Histopathology Anomaly Detection on BRACS
0.8353AUCHAAF
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| HAAFBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 0.8353 | 0.8608 | 0.8422 | 0.7914 | |
| MadCLIPBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 0.8232 | 0.8419 | 0.827 | 0.7689 | |
| VANDBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 0.8139 | 0.8498 | 0.8181 | 0.7605 | |
| MVFABackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 0.8104 | 0.8481 | 0.8141 | 0.7454 | |
| MMABackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 0.8052 | 0.8402 | 0.8107 | 0.7394 | |
| WinCLIPBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 0.8035 | 0.8415 | 0.813 | 0.7473 | |
| CoOpBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 0.7862 | 0.8417 | 0.787 | 0.7132 | |
| HAAFBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 0.7189 | 0.7584 | 0.7834 | 0.6921 | |
| MadCLIPBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 0.7102 | 0.7519 | 0.7817 | 0.6905 | |
| MVFABackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 0.7033 | 0.7573 | 0.7797 | 0.6833 | |
| MMABackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 0.6939 | 0.7453 | 0.7805 | 0.6773 | |
| DRABackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 0.6784 | 0.7671 | 0.7506 | 0.6008 | |
| VANDBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 0.6706 | 0.7411 | 0.7589 | 0.639 | |
| MedCLIPBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 0.6588 | 0.7278 | 0.7573 | 0.6418 | |
| DRABackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 0.6311 | 0.7045 | 0.7624 | 0.633 | |
| CoOpBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 0.6036 | 0.6873 | 0.7539 | 0.609 | |
| WinCLIPBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 0.5616 | 0.6463 | 0.7507 | 0.601 |