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author:

Deng, Kangkang (Deng, Kangkang.) [1] | Peng, Zheng (Peng, Zheng.) [2] | Zhu, Wenxing (Zhu, Wenxing.) [3] (Scholars:朱文兴)

Indexed by:

EI Scopus SCIE

Abstract:

The sparse representation-based classifier (SRC) has been developed and verified as having great potential for real-world face recognition. In this paper, we propose a discriminative projection and representation-based classification (DPRC) method to enhance the discriminant ability of the SRC. The proposed method first obtains a discriminative projection matrix not only maximizing the ratio of the distance within interclass over the distance within intraclass, but also minimizing the linear approximation error within intraclass. Then it maps the original data onto the discriminative space, and adopts an SRC method to obtain the final solution. An inexact augmented Lagrangian method of multiplier is proposed for finding the optimal representation vector in our framework, and a proximal alternating minimization method is adopted to the iteration subproblems of the proposed method. The proposed method is proven to have the subsequence convergence property. Experimental results on Yale, ORL, and AR face image databases demonstrate that, compared with some existing feature extraction methods based on the SRC, the proposed DPRC method is more efficient.

Keyword:

augmented Lagrangian method of multipliers discriminative projection face recognition sparse representation subsequence convergence

Community:

  • [ 1 ] [Deng, Kangkang]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350108, Peoples R China
  • [ 2 ] [Peng, Zheng]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350108, Peoples R China
  • [ 3 ] [Zhu, Wenxing]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350108, Peoples R China
  • [ 4 ] [Peng, Zheng]Xiangtan Univ, Sch Math & Computat Sci, Xiangtan 411105, Peoples R China

Reprint 's Address:

  • 彭拯

    [Peng, Zheng]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350108, Peoples R China;;[Peng, Zheng]Xiangtan Univ, Sch Math & Computat Sci, Xiangtan 411105, Peoples R China

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Source :

SIAM JOURNAL ON IMAGING SCIENCES

ISSN: 1936-4954

Year: 2020

Issue: 3

Volume: 13

Page: 1446-1466

2 . 8 6 7

JCR@2020

2 . 1 0 0

JCR@2023

ESI Discipline: MATHEMATICS;

ESI HC Threshold:50

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 2

SCOPUS Cited Count: 3

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

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