Histopathology Anomaly Detection on NCT-CRC
0.9025AUCHAAF
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| HAAFBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 0.9025 | 0.8675 | 0.8798 | 0.872 | |
| CoOpBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 0.8802 | 0.8382 | 0.7307 | 0.8495 | |
| MadCLIPBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 0.8798 | 0.8111 | 0.6776 | 0.8016 | |
| DRABackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 0.872 | 0.7924 | 0.7154 | 0.8214 | |
| MVFABackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 0.8675 | 0.7609 | 0.6863 | 0.7973 | |
| MMABackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 0.8659 | 0.7863 | 0.713 | 0.8229 | |
| VANDBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 0.8655 | 0.7478 | 0.6868 | 0.7983 | |
| WinCLIPBackbone=CONCH ViT-L/14, Shot=4-shot2026.01 | 0.8577 | 0.654 | 0.7004 | 0.8106 | |
| MadCLIPBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 0.8445 | 0.7231 | 0.6574 | 0.7218 | |
| HAAFBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 0.8395 | 0.7332 | 0.6633 | 0.744 | |
| MVFABackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 0.8232 | 0.611 | 0.6517 | 0.7003 | |
| VANDBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 0.8132 | 0.5951 | 0.6428 | 0.6943 | |
| DRABackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 0.8079 | 0.7038 | 0.6655 | 0.7582 | |
| MMABackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 0.7944 | 0.6909 | 0.6439 | 0.7174 | |
| CoOpBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 0.779 | 0.5792 | 0.6221 | 0.6877 | |
| MedCLIPBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 0.7663 | 0.6203 | 0.6019 | 0.7003 | |
| WinCLIPBackbone=CLIP ViT-L/14, Shot=4-shot2026.01 | 0.7586 | 0.5518 | 0.6101 | 0.6581 |