Visual Question Answering on PMC-VQA
58.75AccuracyLingshu 7B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Lingshu 7BMedical Samples=5M2026.06 | 58.75 | — | |
| OctoMed 7BMedical Samples=8M2026.06 | 57.14 | — | |
| GPT-4o2025.10 | 55.8 | — | |
| Qwen2.5-VL-7B + OPENMEDREASONMedical Samples=450K2026.06 | 55.2 | — | |
| MedVL-Thinker 7BMedical Samples=200k2026.06 | 53.31 | — | |
| QoQ-Med-VL 7BMedical Samples=2.6M2026.06 | 51.39 | — | |
| ICDBackbone=LLaVA-OneVision2025.10 | 51.1 | 39.3 | |
| Qwen2.5-VL-7BMedical Samples=N/A2026.06 | 49.6 | — | |
| BestofNBackbone=LLaVA-OneVision2025.10 | 48.7 | — | |
| Offline ICDBackbone=LLaVA-OneVision2025.10 | 48.5 | 100 | |
| CoTBackbone=LLaVA-OneVision2025.10 | 48.2 | — | |
| Self-labelingBackbone=LLaVA-OneVision2025.10 | 48 | — | |
| 0-shotBackbone=LLaVA-OneVision2025.10 | 47.5 | — | |
| MedGemma 27BMedical Samples=30M2026.06 | 45.5 | — | |
| MedGemma 1.5 4BMedical Samples=30M2026.06 | 45.39 | — | |
| RoiMAMParams=1.7B2026.05 | 44.9 | — | |
| LLaVA-MedParams=7B2026.05 | 42.8 | — | |
| MedVInT-TDParams=8.6B2026.05 | 40.3 | — | |
| MedVInT-TEParams=8.6B2026.05 | 39.2 | — | |
| Offline ICDBackbone=InternVL2.52025.10 | 38.9 | 100 | |
| ICDBackbone=InternVL2.52025.10 | 38.1 | 31.1 | |
| Self-labelingBackbone=InternVL2.52025.10 | 35.1 | — | |
| BestofNBackbone=InternVL2.52025.10 | 34.7 | — | |
| 0-shotBackbone=InternVL2.52025.10 | 34.5 | — | |
| PubMedCLIPParams=1.6B2026.05 | 34.5 | — | |
| FAVP (Vicuna)Params=8.5B2026.05 | 30.6 | — | |
| CoTBackbone=InternVL2.52025.10 | 30.1 | — | |
| PMC-CLIPParams=1.6B2026.05 | 24 | — |