Using Haar classifiers to detect driver fatigue and provide alerts

被引:15
作者
Ibrahim, Lamiaa Fattouh [1 ,2 ]
Abulkhair, Maysoon [1 ]
AlShomrani, Amal D. [3 ]
AL-Garni, Manal [1 ]
AL-Mutiry, Ameerah [1 ]
AL-Gamdi, Fadiah [1 ]
Kalenen, Roa'a [1 ]
机构
[1] King Abdulaziz Univ, Fac Comp & Informat Technol, Dept Informat Technol, Girl Sect, Jeddah 21551, Saudi Arabia
[2] Cairo Univ, Inst Stat Studies & Res, Dept Comp Sci & Informat, Cairo, Egypt
[3] Umm AL Qura Univ, Mecca, Saudi Arabia
关键词
Driver fatigue; Image processing; Haar classifier; Correlation matching algorithm;
D O I
10.1007/s11042-012-1308-5
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Drowsiness is a transition state between being awake and asleep and can have serious consequences when occurring in tasks that require sustained attention such as driving. During the state of drowsiness, reaction time is slower, vigilance is reduced, and information processing is less efficient, which may cause accidents. The proposed Driver Fatigue Detection System (called FDS) aims to monitor the alertness of drivers to prevent them from falling asleep at the wheel. The system monitors the driver's face using Haar feature classifiers with an increased training set to detect changes in the face of the driver quickly. A correlation matching algorithm is used to accurately provide the target's position and track the target's eyes according to the intensity, shape, and size of the pupils. FDS uses an IR illuminator to produce the desired bright pupil effect when the driver is wearing sunglasses. The resulting system operates in real-time, and is more accurate and less intrusive to the driver than other systems currently available.
引用
收藏
页码:1857 / 1877
页数:21
相关论文
共 33 条
[1]  
Adolf F., 2003, BUILD CASCADE BOOSTE
[2]  
[Anonymous], 2007, DRIV STAT SENS US MA
[3]  
[Anonymous], DIGITAL WEB MAGAZINE
[4]  
Boyraz Pinar, 2008, 2008 IEEE International Conference on Vehicular Electronics and Safety, P293, DOI 10.1109/ICVES.2008.4640863
[5]  
Breuer J., 2008, ATTENTION ASSIST DON
[6]  
Cho J, 2009, ACM SIGDA INT S FIEL, pxx
[7]  
Coetzer RC, 2011, IEEE INT VEH SYM, P66, DOI 10.1109/IVS.2011.5940406
[8]  
Coetzer RC, 2009, P AFRICON 09 C, P8587
[9]  
Devi Mandalapu Sarada, 2008, 2008 1st International Conference on Emerging Trends in Engineering and Technology (ICETET), P649, DOI 10.1109/ICETET.2008.17
[10]  
Dinges DF, 1998, 808762 DEP TRANSP SA, V808