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Methods

EEG decoding methods with results on BCI Report

One page per method, gathering its published figures across datasets. A figure is comparable only within its group: tasks, cohorts, chance levels and electrode layouts differ between groups, so there is no overall ranking.

Methods with pages

MethodFamilyMeasured on
EEGNetCompact modelds003810 · EEGMAT · BETA · ds006593 · TMNRED / ds005383 · EESM19 scalp subset · ds005342 · Wearable SSVEP BCI dataset (dry and wet electrodes)
LaBraMFoundation modelds003810 · EEGMAT · BETA · ds006593 · TMNRED / ds005383 · EESM19 scalp subset · ds005342 · Mobile BCI dataset (SSVEP and ERP paradigms)
CBraModFoundation modelds003810 · EEGMAT · BETA · ds006593 · TMNRED / ds005383 · EESM19 scalp subset · ds005342 · Mobile BCI dataset (SSVEP and ERP paradigms)
ShallowFBCSPNetCompact modelds005342
Deep4NetCompact modelds005342
CSP+LDAClassical methodds003810 · ds005342
CCAClassical methodBETA · Wearable SSVEP BCI dataset (dry and wet electrodes) · Mobile BCI dataset (SSVEP and ERP paradigms)
FBCCA—Wearable SSVEP BCI dataset (dry and wet electrodes)
eTRCA—Wearable SSVEP BCI dataset (dry and wet electrodes)

Other measured baselines

BCI Report's own fixed baselines and references. Their figures sit in the topic pages and the core matrix.

In the directory, not measured

Models listed in the model directory with no published result, and the reason.

All datasets →