Simon Geirnaert
Simon Geirnaert
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spatial hearing
Linear stimulus reconstruction works on the KU Leuven audiovisual, gaze-controlled auditory attention decoding dataset
In this report, we show that linear stimulus reconstruction (AAD) for EEG-based auditory attention decoding
works
on the KU Leuven audiovisual, gaze-controlled AAD dataset.
Simon Geirnaert
,
Iustina Rotaru
,
Tom Francart
,
Alexander Bertrand
December, 2024
report
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DOI
What are we really decoding? Unveiling biases in EEG-based decoding of the spatial focus of auditory attention
In this article, we try to uncover potential biases of the CSP-based decoding of the spatial focus of auditory attention, using a multi-talker audiovisual EEG experiment.
Iustina Rotaru
,
Simon Geirnaert
,
Nicolas Heintz
,
Iris Van de Ryck
,
Alexander Bertrand
,
Tom Francart
February, 2024
Journal of Neural Engineering
, vol. 21, no. 1, 016017, 2024
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DOI
Riemannian Geometry-Based Decoding of the Directional Focus of Auditory Attention Using EEG
In this article, presented at
ICASSP 2021
, we present a novel method to decode the spatial focus of auditory attention from EEG using Riemmanian geometry-based classifiers.
Simon Geirnaert
,
Tom Francart
,
Alexander Bertrand
June, 2021
In Proceedings of the
ICASSP 2021
, 2021
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Poster
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Video Presentation
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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Dataset I
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