EEG-to-EEG: Scalp-to-Intracranial EEG Translation Using a Combination of Variational Autoencoder and Generative Adversarial Networks

EEG-to-EEG: Scalp-to-Intracranial EEG Translation Using a Combination of Variational Autoencoder and Generative Adversarial Networks

A generative adversarial network (GAN) makes it possible to map a data sample from one domain to another one. It has extensively been employed in image-to-image and text-to image translation. We propose an EEG-to-EEG translation model to map the scalp-mounted EEG (scEEG) sensor signals to intracrani...

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Bibliographic Details
Main Authors: Bahman Abdi-Sargezeh, Sepehr Shirani, Antonio Valentin, Gonzalo Alarcon, Saeid Sanei
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Sensors
Subjects:
generative adversarial networks
IED detection
interictal epileptiform discharge
scalp-to-intracranial EEG translation
variational autoencoder
Online Access:https://www.mdpi.com/1424-8220/25/2/494
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