Convolutional neural network with transfer learning approach for detection of unfavorable driving state using phase coherence image

作者：

Highlights：

• The combination of deep learning model and functional brain network is effective.

• Using deep learning approach, there is no need for hand-crafted feature steps.

• Pre-trained deep learning model achieves better results on a smaller training set.

摘要

•The combination of deep learning model and functional brain network is effective.•Using deep learning approach, there is no need for hand-crafted feature steps.•Pre-trained deep learning model achieves better results on a smaller training set.

论文关键词：Electroencephalography,Functional brain network,Convolution neural network,Transfer learning,Unfavorable driving states

论文评审过程：Received 29 May 2020, Revised 23 May 2021, Accepted 30 September 2021, Available online 6 October 2021, Version of Record 9 October 2021.

论文官网地址：https://doi.org/10.1016/j.eswa.2021.116016