Top

Neural Computing and Applications

Published in:

01-10-2012 | Original Article

Sequential Row–Column 2DPCA for face recognition

Authors: Wankou Yang, Changyin Sun, Karl Ricanek

Published in: Neural Computing and Applications | Issue 7/2012

Activate our intelligent search to find suitable subject content or patents.

search-config

AI-assisted search

Off

Abstract

For better representation and feature extraction of face images, a two-stage method, called Sequential Row–Column 2DPCA (RC2DPCA), is proposed in this paper, which uses 2DPCA operated in the row direction and alternative 2DPCA operated in column direction. RC2DPCA can compress image in row and column direction. RC2DPCA needs fewer coefficients for image representation than 2DPCA. The experimental results on the ORL and FERET face database show that RC2DPCA works well and surpasses 2DPCA, BDPCA, and GPCA.

previous article Improved contourlet-based steganalysis using binary particle swarm optimization and radial basis neural networks

next article Maximum inter-class and marginal discriminant embedding (MIMDE) for feature extraction and classification

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

Bauwesen + Immobilien
Business IT + Informatik
Finance + Banking
Management + Führung
Marketing + Vertrieb
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Zhao W, Chellappa R, Phillips PJ et al (2003) Face recognition: a literature survey [J]. ACM Comput Surv 35(4):399–459CrossRef

Bowyer KW, Chang K, Flym P (2006) A survey of approaches and challenges in 3D and multi-modal 3D + 2D face recognition. Comput Vis Image Underst 101:1–15CrossRef

Turk M, Pentland A (1991) Eigenfaces for recognition. J Cogn Neurosci 3(1):71–86CrossRef

Yang J, Zhang D, Yang J (2004) Two-dimensional PCA: a new approach to appearance-based face representation and recognition. IEEE Trans Pattern Anal Mach Intell 26(1):131–137CrossRef

Ye J, Janardan R, Li Q (2004) GPCA: an efficient dimension reduction scheme for image compression and retrieval. In: Proceedings of the tenth ACM SIGKDD international conference on knowledge discovery and data mining, Seattle, WA, USA, 22–25 Aug 2004. KDD ‘04. ACM, New York, NY, pp 354–363

Ye J (2004) Generalized low rank approximations of matrices. In: Proceedings of the twenty-first international conference on machine learning, Banff, Alberta, Canada, 04–08 July 2004. ICML ‘04, vol 69. ACM, New York, NY, p 112

He X, Cai D, Niyogi P (2005) Tensor subspace analysis. Advances in neural information processing systems 18. Vancouver, Canada

Tao D, Li X, Wu X et al (2007) General tensor discriminant analysis and gabor features for gait recognition. IEEE Trans Pattern Anal Mach Intell 29(10):1700–1715

Tao D, Li X, Hu W et al (2007) Supervised tensor learning. Knowl Inf Syst (Springer: KAIS) 2:1670–1677

10.

Wang L, Wang X, Zhang X, Feng J (2005) The equivalence of two-dirmensional PCA to line-based PCA. Pattern Recognit Lett 26(1):57–60

11.

Zuo W, Zhang D, Wang K (2006) Bidirectional PCA with assembled matrix distance metric for image recognition. IEEE Trans Syst Man Cybern-Part B 36(4):862–872

12.

Zuo W, Zhang D, Yang J, Wang K (2006) BDPCA plus LDA: a novel fast feature extraction technique for face recognitino. IEEE Trans Syst Man Cybern-Part B 36(4):946–952CrossRef

13.

Zhang D, Zhou Z (2005) (2D)2PCA: 2-directional 2-dimensional PCA for efficient face representation and recognition. Neurocomputing 69(1–3):224–231CrossRef

14.

Belhumeur V, Hespanha J, Kriegman D (1997) Eigenfaces vs. fisherfaces: recognition using class specific linear projection. IEEE Trans Pattern Anal Mach Intell 19(7):711–720CrossRef

15.

Phillips PJ, Moon H, Rizvi SA, Rauss PJ (2000) The FERET evaluation methodology for face-recognition algorithms. IEEE Trans Pattern Anal Mach Intell 22(10):1090–1104CrossRef

16.

Phillips PJ (2004) The facial recognition technology (FERET) database. http://www.itl.nist.gov/iad/humanid/feret/feret_master.html

Title: Sequential Row–Column 2DPCA for face recognition
Authors: Wankou Yang
Changyin Sun
Karl Ricanek
Publication date: 01-10-2012
Publisher: Springer-Verlag
Published in: Neural Computing and Applications / Issue 7/2012
Print ISSN: 0941-0643
Electronic ISSN: 1433-3058
DOI: https://doi.org/10.1007/s00521-011-0676-5

Springer Professional

Abstract

Please log in to get access to your license.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft"

Springer Professional "Technik"

Springer Professional "Wirtschaft+Technik"

Other articles of this Issue 7/2012

“Self-organizing maps” for identification of tire model longitudinal braking parameters of a vehicle on a roller brake tester and on flat ground

Influence of graphical weights’ interpretation and filtration algorithms on generalization ability of neural networks applied to digit recognition

Adaptive neuro-fuzzy inference system for diagnosis of the heart valve diseases using wavelet transform with entropy

Parallel chaotic Hash function construction based on cellular neural network

Application of design reuse to artificial neural networks: case study of the back propagation algorithm

Improved contourlet-based steganalysis using binary particle swarm optimization and radial basis neural networks

Premium Partner