Visual Question Answering on Ultrasound VQA (Kidney)
33.49BLEU-1Lingshu
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LingshuNumber of Parameters=7B2025.09 | 33.49 | 42.75 | 33.61 | 30.3 | 52.93 | |
| Gemma-3Number of Parameters=12B2025.09 | 33.1 | 42.57 | 33.31 | 30.56 | 52.93 | |
| Qwen2.5-VLNumber of Parameters=7B2025.09 | 32.08 | 41.51 | 32.46 | 29.38 | 51.67 | |
| EchoVLMNumber of Parameters=11B2025.09 | 31.59 | 42.47 | 33.59 | 28.48 | 52.24 | |
| LLaVA-OneVisionNumber of Parameters=7B2025.09 | 31.3 | 41.46 | 32.46 | 28.58 | 51.67 | |
| HuatuoGPT-VisionNumber of Parameters=7B2025.09 | 29.62 | 39.16 | 29.89 | 25.91 | 49.09 | |
| Qwen2-VLNumber of Parameters=7B2025.09 | 28.99 | 41.23 | 32.25 | 26.65 | 51.1 | |
| LLaVa-NeXTNumber of Parameters=13B2025.09 | 27.01 | 40.45 | 31.27 | 25.3 | 49.86 | |
| EchoVLMNumber of Parameters=3B2025.09 | 26.85 | 40.98 | 31.76 | 25.3 | 49.91 | |
| MedgemmaNumber of Parameters=4B2025.09 | 25.39 | 39.6 | 30.69 | 24.16 | 48.79 | |
| LLaVA1.5Number of Parameters=7B2025.09 | 24.27 | 35.74 | 27 | 23.23 | 44.78 | |
| LLaVA-MedNumber of Parameters=7B2025.09 | 24.16 | 37.07 | 27.14 | 22.39 | 48.49 |