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
收藏
页码:809 / 822
页数:14
相关论文
共 50 条
  • [31] A distance weighted linear regression classifier based on optimized distance calculating approach for face recognition
    Linlin Tang
    Huifen Lu
    Zhen Pang
    Zhangyan Li
    Jingyong Su
    Multimedia Tools and Applications, 2019, 78 : 32485 - 32501
  • [32] Facial expression recognition with automatic segmentation of face regions using a fuzzy based classification approach
    Hernandez-Matamoros, Andres
    Bonarini, Andrea
    Escamilla-Hernandez, Enrique
    Nakano-Miyatake, Mariko
    Perez-Meana, Hector
    KNOWLEDGE-BASED SYSTEMS, 2016, 110 : 1 - 14
  • [33] A distance weighted linear regression classifier based on optimized distance calculating approach for face recognition
    Tang, Linlin
    Lu, Huifen
    Pang, Zhen
    Li, Zhangyan
    Su, Jingyong
    MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (22) : 32485 - 32501
  • [34] FACIAL STEREOTYPES AND FACE RECOGNITION
    KLATZKY, RL
    MARTIN, G
    KANE, R
    BULLETIN OF THE PSYCHONOMIC SOCIETY, 1980, 16 (03) : 154 - 154
  • [35] An IFS based approach for face recognition
    Abate, AF
    Nappi, M
    Riccio, D
    Tortora, G
    2005 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), VOLS 1-5, 2005, : 1685 - 1688
  • [36] Face Recognition:A Template Based Approach
    Archana, T.
    Venugopal, T.
    2015 INTERNATIONAL CONFERENCE ON GREEN COMPUTING AND INTERNET OF THINGS (ICGCIOT), 2015, : 966 - 969
  • [37] A fractal based approach for face recognition
    Athale, SS
    Mitra, SK
    Banerjee, A
    2005 INTERNATIONAL CONFERENCE ON INTELLIGENT SENSING AND INFORMATION PROCESSING, PROCEEDINGS, 2005, : 170 - 174
  • [38] Face Recognition Using a Facial Recognition System
    Almurayziq, Tariq S.
    Alazani, Abdullah
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2022, 22 (09): : 280 - 286
  • [39] Face and Facial Feature Localization Based on Color Segmentation and Symmetry Transform
    Cai Tao
    Duan Shanxua
    Liu Fangrui
    Ren Ting
    MINES 2009: FIRST INTERNATIONAL CONFERENCE ON MULTIMEDIA INFORMATION NETWORKING AND SECURITY, VOL 2, PROCEEDINGS, 2009, : 185 - +
  • [40] A New Approach in Solving Illumination and Facial Expression Problems for Face Recognition
    Wong, Yee Wan
    Seng, Kah Phooi
    Ang, Li-Minn
    COMPUTING & INFORMATICS, 2009, : 248 - 253