1D Convolutional Neural Network-Based Hierarchical Classification of Eye Movements Using Noncontact Electrooculography

1D Convolutional Neural Network-Based Hierarchical Classification of Eye Movements Using Noncontact Electrooculography

This study addresses the discomfort and challenges posed by traditional electrooculography (EOG) measurement methods that require skin-contact electrodes by developing a non-contact EOG signal measurement device. The primary objective of this research is to implement a hierarchical deep learning mod...

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Bibliographic Details
Main Authors: Hyo Won Son, Tae Mu Lee, Sang Hyuk Kim, Hyun Jae Baek
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Electrooculography
eye movement
non-contact EOG
capacitive electrode
1D CNN
hierarchical classification
Online Access:https://ieeexplore.ieee.org/document/10981782/
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