Pixel-level Anomaly Detection on ClinicDB
89.9AUROCAA-CLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AA-CLIPAvailable training shots=full2025.03 | 89.9 | — | — | |
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 89.7 | — | 49.9 | |
| AA-CLIPAvailable training shots=22025.03 | 89.2 | — | — | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 89.2 | — | 49.8 | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 88.2 | — | 49.1 | |
| AA-CLIPAvailable training shots=642025.03 | 87.8 | — | — | |
| AA-CLIPAvailable training shots=162025.03 | 87.6 | — | — | |
| AdaCLIPSource=ECCV 2024, Available training shots=full2025.03 | 85.9 | — | — | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 85.7 | — | 45.8 | |
| VANDSource=CVPRW 2023, Available training shots=full2025.03 | 85.1 | — | — | |
| AnomalyCLIPSource=ICLR 2024, Available training shots=full2025.03 | 85 | — | — | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 85 | — | 38.5 | |
| AdaCLIPSupervision training protocol=w/ supervised training2024.07 | 84.4 | 58.2 | — | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 84.3 | — | 41.1 | |
| MVFA-ADSource=CVPR 2024, Available training shots=full2025.03 | 83.9 | — | — | |
| SAMSupervision training protocol=w/ supervised training2024.07 | 83.5 | 43 | — | |
| DINOV2Supervision training protocol=w/ supervised training2024.07 | 83.3 | 56.2 | — | |
| APRIL-GANSupervision training protocol=w/ supervised training2024.07 | 82.5 | 51.8 | — | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 70.7 | — | 19.4 | |
| WinCLIPSource=CVPR 20232025.03 | 70.3 | — | — | |
| WinCLIPSupervision training protocol=w/o supervised training2024.07 | 67.1 | 24.4 | — | |
| SAASupervision training protocol=w/o supervised training2024.07 | 66.2 | 29.1 | — | |
| CLIPSource=OpenCLIP2025.03 | 47.5 | — | — |