Brain Captioning on Natural Scenes Dataset (NSD) (test) benchmark leaderboard · SOTA2 Research

Brain Captioning on Natural Scenes Dataset (NSD) (test)

66.38BLEU-1BrainROI

Evaluation Results

Method	Links
BrainROI2025.12		66.38	50.77	38.63	29.11	—	—	69.52	—	59.62	48.9	80.69
Neuro-Vision to Language2024.04		64.26	51.44	47.7	32.17	20.41	52.61	83.94	18.27	68.72	—	—
BrainROI-S12025.12		63.1	46.09	33.51	24.31	—	—	59.83	—	59.52	45.68	80.27
MINDLLM2025.12		61.75	42.84	29.86	21.24	—	—	60.97	—	—	45.82	—
VINDEX2025.12		60	40.72	27.57	18.91	—	—	60.32	—	68.26	43.78	73.88
UMBRAE2025.12		59.44	40.48	27.66	19.03	—	—	61.06	—	67.78	43.71	73.54
Neuro-Vision to Language2024.04		58.87	42.11	29.48	21.39	15.85	38.48	56.37	11.27	64.35	—	—
VINDEX-S12025.12		57.99	39	26.04	17.83	—	—	53.96	—	66.94	42.27	72.64
UMBRAE2024.04		57.84	38.43	25.41	17.17	18.7	42.14	53.87	12.27	66.1	—	—
UMBRAE-S12025.12		57.63	38.02	25	16.76	—	—	51.93	—	66.44	42.15	72.12
Neuro-Vision to Language2024.04		57.19	37.17	23.78	15.85	18.6	36.67	49.51	12.39	65.49	—	—
BrainCap2024.04		55.96	36.21	22.7	14.51	16.68	40.69	41.3	9.06	64.31	—	—
BrainCap-S12025.12		55.96	36.21	22.7	14.51	—	—	41.3	—	64.31	40.69	69.9
MindEye22025.12		54.82	38.6	26.49	18.16	—	—	55.7	—	67.54	43.77	73.73
Neuro-Vision to Language2024.04		52.91	32.18	15.64	8.49	14.07	23.25	39.64	8.34	56.92	—	—
OneLLM2024.04		47.04	26.97	15.49	9.51	13.55	35.05	22.99	6.26	54.8	—	—
OneLLM-S12025.12		47.04	26.97	15.49	9.51	—	—	22.99	—	54.8	35.05	61.28
SDRecon2024.04		36.21	17.11	7.72	3.43	10.03	25.13	13.83	5.02	61.07	—	—
SDRecon-S12025.12		36.21	17.11	7.72	3.43	—	—	13.83	—	61.07	25.13	66.36
UniBrain2024.04		—	—	—	—	16.9	22.2	—	—	—	—	—