Face Detection Using Beta Wavelet Filter and Cascade Classifier Entrained with Adaboost

被引:1
|
作者
Afdhal, Rim [1 ]
Bahar, Akram [1 ]
Ejbali, Ridha [1 ]
Zaied, Mourad [1 ]
机构
[1] Univ Sfax, REs Grp Intelligent Machines, Soukra St,BP 1173, Sfax 3038, Tunisia
关键词
Face detection; Viola and Jones' algorithm; Haar descriptors; Beta wavelet; Adaboost;
D O I
10.1117/12.2229620
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Face detection has been one of the most studied topics in the computer vision literature due to its relevant role in applications such as video surveillance, human computer interface and face image database management. Here, we will present a face detection approach which contains two steps. The first step is training phase based on Adaboost algorithm. The second step is the detection phase. The proposed approach presents an enhancement of Viola and Jones' algorithm by replacing Haar descriptors with Beta wavelet. The obtained results have proved an excellent performance of detection not only when a face is in front of the camera but also when it is oriented towards the right or the left. Moreover, thanks to the start period needed for the detection, our approach can be applied during a real time experience.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Seatbelt Detection Based on Cascade Adaboost Classifier
    Li, Wei
    Lu, Jianjiang
    Li, Yang
    Zhang, Yafei
    Wang, Jiabao
    Li, Hang
    2013 6TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), VOLS 1-3, 2013, : 783 - 787
  • [2] Cascade classifier for face detection
    Yang, Huachun
    Wang, Xu An
    JOURNAL OF ALGORITHMS & COMPUTATIONAL TECHNOLOGY, 2016, 10 (03) : 187 - 197
  • [3] Improved training algorithms to reduced set vector machine and Adaboost cascade classifier for face detection
    Xiao, XP
    Ai, HZ
    Zhuang, L
    Ying, LH
    Xu, GY
    SECOND INTERNATION CONFERENCE ON IMAGE AND GRAPHICS, PTS 1 AND 2, 2002, 4875 : 656 - 662
  • [4] Absolute contrasts in face detection with AdaBoost cascade
    Wojnarski, Marcin
    ROUGH SETS AND KNOWLEDGE TECHNOLOGY, PROCEEDINGS, 2007, 4481 : 174 - 180
  • [5] Vehicle Detection for Autonomous Parking using a Soft-Cascade AdaBoost Classifier
    Broggi, Alberto
    Cardarelli, Elena
    Cattani, Stefano
    Medici, Paolo
    Sabbatelli, Mario
    2014 IEEE INTELLIGENT VEHICLES SYMPOSIUM PROCEEDINGS, 2014, : 918 - 923
  • [6] A Cascade Classifier Using Adaboost Algorithm and Support Vector Machine for Pedestrian Detection
    Cheng, Wen-Chang
    Jhan, Ding-Mao
    2011 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2011, : 1430 - 1435
  • [7] A DEPTH CASCADE FACE DETECTION ALGORITHM BASED ON ADABOOST
    Yu, Wenxiang
    Xiu, Jiapeng
    Liu, Chen
    Yang, Zhengqiu
    PROCEEDINGS OF 2016 5TH IEEE INTERNATIONAL CONFERENCE ON NETWORK INFRASTRUCTURE AND DIGITAL CONTENT (IEEE IC-NIDC 2016), 2016, : 103 - 107
  • [8] Cascade AdaBoost classifiers with stage optimization for face detection
    Ou, ZY
    Tang, XS
    Su, TM
    Zhao, PF
    ADVANCES IN BIOMETRICS, PROCEEDINGS, 2006, 3832 : 121 - 128
  • [9] Frontal Face Classifier using AdaBoost with MCT Features
    Yoon, Jongmin
    Kim, Daijin
    11TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS AND VISION (ICARCV 2010), 2010, : 2084 - 2087
  • [10] CASCADE SCHEME FACE DETECTION USING A NON-LINIAR CLASSIFIER
    Rama, Antonio
    Tarres, Francesc
    Soria-Frisch, Aureli
    2009 10TH INTERNATIONAL WORKSHOP ON IMAGE ANALYSIS FOR MULTIMEDIA INTERACTIVE SERVICES, 2009, : 153 - +