no code implementations • 10 Mar 2021 • Denghao Li, Pablo Ortega, Xiaoxi Wei, Aldo Faisal
We introduce here the idea of Meta-Learning for training EEG BCI decoders.
no code implementations • 9 Mar 2021 • Xiaoxi Wei, Pablo Ortega, A. Aldo Faisal
We propose a multi-branch deep transfer network, the Separate-Common-Separate Network (SCSN) based on splitting the network's feature extractors for individual subjects.
no code implementations • 9 Mar 2021 • Pablo Ortega, Aldo Faisal
We solve the fNIRS left/right hand force decoding problem using a data-driven approach by using a convolutional neural network architecture, the HemCNN.
no code implementations • 9 Mar 2021 • Pablo Ortega, Tong Zhao, Aldo Faisal
Non-invasive cortical neural interfaces have only achieved modest performance in cortical decoding of limb movements and their forces, compared to invasive brain-computer interfaces (BCIs).