A Self-Supervised Learning Based Channel Attention MLP-Mixer Network for Motor Imagery Decoding

• Prif Awduron: Yanbin He (Awdur), Zhiyang Lu (Awdur), Jun Wang (Awdur), Shihui Ying (Awdur), Jun Shi (Awdur)
• Fformat: Llyfr
• Cyhoeddwyd: IEEE, 2022-01-01T00:00:00Z.
• Pynciau: article
• Mynediad Ar-lein: Connect to this object online.

Convolutional Neural Network (CNN) is commonly used for the Electroencephalogram (EEG) based motor-imagery (MI) decoding. However, its performance is generally limited due to the small size sample problem. An alternative way to address such issue is to segment EEG trials into small slices for data a...