Brain-to-image retrieval research benchmarks

Benchmarks

Dataset NameSOTA methodMetricTrendResultsLast Updated

THINGS-EEG2 Intra-subject v1 (test)

BI-Cap

77.5Top-1 Accuracy

Apr 21, 2026

THINGS-MEG Intra-subject (test)

BI-Cap

70Top-1 Accuracy

Apr 21, 2026

THINGS-EEG Inter-subject

SAMGA

69.8Subject 1 T-1 Retrieval Rate

May 4, 2026

THINGS-MEG Inter-subject

SAMGA

6.1Average Top-1 Score

Apr 21, 2026

THINGS-EEG2 Inter-subject v1 (test)

BI-Cap

28.5Top-1 Accuracy

Apr 21, 2026

THINGS-EEG (Intra-subject split)

SIMON

62.8Subject 1 Performance (T-1)

Jun 16, 2026

THINGS-MEG Intra-subject

SAMGA

53.6Retrieval Accuracy Subject 1

Apr 21, 2026

NSD (test)

BRAIN

95.3Accuracy

Apr 15, 2026

Natural Scenes Dataset (NSD) (20, 5) CL Setup 1.0

BRAIN

59.74Top-20 Accuracy

Apr 15, 2026

Natural Scenes Dataset (NSD) (20, 2) CL Setup 1.0

BRAIN

59.11Top-1-20 Accuracy

Apr 15, 2026

Natural Scenes Dataset (NSD) (20, 10) CL Setup 1.0

BRAIN

59.51Retrieval Score (1-20)

Apr 15, 2026

Natural Scenes Dataset (NSD) (15, 5) CL Setup 1.0

BRAIN

55.97Accuracy (Top 1-15)

Apr 15, 2026