A novel architecture for dynamic Integral Image generation for Haar-based face detection on FPGA

被引:0
|
作者
Kumar, Chanchal [1 ]
Agarwal, Sankalp [1 ]
机构
[1] Indian Inst Technol, Dept Elect & Commun Engn, Roorkee, Uttarakhand, India
来源
TENCON 2014 - 2014 IEEE REGION 10 CONFERENCE | 2014年
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
Integral Image generation is an important step in the Haar-based face detection algorithm and plays a vital role in the optimization of the algorithm for real-time implementation by evaluating each of the thousands of Haar-features in constant time. The integral image of a frame needs to be generated as a pre-processing stage before running the Haar-classifier on the detection windows within the frame. The delay required in the pre-processing stage is directly proportional to the resolution of the frame and becomes substantial with increasing resolution, limiting the real-time operation of the entire algorithm. This paper presents a novel architecture for generating the integral images of the current detection window dynamically, such that the pre-processing delay is reduced substantially. It is shown that an improvement of 13.71 times is obtained for VGA frames by this approach. The usage of hardware resources is also reduced by around 50% compared to previous implementations.
引用
收藏
页数:6
相关论文
共 50 条
  • [41] FPGA based architecture for realtime Edge detection
    Chakravathi, P. Kalyan
    Kumar, K. Vijaya
    Pradeep, P. Devi
    Suresh, D.
    2015 GLOBAL CONFERENCE ON COMMUNICATION TECHNOLOGIES (GCCT), 2015, : 12 - 17
  • [42] Hardware Architecture Design Of Face Recognition System Based On FPGA
    Mondol, Raktim Kumar
    Khan, Md. Imran
    Hye, A. K. Mahbubul
    Hassan, Asif
    2015 INTERNATIONAL CONFERENCE ON INNOVATIONS IN INFORMATION, EMBEDDED AND COMMUNICATION SYSTEMS (ICIIECS), 2015,
  • [43] COMBINING HAAR FEATURE AND SKIN COLOR BASED CLASSIFIERS FOR FACE DETECTION
    Erdem, C. E.
    Ulukaya, S.
    Karaali, A.
    Erdem, A. T.
    2011 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2011, : 1497 - 1500
  • [44] FPGA based Filter Architecture for Image Processing Applications
    Saranya, C.
    Kaviya, R.
    Keerthana, A. K.
    Abishek, M.
    2024 4TH INTERNATIONAL CONFERENCE ON PERVASIVE COMPUTING AND SOCIAL NETWORKING, ICPCSN 2024, 2024, : 231 - 235
  • [45] Real Time Human Face Detection and Recognition Based on Haar Features
    Arfi, Asif Mohammed
    Bal, Debasish
    Hasan, Mohammad Anisul
    Islam, Naeemul
    Arafat, Yasir
    2020 IEEE REGION 10 SYMPOSIUM (TENSYMP) - TECHNOLOGY FOR IMPACTFUL SUSTAINABLE DEVELOPMENT, 2020, : 517 - 521
  • [46] A Novel FPGA-Based Architecture for Fast Automatic Target Detection in Hyperspectral Images
    Lei, Jie
    Wu, Lingyun
    Li, Yunsong
    Xie, Weiying
    Chang, Chein-I
    Zhang, Jintao
    Huang, Biying
    REMOTE SENSING, 2019, 11 (02)
  • [47] Quantum image edge detection based on Haar wavelet transform
    Wang, Guoling
    Zhao, Weiqian
    Zou, Ping
    Wang, Jindong
    Yin, Haibing
    Yu, Yafei
    QUANTUM INFORMATION PROCESSING, 2024, 23 (08)
  • [48] An Image Edge Detection Method Based on Haar Wavelet Transform
    Cui, Beilei
    Jiang, Hao
    2020 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND COMPUTER ENGINEERING (ICAICE 2020), 2020, : 250 - 254
  • [49] Implementation of Face Detection System Based on ZYNQ FPGA
    Feng, Jing
    Zheng, Busheng
    Xiao, Hao
    PROCEEDINGS OF THE 2016 6TH INTERNATIONAL CONFERENCE ON MECHATRONICS, COMPUTER AND EDUCATION INFORMATIONIZATION (MCEI 2016), 2016, 130 : 1362 - 1367
  • [50] Imitated Light Field Image Architecture Based on Haar Discrete Wavelet Transform
    Lin, Yi-Hsing
    Hsu, Yu-Yao
    Wang, Sih-Wei
    Fan, Yu-Cheng
    2016 IEEE INTERNATIONAL INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE PROCEEDINGS, 2016, : 179 - 182