Real-time detection with AdaBoost-svm combination in various face orientation

被引:0
|
作者
Fhonna, R. P. [1 ]
Nasution, M. K. M. [1 ]
Tulus [2 ]
机构
[1] Univ Sumatera Utara, Dept Informat Technol, Fac Comp Sci & Informat Technol, Medan 20155, Indonesia
[2] Univ Sumatera Utara, Dept Math, Fac Math & Nat Sci, Medan 20155, Indonesia
关键词
face detection; AdaBoost-SVM; real-time; face orientations;
D O I
10.1088/1742-6596/978/1/012015
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Most of the research has used algorithm AdaBoost-SVM for face detection. However, to our knowledge so far there is no research has been facing detection on real-time data with various orientations using the combination of AdaBoost and Support Vector Machine (SVM). Characteristics of complex and diverse face variations and real-time data in various orientations, and with a very complex application will slow down the performance of the face detection system this becomes a challenge in this research. Face orientation performed on the detection system, that is 90 degrees, 45 degrees, 0 degrees, -45 degrees, and -90 degrees. This combination method is expected to be an effective and efficient solution in various face orientations. The results showed that the highest average detection rate is on the face detection oriented 0 degrees and the lowest detection rate is in the face orientation 90 degrees.
引用
收藏
页数:7
相关论文
共 50 条
  • [1] Real-time Pedestrian Detection Using SVM and AdaBoost
    Kharjul, Rupesh A.
    Tungar, Vinit K.
    Kulkarni, Yogesh P.
    Upadhyay, Samarth K.
    Shirsath, Rakesh
    [J]. 2015 INTERNATIONAL CONFERENCE ON ENERGY SYSTEMS AND APPLICATIONS, 2015, : 740 - 743
  • [2] AdaBoost-SVM for Electrical Theft Detection and GRNN for Stealing Time Periods Identification
    Wu, Rongli
    Wang, Liming
    Hu, Tianyu
    [J]. IECON 2018 - 44TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2018, : 3073 - 3078
  • [3] Fast QR code detection based on BING and AdaBoost-SVM
    Yuan, Baoxi
    Li, Yang
    Jiang, Fan
    Xu, Xiaojie
    Zhao, Jianhua
    Zhang, Deyue
    Guo, Jianxin
    Wang, Yugian
    Zhang, Shanwen
    [J]. 2019 IEEE 20TH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE SWITCHING AND ROUTING (IEEE HPSR), 2019,
  • [4] Milling chatter detection by multi-feature fusion and Adaboost-SVM
    Wan, Shaoke
    Li, Xiaohu
    Yin, Yanjing
    Hong, Jun
    [J]. Mechanical Systems and Signal Processing, 2021, 156
  • [5] Color model based real-time face detection with AdaBoost in color image
    Peng, Yuxin
    Jin, Yuxin
    He, Kezhong
    Sun, Fuchun
    Liu, Huaping
    Tao, Linmi
    [J]. INTERNATIONAL CONFERENCE ON MACHINE VISION 2007, PROCEEDINGS, 2007, : 40 - 45
  • [6] Internal crack detection of castings: a study based on relief algorithm and Adaboost-SVM
    Cheng Jin
    Xianguang Kong
    Jiantao Chang
    Han Cheng
    Xiaojia Liu
    [J]. The International Journal of Advanced Manufacturing Technology, 2020, 108 : 3313 - 3322
  • [7] Internal crack detection of castings: a study based on relief algorithm and Adaboost-SVM
    Jin, Cheng
    Kong, Xianguang
    Chang, Jiantao
    Cheng, Han
    Liu, Xiaojia
    [J]. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2020, 108 (9-10): : 3313 - 3322
  • [8] A Heterogeneous System for Real-Time Detection with AdaBoost
    Xu, Zheng
    Shi, Runbin
    Sun, Zhihao
    Li, Yaqi
    Zhao, Yuanjia
    Wu, Chenjian
    [J]. PROCEEDINGS OF 2016 IEEE 18TH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING AND COMMUNICATIONS; IEEE 14TH INTERNATIONAL CONFERENCE ON SMART CITY; IEEE 2ND INTERNATIONAL CONFERENCE ON DATA SCIENCE AND SYSTEMS (HPCC/SMARTCITY/DSS), 2016, : 839 - 843
  • [9] Real-Time Face Detection Using Gentle AdaBoost Algorithm and Nesting Cascade Structure
    Zhu, Jian-qing
    Cai, Can-hui
    [J]. IEEE INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATIONS SYSTEMS (ISPACS 2012), 2012,
  • [10] Real-time face detection with self-adaptive cost-sensitive AdaBoost
    Ding, Xiaoyu
    Ma, Zhengming
    [J]. ICIEA 2008: 3RD IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, PROCEEDINGS, VOLS 1-3, 2008, : 1980 - 1982