SOTA fMRI-to-image reconstruction benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
NSD (Subjects 01, 02, 05, 07)	SynMind	Inception Feature Similarity97.8	47	1mo ago
NSD 2 (test)	Psychometry	Inception Feature Similarity95.8	15	4mo ago
NSD new (test)	MindHier	Pixel Correlation32.6	10	1mo ago
GOD (test)	PRISM	PixCorr26.69	9	2mo ago
BOLD5000 (test)	PRISM	Pixel Correlation (PixCorr)24.42	9	2mo ago
NSD (test)	PRISM	PixCorr0.3645	9	2mo ago
NSD	MindEye1	PixCorr30.9	9	4mo ago
Natural Scenes Dataset (NSD) 7T fMRI (Subjects 1, 2, 5, 7)	MindEye2	PixCorr0.322	6	23d ago
Overall Average NSD, HCP, BOLD5000, NOD	PictorialCortex	PixCorr0.104	4	5mo ago
THINGS-fMRI (test)	MindHier	Pixel Correlation0.109	2	1mo ago
Natural Scenes Dataset (NSD) Subject 7 740-image (test)	MindAdapter	Pixel Correlation0.1784	2	2mo ago
Natural Scenes Dataset (NSD) Subject 5 740-image (test)	MindAdapter	Pixel Correlation (PixCorr)0.1996	2	2mo ago
Natural Scenes Dataset (NSD) Subject 2 740-image (test)	MindAdapter	Pixel Correlation (PixCorr)0.2198	2	2mo ago
Natural Scenes Dataset (NSD) Subject 1 740-image (test)	MindAdapter	PixCorr22.39	2	2mo ago
NOD	PictorialCortex	PixCorr0.044	1	5mo ago
BOLD5000	PictorialCortex	PixCorr0.083	1	5mo ago
HCP	PictorialCortex	Pixel Correlation0.133	1	5mo ago

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