Simon Geirnaert
Simon Geirnaert
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EEG-based Decoding of Selective Visual Attention in Superimposed Videos
In this preprint, we present a new experiment in which participants attend on of two superimposed video, and we show that we can decode their attention from EEG and gaze data.
Yuanyuan Yao
,
Wout De Swaef
,
Simon Geirnaert
,
Alexander Bertrand
September, 2024
preprint
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Stimulus-Informed Generalized Canonical Correlation Analysis for Group Analysis of Neural Responses to Natural Stimuli
In this paper, we present a new signal processing technique for the group analysis of stimulus-following neural responses, building upon our conference precursor. Again, all code is available!
Simon Geirnaert
,
Yuanyuan Yao
,
Tom Francart
,
Alexander Bertrand
August, 2024
IEEE Journal of Biomedical and Health Informatics
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Identifying Temporal Correlations Between Natural Single-shot Videos and EEG Signals
In this article, we demonstrate how a new object-based video feature leads to robust correlations with the decoded activity from EEG when subjects are watching natural videos.
Yuanyuan Yao
,
Axel Stebner
,
Tinne Tuytelaars
,
Simon Geirnaert
,
Alexander Bertrand
February, 2024
Journal of Neural Engineering
, vol. 21, no. 1, 016018, 2024
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Stimulus-Informed Generalized Canonical Correlation Analysis of Stimulus-Following Brain Responses
In this paper, presented at
EUSIPCO 2023
, we propose a new signal processing technique to extract stimulus-following neural reponses from a group of subjects. All MATLAB code to implement the method and reproduce the experiments is available!
Simon Geirnaert
,
Tom Francart
,
Alexander Bertrand
September, 2023
In Proceedings of
EUSIPCO 2023
, 2023
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