Visual Question Answering on Ultrasound VQA Heart
30.43BLEU-1LLaVA-OneVision
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LLaVA-OneVisionNumber of Parameters=7B2025.09 | 30.43 | 35.5 | 27.69 | 27.76 | 46.25 | |
| Gemma-3Number of Parameters=12B2025.09 | 28.88 | 36.95 | 28.84 | 26.43 | 47.23 | |
| Qwen2.5-VLNumber of Parameters=7B2025.09 | 28.18 | 36.43 | 28.51 | 25.73 | 46.07 | |
| LingshuNumber of Parameters=7B2025.09 | 27.98 | 37 | 28.87 | 25.72 | 46.92 | |
| HuatuoGPT-VisionNumber of Parameters=7B2025.09 | 27.77 | 35.14 | 26.54 | 24.85 | 45.21 | |
| LLaVa-NeXTNumber of Parameters=13B2025.09 | 23.75 | 35.71 | 27.53 | 23.06 | 45.5 | |
| EchoVLMNumber of Parameters=11B2025.09 | 23.55 | 35.93 | 27.62 | 23.86 | 46.38 | |
| Qwen2-VLNumber of Parameters=7B2025.09 | 22.96 | 34.92 | 26.75 | 22.87 | 45.37 | |
| LLaVA1.5Number of Parameters=7B2025.09 | 21.58 | 30.23 | 22.56 | 20.66 | 38.73 | |
| MedgemmaNumber of Parameters=4B2025.09 | 21.46 | 34.39 | 25.88 | 21.84 | 43.79 | |
| LLaVA-MedNumber of Parameters=7B2025.09 | 21.2 | 34.04 | 24.92 | 20.22 | 44.78 | |
| EchoVLMNumber of Parameters=3B2025.09 | 20.1 | 35.6 | 27.28 | 22.1 | 45.47 |