Research

Publications

A reusable benchmark of brain-age prediction from M/EEG resting-state signals
Denis Engemann, Apolline Mellot, Richard Höchenberger, Hubert Banville, David Sabbagh, Lukas Gemein, Tonio Ball, Alexandre Gramfort
NeuroImage, 2022
[paper] [preprint] [code]

Robust learning from corrupted EEG with dynamic spatial filtering
Hubert Banville, Sean U.N. Wood, Chris Aimone, Denis Engemann, Alexandre Gramfort
NeuroImage, 2022
[paper] [preprint] [code]

Uncovering the structure of clinical EEG signals with self-supervised learning
Hubert Banville, Omar Chehab, Aapo Hyvärinen, Denis Engemann, Alexandre Gramfort
Journal of Neural Engineering, 2020
[paper] [preprint] [code]

Deep learning-based electroencephalography analysis: a systematic review
Yannick Roy*, Hubert Banville*, Isabela Albuquerque, Alexandre Gramfort, Tiago H. Falk, Jocelyn Faubert
Journal of Neural Engineering, 2019
[paper] [preprint] [code]

Mental task evaluation for hybrid NIRS-EEG brain-computer interfaces
Hubert Banville, Rishabh Gupta, Tiago H. Falk
Computational Intelligence and Neuroscience, 2017
[paper]

Recent advances and open challenges in hybrid brain-computer interfacing: a technological review of non-invasive human research
Hubert Banville, Tiago H. Falk
Brain-Computer Interfaces, 2016
[paper]

Conferences and workshops

Self-supervised representation learning from electroencephalography signals
Hubert Banville, Isabela Albuquerque, Aapo Hyvärinen, Graeme Moffat, Denis Engemann, Alexandre Gramfort
IEEE International Workshop on Machine Learning for Signal Processing, 2019
[paper] [preprint]

EEG 101: A practical, interactive, free & open source app for use with low-cost mobile EEG in neuroscience education
Dano Morisson, Hubert Banville, Tom McNeely, Nicole Proulx, Graeme Moffat, Geordan King
Society for Neuroscience, 2018
[code]

Toward mental workload measurement using multimodal EEG–fNIRS monitoring
Hubert Banville, Mark Parent, Sébastien Tremblay, Tiago H. Falk
International Neuroergonomics Conference, 2016

MuLES: An open source EEG acquisition and streaming server for quick and simple prototyping and recording
Raymundo Cassani, Hubert Banville, Tiago H. Falk
International Conference on Intelligent User Interfaces Companion, 2015
[code]

Others

Enabling real-world EEG applications with deep learning
Hubert Banville
PhD thesis, 2022

Hybrid neurotechnology systems
Hubert Banville, Lucas Trambaiolli, Tiago H. Falk
Book chapter, The Neurotech Primer, 2021

Hybrid brain-computer interfaces: Improving mental task classification performance through fusion of neurophysiological modalities
Hubert Banville
MSc thesis, 2015