Simon Geirnaert
Simon Geirnaert
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AAD
Unsupervised Self-Adaptive Auditory Attention Decoding
In this article, presented in
IEEE Journal of Biomedical and Health Informatics
, we present a novel unsupervised algorithm to train a stimulus decoder for AAD.
Simon Geirnaert
,
Tom Francart
,
Alexander Bertrand
April, 2021
IEEE Journal of Biomedical and Health Informatics
, vol. 25, no. 10, pp. 3955-3966, 2021
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DOI
Dataset I
Dataset II
Video abstract
Fast EEG-Based Decoding Of The Directional Focus Of Auditory Attention Using Common Spatial Patterns
In this article, published in
IEEE Transactions on Biomedical Engineering
, we propose a new common spatial pattern-based algorithm to decode the spatial focus of auditory attention from EEG signals.
Simon Geirnaert
,
Tom Francart
,
Alexander Bertrand
October, 2020
IEEE Transactions on Biomedical Engineering
, vol. 68, no. 5, pp. 1557-1568, 2021
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Code
DOI
Dataset I
Demo
An Interpretable Performance Metric for Auditory Attention Decoding Algorithms in a Context of Neuro-Steered Gain Control
In this article, published in
IEEE Transactions on Neural Systems and Rehabilitation Engineering
, we present a novel interpretable performance metric for AAD algorithms based on an adative gain control system.
Simon Geirnaert
,
Tom Francart
,
Alexander Bertrand
November, 2019
IEEE Transactions on Neural Systems and Rehabilitation Engineering
, vol. 28, no. 1, pp. 304-317, 2020
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Dataset
DOI
Toolbox
A New Metric to Evaluate Auditory Attention Detection Performance Based on a Markov Chain
In this article, presented at
EUSIPCO 2019
, we present a new performance metric to evaluate AAD algorithms.
Simon Geirnaert
,
Tom Francart
,
Alexander Bertrand
September, 2019
In Proceedings of
EUSIPCO 2019
, 2019
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Poster
Slides
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