Abstract: Because the accuracy does not met the practical requirements， a shallow residual network is proposed． With the characteristics of the network architechture，the network can combine features from different levels and calculate． The experiment shows that the shallow residual network has effectively improved the accuracy of the algorithms．

Key words:  gaze estimation, convolutional neural network, deep learning, residual network, eye image