Anomaly Detection on Retina OCT
0.914Image-level AUROCAnoPLe
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AnoPLesetting=4-shot2024.08 | 0.914 | — | |
| PromptADsetting=4-shot2024.08 | 0.912 | — | |
| UniVADsetting=4-shot2024.08 | 0.889 | — | |
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 0.855 | 84.9 | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 0.837 | 81.8 | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 0.834 | 83.8 | |
| AA-CLIPAvailable training shots=642025.03 | 0.829 | — | |
| AdaCLIPAvailable training shots=full2025.03 | 0.827 | — | |
| AA-CLIPAvailable training shots=full2025.03 | 0.827 | — | |
| AA-CLIPAvailable training shots=162025.03 | 0.81 | — | |
| AA-CLIPAvailable training shots=22025.03 | 0.774 | — | |
| MVFA-ADAvailable training shots=full2025.03 | 0.773 | — | |
| AnomalyCLIPAvailable training shots=full2025.03 | 0.757 | — | |
| WinCLIPsetting=4-shot2024.08 | 0.754 | — | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 0.747 | 73.9 | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 0.703 | 69.4 | |
| MedCLIPsetting=4-shot2024.08 | 0.666 | — | |
| CLIP & VANDAvailable training shots=N/A2025.03 | 0.656 | — | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 0.656 | 60.5 | |
| PatchCoresetting=4-shot2024.08 | 0.653 | — | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 0.537 | 44.3 | |
| WinCLIPAvailable training shots=N/A2025.03 | 0.425 | — |