Visual Question Answering on Ultrasound VQA Gynecology
33.12BLEU-1Gemma-3
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Gemma-3Number of Parameters=12B2025.09 | 33.12 | 41.25 | 31.61 | 30.04 | 51.27 | |
| LingshuNumber of Parameters=7B2025.09 | 32.76 | 41.22 | 31.64 | 29.2 | 50.86 | |
| Qwen2.5-VLNumber of Parameters=7B2025.09 | 31.64 | 40.12 | 31.24 | 28.07 | 49.77 | |
| HuatuoGPT-VisionNumber of Parameters=7B2025.09 | 30.17 | 38.24 | 28.62 | 25.99 | 47.73 | |
| LLaVA-OneVisionNumber of Parameters=7B2025.09 | 29.88 | 39.01 | 30.01 | 27.13 | 48.81 | |
| Qwen2-VLNumber of Parameters=7B2025.09 | 28.02 | 40.4 | 31.69 | 25.21 | 49.84 | |
| LLaVa-NeXTNumber of Parameters=13B2025.09 | 26.23 | 39.95 | 31.5 | 24.01 | 49.49 | |
| EchoVLMNumber of Parameters=11B2025.09 | 25.75 | 42.1 | 33.3 | 25.59 | 52.21 | |
| EchoVLMNumber of Parameters=3B2025.09 | 25.74 | 39.89 | 31.09 | 24.2 | 49.13 | |
| LLaVA-MedNumber of Parameters=7B2025.09 | 24.46 | 38.03 | 28.87 | 22.76 | 49.35 | |
| MedgemmaNumber of Parameters=4B2025.09 | 23.33 | 38.64 | 30.01 | 22.52 | 48.24 | |
| LLaVA1.5Number of Parameters=7B2025.09 | 21.58 | 32.93 | 24.2 | 20.29 | 41.12 |