fMRI Decoding on NSD (Natural Scenes Dataset) shared (test) benchmark leaderboard · SOTA2 Research

fMRI Decoding on NSD (Natural Scenes Dataset) shared (test)

0.283Pixel CorrelationUMBRAE

Evaluation Results

Method
UMBRAE2026.05	0.283	0.328	93.9	96.7	93.4	94.1	0.7	0.393
NeurIPS (Ours)2026.05	0.248	0.37	90.7	95.2	92.3	93.2	0.663	0.404
Takagi & Nishimoto2026.05	0.246	0.41	78.9	85.6	83.8	82.1	0.811	0.504
Yu et al.2026.05	0.165	0.305	78.2	89	85.1	88.3	0.733	0.398
MindBridge2026.05	0.151	0.263	87.7	95.5	92.4	94.7	0.712	0.418
NeurIPS (w/o preception decoding)2026.05	0.148	0.283	86.7	94.5	92.2	92.9	0.662	0.396
NeuroPictor2026.05	0.141	0.349	91.4	95.7	88.3	88.9	0.722	0.417
MindEye2026.05	0.129	0.255	84.2	89.2	84.1	85	0.812	0.487
SIM2026.05	0.119	0.26	81.2	90.4	87.2	89.4	0.733	0.448
Gu et al.2026.05	0.103	0.264	—	—	—	—	0.892	0.508
Mind-Vis2026.05	0.067	0.196	67.7	74.2	67.9	69.3	0.898	0.513