P300 event-related potential detection using one-dimensional convolutional capsule networks

• A new method to P300 ERP detection called 1D-CapsNet. • The improvement of the convolution dimension allows better detection of P300 ERP. • Two classifiers based on 1D-CapsNet are proposed to better transform BCI. • The performance of 1D-CapsNet is better than other state-of-the-art algorithms....
Ausführliche Beschreibung

• A new method to P300 ERP detection called 1D-CapsNet. • The improvement of the convolution dimension allows better detection of P300 ERP. • Two classifiers based on 1D-CapsNet are proposed to better transform BCI. • The performance of 1D-CapsNet is better than other state-of-the-art algorithms. Ausführliche Beschreibung