Visual Question Answering on Ultrasound VQA Liver
37.26BLEU-1EchoVLM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EchoVLMNumber of Parameters=11B2025.09 | 37.26 | 44.36 | 34.37 | 31.17 | 54.2 | |
| HuatuoGPT-VisionNumber of Parameters=7B2025.09 | 35.95 | 42.16 | 32.03 | 31.26 | 52.44 | |
| LingshuNumber of Parameters=7B2025.09 | 35.7 | 42.51 | 32.66 | 30.5 | 52.59 | |
| LLaVA-OneVisionNumber of Parameters=7B2025.09 | 35.3 | 40.65 | 30.66 | 30.96 | 51.34 | |
| Qwen2.5-VLNumber of Parameters=7B2025.09 | 34.21 | 40.86 | 31.44 | 29.1 | 51.13 | |
| Gemma-3Number of Parameters=12B2025.09 | 33.18 | 39.55 | 29.09 | 27.79 | 49.39 | |
| Qwen2-VLNumber of Parameters=7B2025.09 | 32 | 41.24 | 31.67 | 27.16 | 51.19 | |
| EchoVLMNumber of Parameters=3B2025.09 | 31.43 | 41.59 | 31.96 | 27.05 | 51.02 | |
| LLaVa-NeXTNumber of Parameters=13B2025.09 | 30.45 | 40.13 | 30.26 | 25.94 | 49.45 | |
| MedgemmaNumber of Parameters=4B2025.09 | 29.24 | 39.75 | 29.72 | 25.61 | 49.05 | |
| LLaVA-MedNumber of Parameters=7B2025.09 | 27.84 | 37.73 | 27.2 | 23.34 | 48.94 | |
| LLaVA1.5Number of Parameters=7B2025.09 | 24.82 | 34.46 | 25.39 | 22.26 | 43.1 |