Face Detection and Status Analysis Algorithms in Day and Night Enivironments

被引:0
作者
Gong, Do-Hyun [1 ]
Kwak, Keun-Chang [1 ]
机构
[1] Chosun Univ, Dept Control & Instrumentat Engn, Gwangju 501759, South Korea
来源
2017 4TH INTERNATIONAL CONFERENCE ON ADVANCED INFORMATICS, CONCEPTS, THEORY, AND APPLICATIONS (ICAICTA) PROCEEDINGS | 2017年
关键词
face detection; eye detection; spatial correlation; driver drowsiness determination;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose an analysis method of drowsiness status of a driver from the opening and closing of eye. For this purpose, eyes, nose and mouth are detected to improve the area of interest using the spatial correlation in the existing ViolaJones algorithm. Then, histogram equalization is performed for detection at night driving, and drowsiness status of the driver data with the accumulation value through opening and closing of eye using SVM (Support Vector Machine) and PERCLOS (Percentage Closure of Eyes). The experimental result using Caltect face database showed that the detection rate of two eyes is increased respectively. In conclusion, the proposal method outperformed the current method in performance result.
引用
收藏
页数:4
相关论文
共 11 条
  • [1] CORTES C, 1995, MACH LEARN, V20, P273, DOI 10.1023/A:1022627411411
  • [2] Darshana S., 2014, INT C INT SYST, P27
  • [3] GongDoHyun, 2016, [Journal of Korean Institute of Intelligent Systems, 한국지능시스템학회 논문지], V26, P464
  • [4] Han C. H., 2008, J KOREAN I INTELLIGE, V18, P133
  • [5] Jo Jun-Mo, 2011, [The Journal of the Korea Contents Association, 한국콘텐츠학회 논문지], V11, P26
  • [6] 전미진, 2012, [JOURNAL OF KOREA MULTIMEDIA SOCIETY, 멀티미디어학회논문지], V15, P748
  • [7] Wireless and Wearable EEG System for Evaluating Driver Vigilance
    Lin, Chin-Teng
    Chuang, Chun-Hsiang
    Huang, Chih-Sheng
    Tsai, Shu-Fang
    Lu, Shao-Wei
    Chen, Yen-Hsuan
    Ko, Li-Wei
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS, 2014, 8 (02) : 165 - 176
  • [8] Trutschel U., 2011, Proceedings of the Sixth International Driving Symposium on Human Factors in Driver Assessment, Training and Vehicle Design, P172, DOI DOI 10.17077/DRIVINGASSESSMENT.1394
  • [9] Robust real-time face detection
    Viola, P
    Jones, MJ
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 2004, 57 (02) : 137 - 154
  • [10] Weber M., 1999, FACES 1999 FRONT DAT