Diagnosis on Rad-ChestCT (external test)
75.4AUCCT-DiagVLM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CT-DiagVLMSetting=Zero-shot2026.06 | 75.4 | 69.8 | 73.4 | 39.2 | |
| HLIPSetting=Zero-shot2026.06 | 72.3 | 68.4 | 72.1 | 40.4 | |
| Base ModelSetting=Zero-shot2026.06 | 70 | 64.5 | 68.7 | 34.5 | |
| ViSD-BoostSetting=Zero-shot2026.06 | 69.4 | 65.2 | 69.3 | 34.2 | |
| fVLMSetting=Zero-shot2026.06 | 68 | 64.7 | 68.8 | 37.4 | |
| COLIPRISetting=Zero-shot2026.06 | 67 | 60.9 | 65.7 | — | |
| CT-VocabFineSetting=Zero-shot2026.06 | 65.7 | 62.1 | 66.8 | 35.6 | |
| CT-LiProSetting=Zero-shot2026.06 | 64.7 | 60.6 | 65 | 35.1 | |
| MerlinSetting=Zero-shot2026.06 | 64.4 | 61.9 | 66.3 | 34.8 | |
| CT-CLIPSetting=Zero-shot2026.06 | 63.2 | 59.9 | 64.7 | 34.1 | |
| BIUDSetting=Zero-shot2026.06 | 62.9 | 60.6 | 65.2 | 33.7 | |
| SupervisedSetting=Zero-shot2026.06 | 54.1 | 53.9 | 58.7 | 28.7 | |
| RandomSetting=Zero-shot2026.06 | 49.6 | 50 | 55.5 | 26.5 |