 | 82.2 | |
| DINOV2Supervision training protocol=w/ supervised training2024.07 | 0.691 | 0.705 | — | |
| SAMSupervision training protocol=w/ supervised training2024.07 | 0.59 | 0.672 | — | |
| SAASupervision training protocol=w/o supervised training2024.07 | 0.332 | 0.673 | — |