Image-level Anomaly Detection on BrainMRI (AUROC, F1-Max, AP)
96.2AUROCBayes-PFL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Bayes-PFLBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 96.2 | 92.8 | 92.4 | |
| AnomalyCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 96.1 | 92.3 | 92.3 | |
| AdaCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 94.9 | 90.4 | 94.2 | |
| CLIP-ADBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 92.8 | 88.7 | 85.5 | |
| WinCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 92 | 84.2 | 90.7 | |
| APRIL-GANBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 89.6 | 85.3 | 84.5 | |
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 88.5 | — | 97.1 | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 81.9 | — | 94.5 | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 79.6 | — | 94.4 | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 79.5 | — | 94.5 | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 70.8 | — | 90.6 | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 58.8 | — | 87.8 | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 45.1 | — | 80.3 |