Medical Report Generation on Ultrasound Average benchmark leaderboard · SOTA2 Research

Medical Report Generation on Ultrasound Average

53.87BLEU-1EchoVLM

Evaluation Results

Method	Links
EchoVLM2025.09		53.87	61.69	55.78	53.16	71.38
Lingshu2025.09		52.75	61.59	55.55	53.38	72.57
LLaVA-OneVision2025.09		51.76	59.76	54.09	52.14	71.27
Gemma-32025.09		51.56	60.14	53.62	51.69	71.19
HuatuoGPT-Vision2025.09		50.16	57.18	50.65	49.65	68.39
Qwen2.5-VL2025.09		49.47	56.17	50.32	48.8	68.48
EchoVLM2025.09		48.57	57.18	51.32	47.8	67.64
LLaVa-NeXT2025.09		46.32	55.8	50.27	46.92	66.36
Qwen2-VL2025.09		46.29	58.24	52.01	46.98	70.18
LLaVA-Med2025.09		44.15	51.83	46.34	43.39	62.42
Medgemma2025.09		42.14	56.38	50.61	43.37	66.72
LLaVA1.52025.09		40.51	48.86	43.27	40.17	61.83
EchoVLM2025.09		32.19	41.8	32.33	26.25	54.99
Lingshu2025.09		31.79	41.39	32.08	25.98	54.71
HuatuoGPT-Vision2025.09		29.21	38.46	30.32	24.26	52.98
Gemma-32025.09		26.39	37.08	28.86	22.18	51.7
Qwen2.5-VL2025.09		25.23	37.01	28.64	21.59	51.63
LLaVA-OneVision2025.09		23.66	31.8	26.47	20.2	47.94
EchoVLM2025.09		22.12	32.55	26.39	19.47	48.15
Qwen2-VL2025.09		21.99	31.66	26.63	19.44	47.54
MedGemma2025.09		21.96	30.34	25.84	18.89	46.55
LLaVA-Med2025.09		20.51	26.91	22.21	17.99	40.49
LLaVA1.52025.09		20.43	26.72	22.19	17.9	40.39
LLaVA-NeXT2025.09		19.49	30.16	25.1	17.96	46.17