Visual Question Answering on Ultrasound VQA Breast
36.79BLEU-1LLaVA-OneVision
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LLaVA-OneVisionNumber of Parameters=7B2025.09 | 36.79 | 43.31 | 35.03 | 31.47 | 54.33 | |
| Qwen2.5-VLNumber of Parameters=7B2025.09 | 36.62 | 44.75 | 36.75 | 31.07 | 55.25 | |
| LingshuNumber of Parameters=7B2025.09 | 36.43 | 44.26 | 36.13 | 30.77 | 54.37 | |
| Gemma-3Number of Parameters=12B2025.09 | 35.86 | 43.16 | 34.57 | 29.26 | 53.45 | |
| EchoVLMNumber of Parameters=11B2025.09 | 35.8 | 44.55 | 36.31 | 29.76 | 54.46 | |
| EchoVLMNumber of Parameters=3B2025.09 | 34.09 | 43.82 | 35.62 | 29.09 | 53.67 | |
| Qwen2-VLNumber of Parameters=7B2025.09 | 33.6 | 42.61 | 34.73 | 28.19 | 52.73 | |
| HuatuoGPT-VisionNumber of Parameters=7B2025.09 | 32.35 | 38.25 | 29.82 | 29.37 | 46.26 | |
| LLaVa-NeXTNumber of Parameters=13B2025.09 | 28.31 | 36.97 | 28.48 | 25.59 | 44.34 | |
| LLaVA1.5Number of Parameters=7B2025.09 | 25.81 | 38.82 | 30.72 | 23.49 | 46.86 | |
| LLaVA-MedNumber of Parameters=7B2025.09 | 25.61 | 36.54 | 26.45 | 22 | 47.5 | |
| MedgemmaNumber of Parameters=4B2025.09 | 25.03 | 35.36 | 27.18 | 23.73 | 42.22 |