Pixel-level Anomaly Detection on Endo
91AUROCMoECLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 91 | — | 62.5 | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 89.4 | — | 58.9 | |
| EntroADProtocol=Zero-shot2026.05 | 89.4 | 73.9 | — | |
| Bayes-PFLBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 89.2 | 74.8 | 58.6 | |
| MRADProtocol=Zero-shot2026.05 | 89.1 | 73.7 | — | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 88.6 | — | 57.7 | |
| AA-CLIPProtocol=Zero-shot2026.05 | 88 | 68.7 | — | |
| FiLoProtocol=Zero-shot2026.05 | 87.5 | 66.2 | — | |
| AnomalyCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 86.3 | 67.3 | 50.4 | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 86.2 | — | 54.1 | |
| FAPromptProtocol=Zero-shot2026.05 | 85.5 | 65.3 | — | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 85.4 | — | 49.7 | |
| APRIL-GANBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 84.1 | 32.3 | 47.9 | |
| AdaCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 84 | 10.5 | 44.8 | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 84 | — | 48.8 | |
| AnomalyCLIPProtocol=Zero-shot2026.05 | 83.4 | 61.2 | — | |
| CLIP-ADBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 82.5 | 48.1 | 46.2 | |
| WinCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 68.2 | 28.3 | 23.8 | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 68.2 | — | 23.8 | |
| WinCLIPProtocol=Zero-shot2026.05 | 68.2 | 28.3 | — |