Medical Visual Question Answering on PMC-VQA (Accuracy)
63.05AccuracyViToS
Evaluation Results
| Method | Links | |
|---|---|---|
| ViToSBackbone=Lingshu-32B2026.06 | 63.05 | |
| VisionZipBackbone=Lingshu-32B2026.06 | 62.9 | |
| VScanBackbone=Lingshu-32B2026.06 | 62.7 | |
| ViToSBackbone=Lingshu-7B2026.06 | 62.4 | |
| ViToS2026.06 | 62.4 | |
| PDropBackbone=Lingshu-32B2026.06 | 61.95 | |
| FastVBackbone=Lingshu-32B2026.06 | 61.75 | |
| BaselineBackbone=Lingshu-32B2026.06 | 61.7 | |
| BaselineBackbone=Lingshu-7B2026.06 | 60.2 | |
| ViTAR2026.06 | 57.2 | |
| VisionZipBackbone=HuatuoGPT-Vision-7B2026.06 | 55.6 | |
| VScanBackbone=HuatuoGPT-Vision-7B2026.06 | 55.4 | |
| BaselineBackbone=HuatuoGPT-Vision-7B2026.06 | 55.05 | |
| VisionZipBackbone=Lingshu-7B2026.06 | 54.63 | |
| PDropBackbone=Lingshu-7B2026.06 | 54 | |
| VScanBackbone=Lingshu-7B2026.06 | 53.9 | |
| MedCCO2026.06 | 53.2 | |
| ViToSBackbone=HuatuoGPT-Vision-7B2026.06 | 52.4 | |
| FastVBackbone=Lingshu-7B2026.06 | 51.6 | |
| MedVLThinker2026.06 | 51.6 | |
| FastVBackbone=HuatuoGPT-Vision-7B2026.06 | 50.05 | |
| PDropBackbone=HuatuoGPT-Vision-7B2026.06 | 49.2 | |
| Med-R12026.06 | 45.8 | |
| MedVLM-R12026.06 | 44.8 | |
| Qwen3-VL-8B-Instruct(MRPO)Backbone=Qwen3-VL-8B-Instruct, Training=MRPO2026.06 | 33 | |
| InternVL3-8B-Instruct(MRPO)Backbone=InternVL3-8B-Instruct, Training=MRPO2026.06 | 31.6 | |
| HuatuoGPT-Vision-34BBackbone=HuatuoGPT-Vision-34B2026.06 | 31.3 | |
| Qwen3-VL-8B-InstructBackbone=Qwen3-VL-8B-Instruct2026.06 | 31 | |
| Qwen2.5-VL-7B-Instruct(MRPO)Backbone=Qwen2.5-VL-7B-Instruct, Training=MRPO2026.06 | 30.85 | |
| Qwen3-VL-8B-ThinkingBackbone=Qwen3-VL-8B, Mode=Thinking2026.06 | 30.75 | |
| InternVL3-8B-InstructBackbone=InternVL3-8B-Instruct2026.06 | 30 | |
| Chiron-o1-8BBackbone=Chiron-o1-8B2026.06 | 29.3 | |
| QoQ-Med-7BBackbone=QoQ-Med-7B2026.06 | 28.9 | |
| MedVLThinker-7BTraining=GRPO2026.06 | 28.9 | |
| Qwen2.5-VL-7B-InstructBackbone=Qwen2.5-VL-7B-Instruct2026.06 | 28.35 | |
| HuatuoGPT-Vision-7BBackbone=HuatuoGPT-Vision-7B2026.06 | 27.9 | |
| MedVLM-R1-2BTraining=GRPO2026.06 | 23.35 | |
| LLaVA-Med-v1.5-7BBackbone=LLaVA-Med-v1.5-7B2026.06 | 20.65 | |
| LLaVA-v1.6-34BBackbone=LLaVA-v1.6-34B2026.06 | 15.9 | |
| LLaVA-v1.6-7BBackbone=LLaVA-v1.6-7B2026.06 | 11.45 |