Deep convolutional neural network-based Bernoulli heatmap for head pose estimation

• Main Authors: Hu, Zhongxu, Xing, Yang, Lv, Chen, Hang, Peng, Liu, Jie
• Other Authors: School of Mechanical and Aerospace Engineering
• Format: Article
• Language: English
• Published: 2022
• Subjects: Engineering::Mechanical engineering; Bernoulli Heatmap; Channel-Wise Fusion
• Online Access: https://hdl.handle.net/10356/160805
• Institution: Nanyang Technological University

Head pose estimation is a crucial problem for many tasks, such as driver attention, fatigue detection, and human behaviour analysis. It is well known that neural networks are better at handling classification problems than regression problems. It is an extremely nonlinear process to let the network...