Histopathology Anomaly Detection on SICAP v2
94.05AUCHAAF
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| HAAFBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 94.05 | 95.37 | 88.22 | 88.5 | |
| DRABackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 91.59 | 93.51 | 84.59 | 85.3 | |
| MVFABackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 91.22 | 93.02 | 85.21 | 85.75 | |
| WinCLIPBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 90.23 | 92.36 | 83.12 | 84.4 | |
| CoOpBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 89.61 | 91.51 | 82.02 | 81.85 | |
| VANDBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 88.98 | 90.63 | 82.82 | 83.05 | |
| MMABackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 87.62 | 89.71 | 79.41 | 77.75 | |
| MadCLIPBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 86.17 | 89.26 | 77.06 | 78.65 | |
| HAAFBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 85.56 | 87.49 | 78.01 | 76.6 | |
| MVFABackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 84.75 | 87.19 | 77.02 | 74.25 | |
| VANDBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 83.15 | 85.73 | 76.03 | 74.5 | |
| MadCLIPBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 82.9 | 86.25 | 74.79 | 74.05 | |
| MMABackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 82.57 | 84.84 | 75.8 | 74.4 | |
| CoOpBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 80.05 | 82.11 | 73.33 | 69.45 | |
| MedCLIPBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 79.45 | 82.84 | 73.79 | 73.65 | |
| DRABackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 78.41 | 80.81 | 72.27 | 67.2 | |
| WinCLIPBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 73.13 | 74.51 | 70.23 | 64.65 |