A novel dual-branch network for comprehensive spatiotemporal information integration for EEG-based epileptic seizure detection

Xiaobing Deng

doi:10.1371/journal.pone.0321942

Loading metrics

Open Access

Peer-reviewed

Research Article

A novel dual-branch network for comprehensive spatiotemporal information integration for EEG-based epileptic seizure detection

Xiaobing Deng

Roles Conceptualization, Funding acquisition, Investigation, Methodology, Software, Visualization, Writing – original draft, Writing – review & editing

* E-mail: guoguo10201@163.com

Affiliation School of Computer Information Engineering, Nanchang Institute of Technology, Nanchang, Jiangxi, China

https://orcid.org/0009-0008-7998-2110

⨯

A novel dual-branch network for comprehensive spatiotemporal information integration for EEG-based epileptic seizure detection

Xiaobing Deng

Published: June 26, 2025
https://doi.org/10.1371/journal.pone.0321942

About the Authors

Xiaobing Deng

Roles Conceptualization, Funding acquisition, Investigation, Methodology, Software, Visualization, Writing – original draft, Writing – review & editing

* E-mail: guoguo10201@163.com

Affiliation School of Computer Information Engineering, Nanchang Institute of Technology, Nanchang, Jiangxi, China

https://orcid.org/0009-0008-7998-2110

Competing Interests

The authors have declared that no competing interests exist.

Subject Areas
?

For more information about PLOS Subject Areas, click here.
We want your feedback. Do these Subject Areas make sense for this article? Click the target next to the incorrect Subject Area and let us know. Thanks for your help!

Electroencephalography
Is the Subject Area "Electroencephalography" applicable to this article?

Thanks for your feedback.
Epilepsy
Is the Subject Area "Epilepsy" applicable to this article?

Thanks for your feedback.
Epileptic seizures
Is the Subject Area "Epileptic seizures" applicable to this article?

Thanks for your feedback.
Random walk
Is the Subject Area "Random walk" applicable to this article?

Thanks for your feedback.
Machine learning
Is the Subject Area "Machine learning" applicable to this article?

Thanks for your feedback.
Neural networks
Is the Subject Area "Neural networks" applicable to this article?

Thanks for your feedback.
Machine learning algorithms
Is the Subject Area "Machine learning algorithms" applicable to this article?

Thanks for your feedback.
Neurology
Is the Subject Area "Neurology" applicable to this article?

Thanks for your feedback.