DMAE-EEG: A Pretraining Framework for EEG Spatiotemporal Representation Learning

• Published in: IEEE transaction on neural networks and learning systems Vol. PP; pp. 1 - 15
• Main Authors: Zhang, Yifan, Yu, Yang, Li, Hao, Wu, Anqi, Chen, Xin, Liu, Jinfang, Zeng, Ling-Li, Hu, Dewen
• Format: Journal Article
• Language: English
• Published: United States IEEE 02.07.2025
• Subjects: Electroencephalography (EEG); masked autoencoder; motion intention recognition; signal quality enhancement

Electroencephalography (EEG) plays a crucial role in neuroscience research and clinical practice, but it remains limited by nonuniform data, noise, and difficulty in labeling. To address these challenges, we develop a pretraining framework named DMAE-EEG, a denoising masked autoencoder for mining ge...