Anomaly Detection on Liver CT
97.8Pixel AUROCAA-CLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AA-CLIPAvailable training shots=full2025.03 | 97.8 | — | — | |
| AA-CLIPAvailable training shots=162025.03 | 97.7 | — | — | |
| AA-CLIPAvailable training shots=642025.03 | 97.7 | — | — | |
| AA-CLIPAvailable training shots=22025.03 | 97.3 | — | — | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 97.2 | 9.3 | — | |
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 97.2 | 10.8 | — | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 97.1 | 8 | — | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 97 | 9.4 | — | |
| UniVAD v2Shot Setting=1N+1A-shot2026.06 | 97 | — | 75.6 | |
| MVFA-ADSource=CVPR 2024, Available training shots=full2025.03 | 96.8 | — | — | |
| UniVAD v2Shot Setting=1N-shot2026.06 | 96.8 | — | 74.5 | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 96.5 | 6.2 | — | |
| UniVAD2026.06 | 96.3 | — | 70 | |
| WinCLIPSource=CVPR 20232025.03 | 96.2 | — | — | |
| AnomalyGPT2026.06 | 95.8 | — | 60.3 | |
| VANDSource=CVPRW 2023, Available training shots=full2025.03 | 95.6 | — | — | |
| PatchCore2026.06 | 95.6 | — | 44.9 | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 95.5 | 5.3 | — | |
| AdaCLIPSource=ECCV 2024, Available training shots=full2025.03 | 94.5 | — | — | |
| WinCLIP2026.06 | 94.5 | — | 60.3 | |
| AnomalyCLIPSource=ICLR 2024, Available training shots=full2025.03 | 93.9 | — | — | |
| MedCLIP2026.06 | 93.8 | — | 40.5 | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 93 | 2.9 | — | |
| CLIPSource=OpenCLIP2025.03 | 90.5 | — | — | |
| UniAD2026.06 | 88.5 | — | 35 | |
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 74 | 64.6 | — | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 68.2 | 63.4 | — | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 66.5 | 56.1 | — | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 62.6 | 54.2 | — | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 61.7 | 55.2 | — | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 58.4 | 49.7 | — | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 54.7 | 49.6 | — | |
| ComAD2026.06 | — | — | 45 |