Medical Report Generation on Ultrasound Breast
71.36BLEU-1EchoVLM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EchoVLMNumber of Parameters=11B2025.09 | 71.36 | 80.77 | 76.04 | 74.99 | 81.68 | |
| LingshuNumber of Parameters=7B2025.09 | 70.37 | 78.74 | 72.98 | 75.3 | 79.23 | |
| LLaVA-MedNumber of Parameters=7B2025.09 | 69.84 | 78.37 | 72.3 | 74.34 | 78.72 | |
| LLaVa-NeXTNumber of Parameters=13B2025.09 | 68.82 | 77.61 | 71.21 | 73.53 | 77.98 | |
| Qwen2.5-VLNumber of Parameters=7B2025.09 | 68.09 | 77.61 | 69.46 | 74.92 | 77.34 | |
| EchoVLMNumber of Parameters=3B2025.09 | 67.92 | 78.11 | 70 | 75.75 | 78.03 | |
| Gemma-3Number of Parameters=12B2025.09 | 67.91 | 75.19 | 68.28 | 72.79 | 76.7 | |
| Qwen2-VLNumber of Parameters=7B2025.09 | 67.63 | 78.13 | 71.38 | 72.88 | 78.32 | |
| LLaVA-OneVisionNumber of Parameters=7B2025.09 | 65.46 | 75.78 | 67.22 | 73.99 | 75.7 | |
| HuatuoGPT-VisionNumber of Parameters=7B2025.09 | 65.29 | 77 | 69.93 | 71.25 | 77.07 | |
| MedgemmaNumber of Parameters=4B2025.09 | 61.94 | 77.42 | 70.17 | 65.99 | 77.81 | |
| LLaVA1.5Number of Parameters=7B2025.09 | 54.79 | 70.42 | 58.71 | 64.29 | 69.2 | |
| LLaVA-MedModel Size=7B2025.09 | 51.17 | 60.44 | 52.03 | 48.41 | 69.5 | |
| EchoVLMModel Size=11B2025.09 | 50.76 | 64.38 | 55.21 | 50.14 | 73 | |
| Qwen2.5-VLModel Size=7B2025.09 | 50.55 | 61.78 | 52.38 | 49.51 | 71.53 | |
| EchoVLMModel Size=3B2025.09 | 50.55 | 62.24 | 53.31 | 49.8 | 70.82 | |
| HuatuoGPT-VisionModel Size=7B2025.09 | 50.1 | 60.97 | 51.64 | 49.76 | 70.35 | |
| LLaVA-OneVisionModel Size=7B2025.09 | 49.59 | 61.45 | 51.47 | 49.86 | 70.84 | |
| LLaVa-NeXTModel Size=13B2025.09 | 49.5 | 59.03 | 50.53 | 47.11 | 68.32 | |
| LingshuModel Size=7B2025.09 | 48.99 | 60.87 | 52.18 | 49.32 | 70.39 | |
| Gemma-3Model Size=12B2025.09 | 48.63 | 60.49 | 49.59 | 47.44 | 70.35 | |
| LLaVA1.5Model Size=7B2025.09 | 46.49 | 57.07 | 49.33 | 45.29 | 66.92 | |
| Qwen2-VLModel Size=7B2025.09 | 41.74 | 62.85 | 53.46 | 47.32 | 72.21 | |
| MedgemmaModel Size=4B2025.09 | 21.91 | 41.13 | 34.11 | 26.42 | 51.36 |