Multi-label classification on Rad-ChestCT (external val)
72.3AUCHLIP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HLIPSupervision source=Original Reports, Zero-shot evaluation=true2025.05 | 72.3 | 68.4 | 72.1 | 40.4 | 66.7 | |
| HLIPSupervision source=Qwen Summarized Reports, Zero-shot evaluation=true2025.05 | 71.7 | 67.7 | 71.4 | 39.8 | 66.9 | |
| fVLMSupervision source=Qwen Summarized Reports, Zero-shot evaluation=true2025.05 | 68 | 64.7 | 68.8 | 37.4 | 64.6 | |
| MerlinSupervision source=Original Reports, Zero-shot evaluation=true2025.05 | 64.4 | 61.9 | 66.3 | 34.8 | 61 | |
| CT-CLIPSupervision source=Original Reports, Zero-shot evaluation=true2025.05 | 63.3 | 59.9 | 64.7 | 34.1 | — | |
| BIUDSupervision source=Original Reports, Zero-shot evaluation=true2025.05 | 62.9 | 60.6 | 65.2 | 33.7 | 59.6 |