Pixel-level Anomaly Detection on Retina OCT
96.2AUROCMoECLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 96.2 | 66.3 | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 95.5 | 55 | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 95.4 | 62.3 | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 94.4 | 55.5 | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 91.8 | 47.1 | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 88.8 | 22 | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 88.6 | 35.4 |