EEG decoding research benchmarks

Benchmarks

Dataset NameSOTA methodMetricTrendResultsLast Updated

RSVP-BCI car → people

ELIPformer

82.93Balanced Accuracy

Mar 11, 2026

RSVP-BCI plane → people

ELIPformer

83.9Balanced Accuracy

Mar 11, 2026

RSVP-BCI people → car

ELIPformer

85.93Balanced Accuracy

Mar 11, 2026

RSVP-BCI plane → car

ELIPformer

86.75Balanced Accuracy

Mar 11, 2026

RSVP-BCI people → plane

ELIPformer

89.39Balanced Accuracy

Mar 11, 2026

RSVP-BCI car → plane

ELIPformer

89.05Balanced Accuracy

Mar 11, 2026

RSVP Task people subject-independent (test)

TSformer

88.08BA

Mar 11, 2026

RSVP Task car subject-independent (test)

TSformer

85.88BA

Mar 11, 2026

RSVP Task plane subject-independent (test)

TSformer

88.01Balanced Accuracy (BA)

Mar 11, 2026

BNCI 2015001

DASP

80.9bAcc

Jun 1, 2026

Weibo 2014

DASP

82.3Base Accuracy (bAcc)

Jun 1, 2026

BNCI2014001

DASP

83.9Balanced Accuracy

Jun 1, 2026