Multi-Label Classification on MIMIC-CXR (uncertain as positive)
57.3Micro F1 (14 classes)LLaVA-Rad
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LLaVA-RadUnd. Params=7B2026.01 | 57.3 | 60.2 | 44 | 53.3 | |
| UniXUnd. Params=1.5B2026.01 | 52.6 | 57.9 | 35.5 | 49.8 | |
| FlamingoCXRUnd. Params=3B2026.01 | 51.9 | 58 | — | — | |
| RGRGUnd. Params=<1B2026.01 | 37.4 | 49 | 24.4 | 42.7 | |
| LLM-CXRUnd. Params=12B2026.01 | 36 | — | 21.1 | — | |
| GPT-4V2026.01 | 35.6 | 33.3 | 25.3 | 29.6 | |
| LLaVA-MedUnd. Params=7B2026.01 | 27.3 | 24.4 | 18.7 | 20.5 | |
| HealthGPTUnd. Params=3.8B2026.01 | 25.5 | 28.2 | 17.5 | 22.6 | |
| PromptMRGUnd. Params=<1B2026.01 | 15 | 6.9 | 8.4 | 4.1 |