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

•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.