A comparative study of Face Recognition Algorithms on R1 Face Database

被引:0
|
作者
Bai Limin [1 ]
Jia Mingxing [1 ]
Qiao Shengyang [1 ]
Wu Qiang [1 ]
机构
[1] Northeastern Univ, Sch Informat Sci & Engn, Shenyang 110819, Peoples R China
关键词
face recognition; feature extraction; CAS-PEAL-R1; unconstrained condition; SPARSE; REPRESENTATIONS; IMAGE;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper introduces the development process of face recognition and analyses representative algorithms for each period. Considering different races and numbers of samples in database, and a wide variety of pose, shelter, illumination, and expressions, different algorithms are tested based on the application requirement. It adopts CAS-PEAL-R1 face database, composed entirely by Asian faces, while the previous face recognition test are almost all based on Europe and America face database. The main work is to get two indices (recognition rate and recognition time) when applying different algorithms on R1 face database and then analysis the advantages as well as disadvantages of each algorithm. According to the comparison of the indices for each algorithm, it showed that LBP algorithm achieves state-of-the-art performance in both recognition rate and time, so it meets the requirements for real-time recognition. In addition, although the SFD (Improved SIFT Algorithm) obtained the highest recognition rate in the comparison, it doesn't satisfy the requirements in real-time recognition system for its long recognition time. Contrast previous face recognition algorithms utilized on R1 face database, some more comprehensive algorithms are introduced and tested on R1 in this paper and it sure can gives a more comprehensive reference for later researchers.
引用
收藏
页码:5374 / 5379
页数:6
相关论文
共 50 条
  • [1] A Comparative Study of Baseline Algorithms of Face Recognition
    Mahmood, Zahid
    Ali, Tauseef
    Khattak, Shahid
    Khan, Samee U.
    [J]. PROCEEDINGS OF 2014 12TH INTERNATIONAL CONFERENCE ON FRONTIERS OF INFORMATION TECHNOLOGY, 2014, : 263 - 268
  • [2] COMPARATIVE STUDY OF SOME FACE RECOGNITION ALGORITHMS
    Lang Liying
    Yue, Hong
    [J]. PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION, VOLS 1 AND 2, 2008, : 343 - +
  • [3] Performance evaluation of face recognition algorithms on Asian face database
    Hwang, BW
    Roh, MC
    Lee, SW
    [J]. SIXTH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION, PROCEEDINGS, 2004, : 278 - 283
  • [4] Performance analysis of face recognition algorithms on Korean face database
    Roh, Myung-Cheol
    Lee, Seong-Whan
    [J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2007, 21 (06) : 1017 - 1033
  • [5] Performance evaluation of face recognition algorithms on the Asian face database, KFDB
    Hwang, BW
    Byun, H
    Roh, MC
    Lee, SW
    [J]. AUDIO-AND VIDEO-BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS, 2003, 2688 : 557 - 565
  • [6] A Benchmark and Comparative Study of Video-Based Face Recognition on COX Face Database
    Huang, Zhiwu
    Shan, Shiguang
    Wang, Ruiping
    Zhang, Haihong
    Lao, Shihong
    Kuerban, Alifu
    Chen, Xilin
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2015, 24 (12) : 5967 - 5981
  • [7] A comparative study of automatic face verification algorithms on the BANCA database
    Sadeghi, M
    Kittler, J
    Kostin, A
    Messer, K
    [J]. AUDIO-BASED AND VIDEO-BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS, 2003, 2688 : 35 - 43
  • [8] A Comparative Study of Several Face Recognition Algorithms Based on PCA
    Dong Xiaoqian
    Huang Huan
    Wen Hongyan
    [J]. THIRD INTERNATIONAL SYMPOSIUM ON COMPUTER SCIENCE AND COMPUTATIONAL TECHNOLOGY (ISCSCT 2010), 2010, : 443 - 446
  • [9] A Comparative Study for the Effects of Noise on Illumination Invariant Face Recognition Algorithms
    Chen, Guangyi
    Xie, Wenfang
    [J]. INTELLIGENT COMPUTING THEORIES AND APPLICATION, ICIC 2016, PT II, 2016, 9772 : 257 - 267
  • [10] A Comparative Study of Face Recognition Algorithms under Facial Expression and Illumination
    Shinwari, Ali Rehman
    Balooch, Asadullah Jalali
    Alariki, Ala Abdulhakim
    Abdulhak, Sami Abduijalil
    [J]. 2019 21ST INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGY (ICACT): ICT FOR 4TH INDUSTRIAL REVOLUTION, 2019, : 390 - 394