Towards best practice of interpreting deep learning models for EEG-based brain computer interfaces

• Main Authors: Cui, Jian, Yuan, Liqiang, Wang, Zhaoxiang, Li, Ruilin, Jiang, Tianzi
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering; Brain-computer Interface; Convolutional Neural Network
• Online Access: https://hdl.handle.net/10356/171575
• Institution: Nanyang Technological University

As deep learning has achieved state-of-the-art performance for many tasks of EEG-based BCI, many efforts have been made in recent years trying to understand what have been learned by the models. This is commonly done by generating a heatmap indicating to which extent each pixel of the input contribu...