TEMPLATE MATCHING FOR DETECTION & RECOGNITION OF FRONTAL VIEW OF HUMAN FACE THROUGH MATLAB

被引:0
|
作者
Singh, Namrata [1 ]
Daniel, A. K. [1 ]
Chaturvedi, Pooja [1 ]
机构
[1] Madan Mohan Malaviya Univ Technol, Dept Comp Sci & Engn, Gorakhpur, Uttar Pradesh, India
关键词
Face detection; recognition; template matching; Cross correlation method; energy distribution;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Human face is an important object in an image database due to its unique features (eyes, mouth, nose etc.) in every human being. The detection & recognition of a face in an image using template matching is one of the profound research interest in the field of image processing. Various approaches have been proposed in the literature to extract the visual facial features based on texture, color, shape, sketch & pose variance etc. for face detection in color images. This paper describes an approach of face detection technique that includes major characteristics such as lightening compensation based on luminance (Y) & chrominance (Cr), Color segmentation, skintone statistics & eye-mouth region computation. A template matching algorithm using cross correlation method for locating & recognizing a face has been applied on various face candidates to match the template with right face candidate. Thus, the presented work is divided into three steps: Face detection, Computation of template matching & Face recognition. The performance of given approach has been evaluated on the basis of run time & accuracy. The simulation result shows that the defined model is efficient in terms of accuracy which is 81% and the false alarms are reduced.
引用
收藏
页数:7
相关论文
共 50 条
  • [41] Skin color distribution and template matching based face detection method
    Wang, SY
    PROCEEDINGS OF THE THIRD INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION SCIENCE AND TECHNOLOGY, VOL 3, 2004, : 818 - 822
  • [42] Face detection using configuration information and template matching in color images
    Yin, HT
    Fu, P
    Meng, SW
    ICEMI 2005: Conference Proceedings of the Seventh International Conference on Electronic Measurement & Instruments, Vol 5, 2005, : 484 - 487
  • [43] Face Detection Based on Color Template and Least Square Matching Method
    Wang, Danmei
    Ba, Yi
    Nian, Liqun
    Pei, Duo
    Zhang, Jiangmei
    2017 10TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, BIOMEDICAL ENGINEERING AND INFORMATICS (CISP-BMEI), 2017,
  • [44] Learning to Grasp Familiar Objects using Object View Recognition and Template Matching
    Shafii, Nima
    Hamidreza Kasaei, S.
    Lopes, Luis Seabra
    2016 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS 2016), 2016, : 2895 - 2900
  • [45] An analytic-to-holistic approach for face recognition based on a single frontal view
    Lam, KM
    Yan, H
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1998, 20 (07) : 673 - 686
  • [46] Face recognition using a fast model synthesis from a profile and a frontal view
    Rama, Antonio
    Tarres, Francesc
    2007 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-7, 2007, : 2197 - 2200
  • [47] On the face detection with adaptive template matching and cascaded object detection for ubiquitous computing environment
    Chang, CY
    Hwang, J
    COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2005, PT 1, 2005, 3480 : 1204 - 1212
  • [48] Towards a Template Matching Approach for Human Fall Detection
    Chaudhari, Snigdha
    Iqbal, Razib
    2021 IEEE 45TH ANNUAL COMPUTERS, SOFTWARE, AND APPLICATIONS CONFERENCE (COMPSAC 2021), 2021, : 632 - 637
  • [49] Human Face Detection and Recognition in Videos
    Tathe, S. V.
    Narote, A. S.
    Narote, S. P.
    2016 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), 2016, : 2200 - 2205
  • [50] Automatic South African Coin Recognition through Visual Template Matching
    Sooruth, Tharish
    Gwetu, Mandlenkosi V.
    2018 INTERNATIONAL CONFERENCE ON ADVANCES IN BIG DATA, COMPUTING AND DATA COMMUNICATION SYSTEMS (ICABCD), 2018,