Pixel-level Anomaly Detection on ISIC (AUROC, PRO, AP)
0.922AUROCBayes-PFL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Bayes-PFLBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 0.922 | 0.876 | 0.846 | |
| AnomalyCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 0.884 | 0.781 | 0.744 | |
| APRIL-GANBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 0.858 | 0.137 | 0.698 | |
| WinCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 0.833 | 0.551 | 0.624 | |
| AdaCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 0.818 | 0.538 | 0.425 | |
| CLIP-ADBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 0.803 | 0.588 | 0.237 |