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Papers Benchmarks Datasets Tasks

EEG Classification research benchmarks – Page 3 · SOTA2 Research

EEG Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Mental Arithmetic 2-Class

80.83Balanced Accuracy

7

Jun 12, 2026

73.29Accuracy

7

Feb 26, 2026

74.64Accuracy

7

Feb 26, 2026

73.54Accuracy

7

Feb 26, 2026

TDBRAIN 1% labels (test)

72.93Accuracy

7

Feb 26, 2026

TDBRAIN 10% labels (test)

0.793Accuracy

7

Feb 26, 2026

TDBRAIN 100% labels (test)

85.47Accuracy

7

Feb 26, 2026

AD 1% labels (test)

88.22Accuracy

7

Feb 26, 2026

AD 10% labels (test)

91.43Accuracy

7

Feb 26, 2026

AD 100% labels (test)

84.5Accuracy

7

Feb 26, 2026

0.732Accuracy

6

May 26, 2026

86Accuracy

6

May 26, 2026

84.58Accuracy

6

May 26, 2026

78.95Accuracy

6

May 18, 2026

100Accuracy

6

May 18, 2026

100Accuracy

6

May 18, 2026

68.42Accuracy

6

May 18, 2026

Turkish Epilepsy EEG Dataset LOSO Setting

Unrolled Graph Signal Denoising Network

90.06Accuracy

6

Feb 26, 2026

Turkish Epilepsy EEG Dataset Default Task Setting

99.2Accuracy

6

Feb 26, 2026

skateboard EEG Macro Average

83.2Accuracy

6

Feb 26, 2026

skateboard EEG (Subject 4)

82Accuracy

6

Feb 26, 2026

skateboard EEG (Subject 3)

88.6Accuracy

6

Feb 26, 2026

skateboard EEG (Subject 2)

79.5Accuracy

6

Feb 26, 2026

skateboard EEG (Subject 1)

82.7Accuracy

6

Feb 26, 2026

skateboard EEG (Subject 0)

83.3Accuracy

6

Feb 26, 2026

Page 3 of 4

Popular datasets

skateboard EEG SEED BCIC PhysioNet EEG TDBRAIN

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