Multi-stream spatiotemporal networks for driver fatigue detection from infrared and depth videos

• Main Author: Ma, Xiaoxi
• Other Authors: Yap Kim Hui
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/164796
• Institution: Nanyang Technological University

This thesis presents new methods for incorporating multi-stream networks into the driver fatigue detection system. For the depth video-based method, a two-stream CNN architecture is proposed to incorporate spatial information of the current depth frame and temporal information of neighboring depth f...