Title :
Driving behavior analysis using vision-based head pose estimation for enhanced communication among traffic participants
Author :
Noridomi, Shuzo ; Utsumi, Akira ; Tada, Mitsunori ; Yamamoto, Naoji ; Kondo, Toshiaki ; Hagita, Norihiro ; Takahashi, Koichi
Author_Institution :
ATR Intell. Robot. & Commun. Labs., Kyoto, Japan
Abstract :
We propose a scheme to evaluate driver behaviors by a vision-based head pose estimation method. In our project, we are investigating a collaborative safety mechanism based on the mutual sharing of driver information (attention and performance) in daily situations. The analysis of driver behaviors based on a non-contact type of measurement is one key issue in our mechanism. In this paper, we describe a voting-based head pose estimation algorithm and several driving behavior analysis results using our method. We also address examples of graphical representations for driver information sharing that directly correspond to the extracted driving behaviors.
Keywords :
behavioural sciences; computer vision; driver information systems; pose estimation; road safety; road traffic; communication enhancement; driver behavior evaluation; driver information mutual sharing; driving behavior analysis; graphical representations; measurement noncontact type; traffic participants; vision-based head pose estimation method; voting-based head pose estimation algorithm; Cameras; Estimation; Face; Feature extraction; Vectors; Vehicles;
Conference_Titel :
Connected Vehicles and Expo (ICCVE), 2013 International Conference on
Conference_Location :
Las Vegas, NV
DOI :
10.1109/ICCVE.2013.6799764