arXiv (Cornell University)
Deep Multi-task Learning for Facial Expression Recognition and Synthesis Based on Selective Feature Sharing
July 2020 • Rui Zhao, Tianshan Liu, Jun Xiao, Daniel Pak-Kong Lun, Kin‐Man Lam
Multi-task learning is an effective learning strategy for deep-learning-based facial expression recognition tasks. However, most existing methods take into limited consideration the feature selection, when transferring information between different tasks, which may lead to task interference when training the multi-task networks. To address this problem, we propose a novel selective feature-sharing method, and establish a multi-task network for facial expression recognition and facial expression synthesis. The prop…