Pixel-level Anomaly Detection on Brain MRI (AUROC, AP)
97.3AUROCMoECLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 97.3 | 61.3 | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 96.7 | 55.1 | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 96 | 57.5 | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 95.7 | 42.9 | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 95.4 | 23.5 | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 94.5 | 35.6 | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 94.4 | 37.1 |