Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

EEG Classification research benchmarks – Page 4 · SOTA2 Research

EEG Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Real EEG covariance SPD(22) (27 subject split pairs)

55.5Balanced Accuracy

5

Jun 9, 2026

Mumtaz 2-Class 2016 (test)

94.09Balanced Accuracy

5

May 7, 2026

99.43Accuracy

5

Feb 26, 2026

95.95Accuracy

5

Feb 26, 2026

91.51Accuracy

5

Feb 26, 2026

MAMEM LOSO (test)

Euclidean Transformer

20.89Mean Accuracy

5

Feb 26, 2026

BCIcha LOSO (test)

Log-Euclidean Transformer

72.85Mean Test Accuracy

5

Feb 26, 2026

BCI2a LOSO (test)

34.02Mean Test Accuracy

5

Feb 26, 2026

Motor Imagery EEG Dataset

88.21Baseline Accuracy

4

Jun 4, 2026

91.81Accuracy

4

Jun 23, 2026

80.94Accuracy

4

Mar 25, 2026

60.51Accuracy

4

Mar 25, 2026

EEG-Bench Clinical tasks

80Abnormal Classification Accuracy

4

Mar 18, 2026

33.7Accuracy

3

May 11, 2026

38.8Accuracy

3

May 11, 2026

55.9Mean Accuracy

2

Feb 26, 2026

PhysioNet EEG 2-class (intersubject)

80.1Accuracy

2

Feb 26, 2026

skateboard EEG dataset (cross-subject)

—

—Primary metric

0

Feb 26, 2026

MAMEM Broadband (test)

—

—Primary metric

0

Feb 26, 2026

BCIcha Broadband (test)

—

—Primary metric

0

Feb 26, 2026

BCI2a 4-40 Hz bandpass (test)

—

—Primary metric

0

Feb 26, 2026

PhysioNet EEG 4-class (intrasubject)

—

—Primary metric

0

Feb 26, 2026

PhysioNet EEG Intrasubject 2-class

—

—Primary metric

0

Feb 26, 2026

PhysioNet EEG 4-class (intersubject)

—

—Primary metric

0

Feb 26, 2026

Page 4 of 4

Popular datasets

skateboard EEG SEED BCIC PhysioNet EEG TDBRAIN

Follow for updates

Join SOTA2 Contact