Visual Question Answering on Ultrasound VQA (Thyroid)
34.77BLEU-1LLaVA-OneVision
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LLaVA-OneVisionNumber of Parameters=7B2025.09 | 34.77 | 41.67 | 34.23 | 30.76 | 53.74 | |
| Qwen2.5-VLNumber of Parameters=7B2025.09 | 33.65 | 41.72 | 33.89 | 29.85 | 53.07 | |
| LingshuNumber of Parameters=7B2025.09 | 33.41 | 42.17 | 34.44 | 29.74 | 53.29 | |
| HuatuoGPT-VisionNumber of Parameters=7B2025.09 | 31.93 | 38.84 | 30.99 | 28.95 | 48.35 | |
| Gemma-3Number of Parameters=12B2025.09 | 31.73 | 40.39 | 32.45 | 27.39 | 51.5 | |
| Qwen2-VLNumber of Parameters=7B2025.09 | 30.69 | 41.78 | 34.25 | 27.38 | 52.73 | |
| EchoVLMNumber of Parameters=11B2025.09 | 29.92 | 42.31 | 34.74 | 27.86 | 53.38 | |
| EchoVLMNumber of Parameters=3B2025.09 | 28.3 | 40.97 | 33.34 | 26.43 | 51.8 | |
| LLaVA1.5Number of Parameters=7B2025.09 | 26.3 | 36.54 | 29.17 | 23.74 | 47.3 | |
| LLaVa-NeXTNumber of Parameters=13B2025.09 | 25.81 | 35.43 | 27.61 | 24.48 | 44.14 | |
| MedgemmaNumber of Parameters=4B2025.09 | 25.14 | 35.98 | 28.36 | 24.31 | 44.54 | |
| LLaVA-MedNumber of Parameters=7B2025.09 | 25.07 | 36.2 | 27.35 | 22.28 | 47.9 |