Paradigm-Specific Evaluation Examples (Within- & Cross-Session)#

These examples demonstrate how to evaluate BCI algorithms on different paradigms (Motor Imagery, P300, SSVEP), covering within-session (training and testing on the same session) and transfer scenarios like cross-session or cross-subject evaluations. They reflect best practices in assessing model generalization across sessions and subjects in EEG research.

Cross-Session Motor Imagery

Cross-Session Motor Imagery

Cross-Session on Multiple Datasets

Cross-Session on Multiple Datasets

Cross-Subject SSVEP

Cross-Subject SSVEP

Changing epoch size in P300 VR dataset

Changing epoch size in P300 VR dataset

Within Session P300

Within Session P300

Within Session SSVEP

Within Session SSVEP