Histopathology Anomaly Detection on Camelyon16 HIS
91.97AUCHAAF
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| HAAFBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 91.97 | 92.16 | 84.39 | 83.93 | |
| MVFABackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 88.51 | 87.65 | 81.29 | 79.37 | |
| MadCLIPBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 88.38 | 88.63 | 81.33 | 79.82 | |
| VANDBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 87.35 | 86.54 | 80.4 | 78.47 | |
| MMABackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 86.09 | 84.87 | 79.76 | 77.67 | |
| HAAFBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 84.98 | 83.79 | 78.89 | 76.77 | |
| MVFABackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 82.71 | 80.42 | 76.73 | 74.21 | |
| MadCLIPBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 80.6 | 80.5 | 75.04 | 71.16 | |
| MMABackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 79.9 | 72.94 | 78.15 | 75.16 | |
| CoOpBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 79.7 | 80.08 | 73.46 | 70.41 | |
| WinCLIPBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 78.51 | 78.24 | 73.97 | 71.31 | |
| DRABackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 78.23 | 77.96 | 73.78 | 71.11 | |
| VANDBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 77.41 | 73.24 | 74.07 | 70.21 | |
| MedCLIPBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 76.96 | 71.74 | 75.18 | 71.96 | |
| CoOpBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 73.12 | 71.93 | 71.16 | 64.4 | |
| WinCLIPBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 72.87 | 62.82 | 74.71 | 68.4 | |
| DRABackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 70.29 | 68.72 | 71.59 | 62.44 |