Medical Report Generation on Ultrasound Gynecology benchmark leaderboard · SOTA2 Research

Medical Report Generation on Ultrasound Gynecology

52.52BLEU-1EchoVLM

Evaluation Results

Method	Links
EchoVLM2025.09		52.52	59.19	51.64	52.76	67.65
Lingshu2025.09		51.4	56.64	48.33	49.96	66.54
Qwen2-VL2025.09		49.88	56.97	47.92	49.36	65.93
Gemma-32025.09		49.05	55.71	47.5	48.32	65.51
HuatuoGPT-Vision2025.09		48.75	53.18	44.19	47.55	63.95
EchoVLM2025.09		48.15	62.82	58.25	55.95	66.58
LLaVA-OneVision2025.09		47.83	54.98	47.52	47.88	66.01
Qwen2.5-VL2025.09		47.28	52.15	44.01	45.52	63.34
Medgemma2025.09		46.33	55.68	48.27	44.63	65.11
EchoVLM2025.09		45.79	53.15	46.29	45.94	63.14
LLaVA1.52025.09		43.51	48.8	42.58	42.97	61.19
EchoVLM2025.09		43.32	56.24	52.15	50.86	60.03
LLaVa-NeXT2025.09		43.01	52.06	45.59	44.8	62.28
LLaVA-Med2025.09		42.63	51.64	45.12	44.32	62.02
Qwen2-VL2025.09		40.46	53.13	48.44	47.32	57.81
HuatuoGPT-Vision2025.09		39.59	48.71	43.74	44.62	53.5
LLaVa-NeXT2025.09		38.21	53.83	49.74	46.19	58.82
LLaVA-Med2025.09		37.8	53.56	49.44	45.82	58.53
Gemma-32025.09		37.42	48.87	44.99	44.12	53.99
Lingshu2025.09		36.46	45.7	42.01	42.28	50.97
Qwen2.5-VL2025.09		36.37	46.39	42.25	43.53	51.38
LLaVA-OneVision2025.09		33.46	45.33	40.79	40.16	50.18
LLaVA1.52025.09		29.77	38.66	36.29	36.92	43.56
Medgemma2025.09		28.38	47.43	42.44	33.43	52.65