Task-State EEG Signal Classification for Spatial Cognitive Evaluation Based on Multiscale High-Density Convolutional Neural Network

• Main Authors: Dong Wen (Author), Rou Li (Author), Hao Tang (Author), Yijun Liu (Author), Xianglong Wan (Author), Xianling Dong (Author), M. Iqbal Saripan (Author), Xifa Lan (Author), Haiqing Song (Author), Yanhong Zhou (Author)
• Format: Book
• Published: IEEE, 2022-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

In this study, a multi-scale high-density convolutional neural network (MHCNN) classification method for spatial cognitive ability assessment was proposed, aiming at achieving the binary classification of task-state EEG signals before and after spatial cognitive training. Besides, the multi-dimensio...