Face Recognition Based on Nonlinear DCT Discriminant Feature Extraction Using Improved Kernel DCV

被引：6

作者：

Li, Sheng ^{[1
]}

Yao, Yong-fang ^{[1
]}

Jing, Xiao-yuan ^{[1
]}

Chang, Heng ^{[1
]}

Gao, Shi-qiang ^{[1
]}

Zhang, David ^{[2
]}

Yang, Jing-yu ^{[3
]}

机构：

[1] Nanjing Univ Posts & Telecommun, Nanjing 210003, Peoples R China

[2] Hong Kong Polytech Univ, Dept Comp, Hong Kong, Hong Kong, Peoples R China

[3] Nanjing Univ Sci & Technol, Nanjing, Peoples R China

来源：

IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS | 2009年 / E92D卷 / 12期

基金：

中国国家自然科学基金;

关键词：

DCT frequency bands selection; the improved KDCV; nonlinear DCT feature extraction; face recognition;

D O I：

10.1587/transinf.E92.D.2527

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 letter proposes a nonlinear DCT discriminant feature extraction approach for face recognition. The proposed approach first selects appropriate DCT frequency bands according to their levels of nonlinear discrimination. Then, this approach extracts nonlinear discriminant features from the selected DCT bands by presenting a new kernel discriminant method, i.e. the improved kernel discriminative common vector (KDCV) method. Experiments on the public FERET database show that this new approach is more effective than several related methods.

引用

页码：2527 / 2530

页数：4

共 50 条

[1] Nonlinear DCT Discriminant Feature Extraction with Generalized KDCV for Face Recognition
Li, Sheng
Yao, Yong-fang
Jing, Xiao-yuan
Shao, Zhu-li
Zhang, David
Yang, Jing-yu
[J]. 2008 INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION, VOL III, PROCEEDINGS, 2008, : 338 - +
[2] A face and palmprint recognition approach based on discriminant DCT feature extraction
Jing, XY
Zhang, D
[J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2004, 34 (06): : 2405 - 2415
[3] Age Invariant Face Recognition Based on DCT Feature Extraction and Kernel Fisher Analysis
Boussaad, Leila
Benmohammed, Mohamed
Benzid, Redha
[J]. JOURNAL OF INFORMATION PROCESSING SYSTEMS, 2016, 12 (03): : 392 - 409
[4] Complete discriminant evaluation and feature extraction in kernel space for face recognition
Jiang, Xudong
Mandal, Bappaditya
Kot, Alex
[J]. MACHINE VISION AND APPLICATIONS, 2009, 20 (01) : 35 - 46
[5] Complete discriminant evaluation and feature extraction in kernel space for face recognition
Xudong Jiang
Bappaditya Mandal
Alex Kot
[J]. Machine Vision and Applications, 2009, 20 : 35 - 46
[6] The feature extraction of human face using Kernel Fisher Discriminant
Chang, Qiuxiang
[J]. 2007 International Symposium on Computer Science & Technology, Proceedings, 2007, : 21 - 23
[7] A Novel Kernel Discriminant Feature Extraction Framework Based On Mapped Virtual Samples For Face Recognition
Li, Sheng
Jing, Xiaoyuan
Zhang, David
Yao, Yongfang
Bian, Lusha
[J]. 2011 18TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2011,
[8] A Generalized Kernel Fisher Discriminant Framework Used for Feature Extraction and Face Recognition
Shi, Yuexiang
Ren, Xiaoxue
Yang, Saizhou
Gong, Ping
[J]. 2016 12TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (ICNC-FSKD), 2016, : 1487 - 1491
[9] Kernel-based nonlinear discriminant analysis for face recognition
Liu, QS
Huang, R
Lu, HQ
Ma, SD
[J]. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2003, 18 (06): : 788 - 795
[10] Kernel-based nonlinear discriminant analysis for face recognition
QingShan Liu
Rui Huang
HanQing Lu
SongDe Ma
[J]. Journal of Computer Science and Technology, 2003, 18 : 788 - 795

← 1 2 3 4 5 →