Medical Visual Question Answering on VQA-MED (ECE, AUC)
12.52ECEMS-FBI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MS-FBIModel=MedVLM-R12026.06 | 12.52 | 63.32 | |
| Top-KModel=MedVLM-R12026.06 | 13.24 | 62.51 | |
| MS-FBIModel=Llava-NeXT-7B2026.06 | 13.8 | 58.44 | |
| MS-FBIModel=Molmo-7B2026.06 | 14.52 | 62.2 | |
| VanillaModel=MedVLM-R12026.06 | 20.82 | 49.15 | |
| PunishModel=Molmo-7B2026.06 | 23.54 | 51.69 | |
| PunishModel=MedVLM-R12026.06 | 24.58 | 49.71 | |
| VanillaModel=Molmo-7B2026.06 | 25.08 | 51.45 | |
| PunishModel=Llava-NeXT-7B2026.06 | 25.58 | 58.28 | |
| VanillaModel=Llava-NeXT-7B2026.06 | 25.94 | 57.01 | |
| Top-KModel=Llava-NeXT-7B2026.06 | 27.8 | 47.43 | |
| MS-FBIModel=Llava-1.5-med-7B2026.06 | 27.89 | 55.7 | |
| Top-KModel=Molmo-7B2026.06 | 39.28 | 45.46 | |
| Top-KModel=Llava-1.5-med-7B2026.06 | 43.85 | 50 | |
| PunishModel=Llava-1.5-med-7B2026.06 | 46.68 | 48.47 | |
| VanillaModel=Llava-1.5-med-7B2026.06 | 47.71 | 48.46 |