EEG Classification for Visual Brain Decoding via Metric Learning

Rahul Mishra; Arnav Bhavsar

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Paper

EEG Classification for Visual Brain Decoding via Metric Learning

Topics: Applications of Machine Learning; Deep Learning in Bioimaging; Image Processing Methods; X-Ray Microscopy

In Proceedings of the 14th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 2: BIOSTEC, 160-167, 2021

Authors: Rahul Mishra and Arnav Bhavsar

Affiliation: Multimedia Analytics, Networks and Systems Lab, School of Computing & Electrical Engineering, IIT Mandi, India

Keyword(s): CNN, Metric Learning, Siamese Network, Correlation Coefficients, EEG Classification, K-NN.

Abstract: In this work, we propose CNN based approaches for EEG classification which is acquired from a visual perception task involving different classes of images. Our approaches involve deep learning architectures using 1D CNN (on time axis) followed by 1D CNN (on channel axis) and Siamese network (for metric learning) which are novel in this domain. The proposed approaches outperform the state-of-the-art methods on the same dataset. Finally, we also suggest a method to select fewer number of EEG channels.

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Paper citation in several formats:

Mishra, R. and Bhavsar, A. (2021). EEG Classification for Visual Brain Decoding via Metric Learning. In Proceedings of the 14th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2021) - BIOIMAGING; ISBN 978-989-758-490-9; ISSN 2184-4305, SciTePress, pages 160-167. DOI: 10.5220/0010270500002865

@conference{bioimaging21,
author={Rahul Mishra and Arnav Bhavsar},
title={EEG Classification for Visual Brain Decoding via Metric Learning},
booktitle={Proceedings of the 14th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2021) - BIOIMAGING},
year={2021},
pages={160-167},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010270500002865},
isbn={978-989-758-490-9},
issn={2184-4305},
}

TY - CONF

JO - Proceedings of the 14th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2021) - BIOIMAGING
TI - EEG Classification for Visual Brain Decoding via Metric Learning
SN - 978-989-758-490-9
IS - 2184-4305
AU - Mishra, R.
AU - Bhavsar, A.
PY - 2021
SP - 160
EP - 167
DO - 10.5220/0010270500002865
PB - SciTePress