Anomaly Segmentation (Pixel-level) on Brain AD
97.2AUROCLAKE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LAKE2026.04 | 97.2 | 50.9 | 52 | 85.3 | |
| VisualAD(DINOv2)Backbone=ViT-L/14, Evaluation Protocol=Zero-shot2026.03 | 96.4 | 50.2 | 51.9 | 83.5 | |
| VisualADBackbone=DINOv22026.04 | 96.4 | 50.2 | 51.9 | 83.5 | |
| VisualAD(CLIP)Backbone=ViT-L/14@336px, Evaluation Protocol=Zero-shot2026.03 | 95.2 | 46.7 | 43.7 | 79.5 | |
| AdaCLIP2026.04 | 95.2 | 40.6 | 37 | 36.4 | |
| VisualADBackbone=CLIP2026.04 | 95.2 | 46.7 | 43.7 | 79.5 | |
| AnomalyCLIP2026.04 | 95.1 | 43.1 | 42.3 | 71.5 | |
| CLIP-AD2026.04 | 94.1 | 42.9 | 40.5 | 74.2 | |
| WinCLIPBackbone=ViT-L/14@336px, Evaluation Protocol=Zero-shot2026.03 | 87.6 | 21.7 | 13.3 | 59.7 | |
| WinCLIP2026.04 | 87.6 | 21.7 | 13.3 | 59.7 |