Towards Fast Single-Trial Online ERP based Brain-Computer Interface using dry EEG electrodes and neural networks: a pilot study. (arXiv:2211.10352v1 [eess.SP])

Speeding up the spelling in event-related potentials (ERP) based
Brain-Computer Interfaces (BCI) requires eliciting strong brain responses in a
short span of time, as much as the accurate classification of such evoked
potentials remains challenging and imposes hard constraints for signal
processing and machine learning techniques. Recent advances in stimulus
presentation and deep learning showcased a promising direction in significantly
improving the efficacy of those systems, in this study we propose the
combination of colored inverted face stimulation with classification …

arxiv brain brain-computer interface computer eeg erp networks neural networks pilot study