TY - GEN
T1 - Abnormal Driving Behavior Detection Using Sparse Representation
AU - Chiou, Chien Yu
AU - Chung, Pau-Choo
AU - Huang, Chun Rong
AU - Chang, Ming Fang
PY - 2017/2/16
Y1 - 2017/2/16
N2 - To reduce the chance of traffic crashes, many driver monitoring systems (DMSs) have been developed. A DMS warns the driver under abnormal driving conditions. However, traditional approaches require enumerating abnormal driving conditions. In this paper, we propose a novel DMS, which models the driver's normal driving statuses based on sparse reconstruction. The proposed DMS compares the driver's statuses with his/her personal normal driving status model and identifies abnormal driving statuses that greatly change the driver's appearances. The experimental results show good performance of the proposed DMS to detect variant abnormal driver conditions.
AB - To reduce the chance of traffic crashes, many driver monitoring systems (DMSs) have been developed. A DMS warns the driver under abnormal driving conditions. However, traditional approaches require enumerating abnormal driving conditions. In this paper, we propose a novel DMS, which models the driver's normal driving statuses based on sparse reconstruction. The proposed DMS compares the driver's statuses with his/her personal normal driving status model and identifies abnormal driving statuses that greatly change the driver's appearances. The experimental results show good performance of the proposed DMS to detect variant abnormal driver conditions.
UR - http://www.scopus.com/inward/record.url?scp=85015326370&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85015326370&partnerID=8YFLogxK
U2 - 10.1109/ICS.2016.0085
DO - 10.1109/ICS.2016.0085
M3 - Conference contribution
AN - SCOPUS:85015326370
T3 - Proceedings - 2016 International Computer Symposium, ICS 2016
SP - 390
EP - 395
BT - Proceedings - 2016 International Computer Symposium, ICS 2016
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2016 International Computer Symposium, ICS 2016
Y2 - 15 December 2016 through 17 December 2016
ER -