Abnormality diagnosis on RAD-ChestCT (external val)
78AUCGreenRFM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GreenRFMzero-shot=true2026.03 | 78 | 73 | 75.7 | 46.1 | — | — | |
| GreenRFM-Lzero-shot=true2026.03 | 76.5 | 71 | 74.1 | 44.6 | — | — | |
| BrgSAzero-shot=true2026.03 | 74.2 | 68.6 | 72 | 42.2 | — | — | |
| EXACTProtocol=Fine-tuning2026.04 | 73.4 | 68.2 | 73.7 | — | — | — | |
| EXACTProtocol=Zero-shot2026.04 | 72.8 | 67.7 | 73.1 | — | — | — | |
| HLIPzero-shot=true2026.03 | 71.7 | 67.7 | 71.4 | 39.8 | — | — | |
| MedVista3DProtocol=Zero-shot2026.04 | 71 | 66.8 | 68.1 | — | — | — | |
| ViSD-Boostzero-shot=true2026.03 | 69.4 | 65.2 | 69.3 | 34.2 | — | — | |
| fVLMzero-shot=true2026.03 | 68 | 64.7 | 68.8 | 37.4 | — | — | |
| CA-GCLProtocol=Zero-shot, Prompt Evaluation=Mean performance and standard deviation across five different prompt templates2026.05 | 67 | 63.5 | 67.8 | 33.3 | 63 | 63.3 | |
| ViSD-BoostProtocol=Zero-shot, Prompt Evaluation=Mean performance and standard deviation across five different prompt templates2026.05 | 65.7 | 61.4 | 66 | 31.9 | 61.1 | 63.5 | |
| fVLMProtocol=Zero-shot, Prompt Evaluation=Mean performance and standard deviation across five different prompt templates2026.05 | 65.6 | 63 | 67.4 | 33.1 | 63 | 61.8 | |
| CT-CLIPProtocol=VocabFine2026.04 | 65 | 63.6 | 67.7 | — | — | — | |
| X2CT-CLIPzero-shot=true2026.03 | 64.5 | — | — | — | — | — | |
| Merlinzero-shot=true2026.03 | 64.4 | 61.9 | 66.3 | 34.8 | — | — | |
| fVLMProtocol=Zero-shot2026.04 | 64.4 | 61.9 | 66.3 | — | — | — | |
| CT-CLIPProtocol=ClassFine2026.04 | 64.3 | 59.9 | 64.4 | — | — | — | |
| CT-CLIPzero-shot=true2026.03 | 62.9 | 59.5 | 64.2 | 33.6 | — | — | |
| BIUDzero-shot=true2026.03 | 62.9 | 60.6 | 65.2 | 33.7 | — | — | |
| CT-CLIPProtocol=Zero-shot2026.04 | 62.9 | 59.2 | 63.7 | — | — | — | |
| BIUDProtocol=Zero-shot2026.04 | 62.9 | 60.6 | 65.2 | — | — | — | |
| MerlinProtocol=Zero-shot2026.04 | 60.3 | 59.8 | 65.7 | — | — | — | |
| DCFormerzero-shot=true2026.03 | 58.1 | 55.8 | 60.8 | 29.9 | — | — | |
| CT-NetProtocol=Fine-tuning2026.04 | 54.4 | 51.7 | 56.4 | — | — | — |