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Papers Benchmarks Datasets Tasks

Motor Imagery decoding research benchmarks · SOTA2 Research

Motor Imagery decoding

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

BCI Competition IV 2a I (cross-subject)

86.17Average Accuracy

17

Jun 2, 2026

BCIC IV-2a (test)

74.71Accuracy

13

Jun 5, 2026

GigaDB Dataset II

80.52Subject 1 Accuracy

11

Mar 26, 2026

Dataset II (cross-subject)

80.52Subject Accuracy (S1)

11

Mar 26, 2026

SHU-MI 2-Class (cross-subject)

71.24AUROC

10

May 1, 2026

EEGMMI (Leave-One-Subject-Out)

72.3Accuracy

6

Jun 2, 2026

BCIC-IV-2a (subject-dependent (session-independent))

78.5Accuracy

5

Jun 2, 2026

EEGMMI (pooled-subject K-fold cross-validation)

76.1Accuracy

5

Jun 2, 2026

Popular datasets

BCIC EEGMMI dataset BCI Competition SHU-MI

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