Image synthesis for sparse representation-based multi-pose face recognition

被引:0
|
作者
Zhang, Daming [1 ]
Zhang, Xueyong [1 ]
Li, Lu [1 ]
Liu, Huayong [1 ]
机构
[1] School of Mathematics and Physics, Anhui Jianzhu University, Hefei
来源
Journal of Computational Information Systems | 2015年 / 11卷 / 03期
基金
中国国家自然科学基金;
关键词
Face recognition; Multi-pose synthesis; Sparse representation;
D O I
10.12733/jcis12933
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we consider the problem of the pose variance in face recognition. In practice, the face images we get usually have different poses; however the number of training sample is limited, so the sparse representation based classification (SRC) for face recognition cannot work well. For the purpose of expending the sample size, a 3D face modal based image synthesis method is adopted. Extensive experiments on the CMU-PIE face and Feret face database are conducted to verify the efficiency of the proposed image synthesis based SRC (IS-SRC) method for multi-pose face recognition. ©, 2015, Binary Information Press. All right reserved.
引用
收藏
页码:875 / 881
页数:6
相关论文
共 50 条
  • [1] Image Synthesis for Sparse Representation based Multi-Pose Face Recognition
    Zhang, Daming
    Liu, Huayong
    Zhang, Xueyong
    Li, Lu
    PROCEEDINGS OF 2014 IEEE WORKSHOP ON ADVANCED RESEARCH AND TECHNOLOGY IN INDUSTRY APPLICATIONS (WARTIA), 2014, : 1051 - 1054
  • [2] Multi-pose face recognition algorithm based on sparse representation
    Yang, Jingjie
    2016 INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION, BIG DATA & SMART CITY (ICITBS), 2017, : 113 - 116
  • [3] Multi-pose 3D face recognition based on 2D sparse representation
    Guo, Zhe
    Zhang, Yan-Ning
    Xia, Yong
    Lin, Zeng-Gang
    Fan, Yang-Yu
    Feng, David Dagan
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2013, 24 (02) : 117 - 126
  • [4] PARTIAL FACE RECOGNITION: A SPARSE REPRESENTATION-BASED APPROACH
    Liu, Luoluo
    Tran, Trac D.
    Chin, Sang Peter
    2016 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING PROCEEDINGS, 2016, : 2389 - 2393
  • [5] Sparse representation-based face recognition against expression and illumination
    Su, Ya
    Liu, Zhe
    Wang, Mengyao
    IET IMAGE PROCESSING, 2018, 12 (05) : 826 - 832
  • [6] Multi-pose face recognition based on a single view
    Zhu, XY
    Gu, YL
    DCABES and ICPACE Joint Conference on Distributed Algorithms for Science and Engineering, 2005, : 165 - 168
  • [7] Multi-pose Face Recognition Based on Block Adaptation
    Shi, Jianguo
    Zhao, Yuanyuan
    DIGITAL HUMAN MODELING AND APPLICATIONS IN HEALTH, SAFETY, ERGONOMICS AND RISK MANAGEMENT. HUMAN COMMUNICATION, ORGANIZATION AND WORK, DHM 2020, PT II, 2020, 12199 : 420 - 428
  • [8] Sparse Representation-Based Face Recognition for One Training Image per Person
    Chang, Xueping
    Zheng, Zhonglong
    Duan, Xiaohui
    Xie, Chenmao
    ADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS, 2010, 6215 : 407 - 414
  • [9] Improved combination of RPCA and MEL for sparse representation-based face recognition
    Khaji, Rokan
    Li, Hong
    Li, Hongfeng
    Haruna, Rabiu
    Abdo, Ramadhan
    Alsaidi, Musleh
    INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING, 2014, 12 (03)
  • [10] Multi-pose face recognition based on convolutional neural network
    Li, Jinyu
    Zhang, De
    Journal of Computers (Taiwan), 2020, 31 (01) : 225 - 231