CASTNet: Cycle-Consistent Attention-based Network for Decoding Open/Close Hand Movement Attempts using EEG

• Published in: Proceedings of ... International Joint Conference on Neural Networks pp. 1 - 10
• Main Authors: Ng, Han Wei, Thomas, Kavitha, Robinson, Neethu, Wai, Aung Aung Phyo, Liang, Leran Jenny, Khendry, Nishka, Nagarajan, Aarthy, Guan, Cuntai
• Format: Conference Proceeding
• Language: English
• Published: IEEE 30.06.2024
• Subjects: Adaptation models; Brain modeling; Deep learning; Feature extraction; Motors; Training; Transformers

Electroencephalogram based Brain-Computer Interface (EEG-BCI) employing motor Execution or imagery paradigms generally employs combination of multiple limbs namely right hand, left hand and foot to establish distinct control tasks. The generated neuronal patterns by multiple limb activity are distin...