Anomaly Detection on BrainMRI (AUROC, AP, F1-max)
96.4AUROCWMoE-CLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| WMoE-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 96.4 | 97.6 | 95.5 | |
| AnomalyCLIPVenue=ICLR2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 96.1 | 92.3 | 92.3 | |
| FAPromptZero-shot=true2026.03 | 95.8 | 96.2 | — | |
| AF-CLIPZero-shot=true2026.03 | 95.2 | 96.3 | — | |
| FB-CLIPZero-shot=true2026.03 | 95.1 | 96.6 | — | |
| Ada-CLIPVenue=ECCV2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 94.9 | 94.2 | 90.4 | |
| AA-CLIPVenue=CVPR2025, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 94.1 | 93.3 | 93.5 | |
| AdaCLIPzero-shot=true2026.02 | 93.5 | 95.6 | 89.7 | |
| CLIP-ADVenue=IJCAI2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 92.8 | 85.5 | 88.7 | |
| Tipsomalyzero-shot=true2026.02 | 92.4 | 95.2 | 88.3 | |
| WinCLIPVenue=CVPR2023, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 92 | 90.7 | 84.2 | |
| AA-CLIPZero-shot=true2026.03 | 91.8 | 94.1 | — | |
| AnomalyCLIPzero-shot=true2026.02 | 90.3 | 92.2 | 90.2 | |
| AnomalyCLIPZero-shot=true2026.03 | 90.3 | 92.3 | — | |
| VANDzero-shot=true2026.02 | 89.6 | 91 | 88.5 | |
| VANDZero-shot=true2026.03 | 89.3 | 90.9 | — | |
| WinCLIPZero-shot=true2026.03 | 86.6 | 91.5 | — | |
| AdaCLIPZero-shot=true2026.03 | 80.6 | 84.4 | — |