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Papers Benchmarks Datasets Tasks

BCI classification research benchmarks · SOTA2 Research

BCI classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Hinss inter-subject 2021

TSMNet(SPDDSMBN)

52.4Balanced Accuracy

16

Feb 26, 2026

Hinss2021 (inter-session)

56.43Balanced Accuracy

16

Feb 26, 2026

Hehen 2021 (inter-session)

TSMNet(SPDDSMBN)

57.8Balanced Acc

11

Feb 26, 2026

Lehner 2021 (inter-session)

TSMNet(SPDDSMBN)

77.7Balanced Accuracy

11

Feb 26, 2026

Stieger 2021 (inter-subject)

TSMNet(SPDDSMBN)

48.9Balanced Accuracy

11

Feb 26, 2026

Stieger 2021 (inter-session)

TSMNet(SPDDSMBN)

64.8Balanced Acc

11

Feb 26, 2026

Lee 2019 (inter-subject)

TSMNet(SPDDSMBN)

74.6Balanced Accuracy

11

Feb 26, 2026

Lee 2019 (inter-session)

TSMNet(SPDDSMBN)

0.682Balanced Accuracy

11

Feb 26, 2026

BNCI2015001 (inter-subject)

TSMNet(SPDDSMBN)

77Balanced Accuracy

11

Feb 26, 2026

BNCI2015001 (inter-session)

TSMNet(SPDDSMBN)

85.8Balanced Acc

11

Feb 26, 2026

BNCI2014001 (inter-subject)

TSMNet(SPDDSMBN)

51.6Balanced Accuracy

11

Feb 26, 2026

BNCI2014001 (inter-session)

71.3Balanced Accuracy

11

Feb 26, 2026

BCI IV-2a Real non-synthetic (evaluation)

64.3Accuracy

6

Jun 9, 2026

Popular datasets

BNCI Lee Stieger Hinss BCI

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