Frontal Face Classifier using AdaBoost with MCT Features

被引:0
|
作者
Yoon, Jongmin [1 ]
Kim, Daijin [1 ]
机构
[1] POSTECH, Dept Comp Sci & Engn, Pohang, South Korea
关键词
frontal face classification; adaboost; MCT;
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 describe how to classify frontal face from the results of face detection which include non-frontal faces. To do this, we use AdaBoost learning method with Modified Census Transform (MCT) to construct a two-class classifier. As a result of that, our frontal face classifier achieves high classification rate above 96% and fast performance about 10 frames/sec in mobile device.
引用
收藏
页码:2084 / 2087
页数:4
相关论文
共 50 条
  • [41] Face Recognition Combining Eigen Features with a Parzen Classifier
    孙鑫
    刘兵
    刘本永
    Journal of Electronic Science and Technology of China, 2005, (01) : 18 - 21
  • [42] Gender recognition based on Adaboost face detection integrated with facial features
    Ma, L. (maliqianmemory@gmail.com), 1600, Huazhong University of Science and Technology (41):
  • [43] Extracting contours and features from frontal face images
    Yokoyama, Taro
    Tanaka, Katsuaki
    Hisatomi, Kensuke
    Yagi, Yasushi
    Yachida, Masahiko
    Hara, Fumio
    Hashimoto, Shuji
    Kyokai Joho Imeji Zasshi/Journal of the Institute of Image Information and Television Engineers, 53 (11): : 1605 - 1614
  • [44] FRONTAL FACE DETECTION FOR SURVEILLANCE PURPOSES USING DUAL LOCAL BINARY PATTERNS FEATURES
    Louis, Wael
    Plataniotis, K. N.
    2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, 2010, : 3809 - 3812
  • [45] 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
  • [46] Vehicle recognition algorithm based on Haar-like features and improved Adaboost classifier
    Zhang, Le
    Wang, Jinsong
    An, Zhiyong
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 14 (2) : 807 - 815
  • [47] Vehicle recognition algorithm based on Haar-like features and improved Adaboost classifier
    Le Zhang
    Jinsong Wang
    Zhiyong An
    Journal of Ambient Intelligence and Humanized Computing, 2023, 14 : 807 - 815
  • [48] ADJUSTABLE ADABOOST CLASSIFIER AND PYRAMID FEATURES FOR IMAGE-BASED CERVICAL CANCER DIAGNOSIS
    Xu, Tao
    Kim, Edward
    Huang, Xiaolei
    2015 IEEE 12TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI), 2015, : 281 - 285
  • [49] Feature selection using AdaBoost for face expression recognition
    Silapachote, P
    Karuppiah, DR
    Hanson, AR
    PROCEEDINGS OF THE FOURTH IASTED INTERNATIONAL CONFERENCE ON VISUALIZATION, IMAGING, AND IMAGE PROCESSING, 2004, : 84 - 89
  • [50] Implementation of AdaBoost Face Detection Using Vivado HLS
    Liu, Sanshuai
    Tan, Kejun
    Yang, Bo
    COMMUNICATIONS, SIGNAL PROCESSING, AND SYSTEMS, CSPS 2018, VOL II: SIGNAL PROCESSING, 2020, 516 : 965 - 971