Visual Question Answering on Ultrasound VQA Overall Average
33.57BLEU-1Lingshu
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LingshuNumber of Parameters=7B2025.09 | 33.57 | 41.73 | 32.99 | 29.38 | 52.09 | |
| LLaVA-OneVisionNumber of Parameters=7B2025.09 | 33.25 | 40.11 | 31.63 | 29.37 | 51.09 | |
| Gemma-3Number of Parameters=12B2025.09 | 32.87 | 40.74 | 31.78 | 28.66 | 51.26 | |
| Qwen2.5-VLNumber of Parameters=7B2025.09 | 32.77 | 40.85 | 32.31 | 28.84 | 51.27 | |
| HuatuoGPT-VisionNumber of Parameters=7B2025.09 | 31.41 | 38.65 | 29.65 | 27.55 | 48.52 | |
| EchoVLMNumber of Parameters=11B2025.09 | 30.13 | 41.36 | 32.67 | 27.32 | 51.76 | |
| Qwen2-VLNumber of Parameters=7B2025.09 | 29.42 | 40.41 | 31.93 | 26.16 | 50.69 | |
| EchoVLMNumber of Parameters=3B2025.09 | 27.57 | 39.94 | 31.25 | 25.48 | 49.84 | |
| LLaVa-NeXTNumber of Parameters=13B2025.09 | 26.15 | 37.5 | 28.85 | 24.19 | 46.81 | |
| MedgemmaNumber of Parameters=4B2025.09 | 25.49 | 37.71 | 28.95 | 24 | 46.84 | |
| LLaVA-MedNumber of Parameters=7B2025.09 | 24.66 | 36.43 | 26.75 | 22.14 | 47.76 | |
| LLaVA1.5Number of Parameters=7B2025.09 | 23.62 | 34.6 | 26.28 | 22.06 | 43.78 |