Mixed Effects Neural Networks (MeNets) With Applications to Gaze Estimation

• Published in: Proceedings (IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Online) pp. 7735 - 7744
• Main Authors: Xiong, Yunyang, Kim, Hyunwoo J., Singh, Vikas
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.06.2019
• Subjects: Adaptation models; Analytical models; and Body Pose; Artificial neural networks; Computational modeling; Computer architecture; Computer vision; Data models; Estimation; Face; Gesture; Motion and Tracking; Performance evaluation; Training

There is much interest in computer vision to utilize commodity hardware for gaze estimation. A number of papers have shown that algorithms based on deep convolutional architectures are approaching accuracies where streaming data from mass-market devices can offer good gaze tracking performance, alth...