A highly parallelized processor for face detection based on Haar-like features

被引:0
|
作者
Qin, Huabiao [1 ]
Tian, Lianbing [1 ]
Hu, Zongwei [1 ]
机构
[1] South China Univ Technol, Sch Elect & Informat Engn, Guangzhou, Guangdong, Peoples R China
基金
中国国家自然科学基金;
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents a hardware architecture for face detection based on the Viola and Jones object detection method. To achieve high speed detection, two major features are introduced in this paper, including rapid integral image generation and hybrid stage classifier. A register array structure is utilized for storing and generating integral image, facilitating the simultaneous access and parallel classifier evaluation. Moreover, a hybrid stage classifier is proposed which combines both serial processing and parallel processing, making the best trade-off between detection speed and resource consumption. In addition, the detection system can detect human faces in a 384x288 image at a speed of 22 fps when the specialized processor in a Stratix II FPGA works at 100 MHz.
引用
收藏
页码:985 / 988
页数:4
相关论文
共 50 条
  • [1] Joint Haar-like features for face detection
    Mita, T
    Kaneko, T
    Hori, O
    TENTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS 1 AND 2, PROCEEDINGS, 2005, : 1619 - 1626
  • [2] Generalized Haar-like features for fast face detection
    Chen, Duan-Sheng
    Liu, Zheng-Kai
    PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2007, : 2131 - +
  • [3] A specialized processor suitable for AdaBoost-based detection with haar-like features
    Hiromoto, Masayuki
    Nakahara, Kentaro
    Sugano, Hiroki
    Nakamura, Yukihiro
    Miyamoto, Ryusuke
    2007 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-8, 2007, : 3177 - +
  • [4] AdaBoost Face Detection on the GPU Using Haar-Like Features
    Martinez-Zarzuela, M.
    Diaz-Pernas, F. J.
    Anton-Rodriguez, M.
    Perozo-Rondon, F.
    Gonzalez-Ortega, D.
    NEW CHALLENGES ON BIOINSPIRED APPLICATIONS: 4TH INTERNATIONAL WORK-CONFERENCE ON THE INTERPLAY BETWEEN NATURAL AND ARTIFICIAL COMPUTATION, IWINAC 2011, PART II, 2011, 6687 : 333 - 342
  • [5] Boosted of Haar-like Features and Local Binary Pattern Based Face Detection
    Toan Thanh Do
    Khiem Ngoc Doan
    Thai Hoang Le
    Bac Hoai Le
    2009 IEEE-RIVF INTERNATIONAL CONFERENCE ON COMPUTING AND COMMUNICATION TECHNOLOGIES: RESEARCH, INNOVATION AND VISION FOR THE FUTURE, 2009, : 27 - 34
  • [6] Motion and haar-like features based vehicle detection
    Bai, Hongliang
    Wu, Jianping
    Liu, Changpin
    12TH INTERNATIONAL MULTI-MEDIA MODELLING CONFERENCE PROCEEDINGS, 2006, : 356 - 359
  • [7] Rotated Haar-like features for face detection with in-plane rotation
    Du, Shaoyi
    Zheng, Nanning
    You, Qubo
    Wu, Yang
    Yuan, Maojun
    Wu, Jingjun
    INTERACTIVE TECHNOLOGIES AND SOCIOTECHNICAL SYSTEMS, 2006, 4270 : 128 - 137
  • [8] A Method for Chainsaw Sound Detection Based on Haar-like Features
    Nicolae, Georgian
    Gaita, Andrei
    Radoi, Anamaria
    Burileanu, Corneliu
    2018 41ST INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS AND SIGNAL PROCESSING (TSP), 2018, : 714 - 718
  • [9] Global Haar-Like Features: A New Extension of Classic Haar Features for Efficient Face Detection in Noisy Images
    Rezaei, Mahdi
    Nafchi, Hossein Ziaei
    Morales, Sandino
    IMAGE AND VIDEO TECHNOLOGY, PSIVT 2013, 2014, 8333 : 302 - 313
  • [10] Gaussian weak classifiers based on co-occurring Haar-like features for face detection
    Pavani, Sri-Kaushik
    Delgado-Gomez, David
    Frangi, Alejandro F.
    PATTERN ANALYSIS AND APPLICATIONS, 2014, 17 (02) : 431 - 439