Multi-disease diagnosis on MianYang external n = 500 (val)
76.9AUROCEXACT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EXACTProtocol=Fine-tuning2026.04 | 76.9 | 80.5 | 76.1 | |
| EXACTProtocol=Zero-shot2026.04 | 75.8 | 77.3 | 73.4 | |
| fVLMProtocol=Zero-shot2026.04 | 71.6 | 74.8 | 69.9 | |
| CT-CLIPProtocol=VocabFine2026.04 | 71.2 | 76.6 | 69.5 | |
| CT-CLIPProtocol=ClassFine2026.04 | 70.4 | 75.7 | 69.4 | |
| CT-CLIPProtocol=Zero-shot2026.04 | 68.9 | 74.6 | 67.9 | |
| CT-NetProtocol=Fine-tuning2026.04 | 61.2 | 61.8 | 60.3 | |
| MerlinProtocol=Zero-shot2026.04 | 60.2 | 69.5 | 61 |