Reduced complexity and optimized face recognition approach based on facial symmetry

被引:1
|
作者
Ahmed, Waqas [1 ,3 ]
Bajwa, Usama Ijaz [2 ,3 ]
Anwar, Muhammad Waqas [2 ,3 ]
Sajid, Muhammad [2 ,3 ]
机构
[1] Govt Postgrad Coll, Dept Comp Sci, Mansehra, Pakistan
[2] COMSATS Univ Islamabad, Dept Comp Sci, Lahore Campus, Islamabad, Pakistan
[3] Mirpur Univ Sci & Technol MUST, Dept Elect Engn, Mirpur, Azad Kashmir, Pakistan
关键词
Subspace algorithms; Half face images; Face identification; Computational complexity; COMPONENT ANALYSIS; EIGENFACES; IMAGE;
D O I
10.1007/s11554-022-01224-0
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Recognition of face images is still a challenging and open research problem. A number of recent algorithms have shown that there is a vast scope in improving recognition accuracy by utilizing facial symmetry for face recognition task. The lower computational complexity and faster processing times make this method well suited for real-time applications. In this paper, we have used only one half of the face image for recognition task against various facial challenges. Keeping in view all the previous related studies that are limited in their scope, an unbiased comparison is presented between full face images and half face images by applying four subspace-based algorithms with four different distance metrics. Experiments are conducted on the two most challenging face databases. The FERET is a benchmark database, which closely simulates real-life scenarios, and LFW which is developed for the problem of unconstrained face recognition.
引用
下载
收藏
页码:809 / 822
页数:14
相关论文
共 50 条
  • [1] Reduced complexity and optimized face recognition approach based on facial symmetry
    Waqas Ahmed
    Usama Ijaz Bajwa
    Muhammad Waqas Anwar
    Muhammad Sajid
    Journal of Real-Time Image Processing, 2022, 19 : 809 - 822
  • [2] Correction to: Reduced complexity and optimized face recognition approach based on facial symmetry
    Waqas Ahmed
    Usama Ijaz Bajwa
    Muhammad Waqas Anwar
    Muhammad Sajid
    Journal of Real-Time Image Processing, 2022, 19 : 1225 - 1225
  • [3] Reduced complexity and optimized face recognition approach based on facial symmetry (vol 19, pg 809, 2022)
    Ahmed, Waqas
    Bajwa, Usama Ijaz
    Anwar, Muhammad Waqas
    Sajid, Muhammad
    JOURNAL OF REAL-TIME IMAGE PROCESSING, 2022, 19 (06) : 1225 - 1225
  • [4] Effect of facial symmetry on self-face recognition
    Watanabe, N.
    Saito, N.
    PERCEPTION, 2013, 42 : 127 - 127
  • [5] Shadow compensation based on facial symmetry and image average for robust face recognition
    Hsieh, Ping-Cheng
    Tung, Pi-Cheng
    NEUROCOMPUTING, 2010, 73 (13-15) : 2708 - 2717
  • [6] The facial features extraction for face recognition based on geometrical approach
    Amarapur, Basavaraj
    Patil, Nagaraj
    2006 CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, VOLS 1-5, 2006, : 99 - +
  • [7] Face recognition robust to left/right shadows; facial symmetry
    Song, Young-Jun
    Kim, Young-Gil
    Chang, Un-Dong
    Kwon, Heak Bong
    PATTERN RECOGNITION, 2006, 39 (08) : 1542 - 1545
  • [8] A Human Facial Expression Recognition Model based on Eigen Face Approach
    De, Anurag
    Saha, Ashim
    Pal, M. C.
    INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING TECHNOLOGIES AND APPLICATIONS (ICACTA), 2015, 45 : 282 - 289
  • [9] Face recognition based on facial features
    Sharif, Muhammad
    Javed, Muhammad Younas
    Mohsin, Sajjad
    Research Journal of Applied Sciences, Engineering and Technology, 2012, 4 (17) : 2879 - 2886
  • [10] Face Recognition Based on Facial Landmarks
    Sarsenov, Adil
    Latuta, Konstantin
    2017 11TH IEEE INTERNATIONAL CONFERENCE ON APPLICATION OF INFORMATION AND COMMUNICATION TECHNOLOGIES (AICT 2017), 2017, : 213 - 217