Skip to main content
Disciplines
Automotive Business IT + Informatics Construction + Real Estate Electrical Engineering + Electronics Energy + Sustainability Insurance + Risk Finance + Banking Management + Leadership Marketing + Sales Mechanical Engineering + Materials
Events
DE
EN
Books
Journals
Topic Page
Marketing
Start single access now
Access for companies
EXTENDED SEARCH
Log in
Top
Soft Computing
Published in: Soft Computing 10/2012

01-10-2012 | Original Paper

Feature extraction using 2DIFDA with fuzzy membership

Published in: Soft Computing | Issue 10/2012

Log in

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

search-config
loading …

Abstract

In this paper, a new method called fuzzy two-dimensional inverse Fisher discriminant analysis (fuzzy 2DIFDA) directly based on 2D image matrices rather than image vectors is proposed for feature extraction and recognition. In the proposed method, the distribution information of samples is first characterized using fuzzy set theory, and the corresponding fuzzy scatter matrices are then redefined. Image discriminant features which have embedded the fuzzy information are finally extracted by selecting 2D principal components and 2D inverse Fisher discriminant vectors. Experimental results on FERET face database and FKP database demonstrate the effectiveness of the proposed method.
previous article General form of α-resolution principle for linguistic truth-valued lattice-valued logic
next article Fast parallel genetic programming: multi-core CPU versus many-core GPU

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

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
Literature
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
Chen CH, Tseng VS, Lee CS (2009a) A genetic-fuzzy mining approach for items with multiple minimum supports. Soft Comput 13(5):521–533CrossRef
Chen CH, Hong TP, Tseng VS (2009b) Speeding up genetic-fuzzy mining by fuzzy clustering. In: The IEEE international conference on fuzzy systems, pp 1695–1699
Fan ZZ, Xu Y, Zhang D (2011) Local linear discriminant analysis framework using sample neighbors. IEEE Trans Neural Netw 22(7):1119–1132CrossRef
Friedman JH (1989) Regularized discriminant analysis. J Am Stat Assoc 84(405):165–175CrossRef
Hong ZQ, Yang JY (1991) Optimal discriminant plane for a small number of samples and design method of classifier on the plane. Pattern Recognit 24(4):317–324MathSciNetCrossRef
Hong TP, Chen CH, Lee YC, Wu YL (2008) Genetic-fuzzy data mining with divide-and-conquer strategy. IEEE Trans Evol Comput 12(2):252–265CrossRef
Kaya M, Alhajj R (2006) Utilizing genetic algorithms to optimize membership functions for fuzzy weighted association rules mining. Appl Intell 24(1):7–15CrossRef
Keller JM, Gray MR, Givern JA (1985) A fuzzy k-nearest neighbour algorithm. IEEE Trans Syst Man Cybern 15(4):580–585
Kuok C, Fu A, Wong M (1998) Mining fuzzy association rules in databases. SIGMOD Record 27(1):41–46CrossRef
Kwak KC, Pedrycz W (2005) Face recognition using a fuzzy Fisherface classifier. Pattern Recognit 38(10):1717–1732CrossRef
Li M, Yuan B (2005) 2D-LDA: a statistical linear discriminant analysis for image matrix. Pattern Recognit Lett 26(5):527–532CrossRef
Li X, Lin S, Yuan S, Xu D (2008) Discriminant locally linear embedding with high-order tensor data. IEEE Trans Syst Man Cybern Part B 38(2):342–352CrossRef
Lu JW, Plataniotis KN, Venetsanopoulos AN, Li SZ (2006) Ensemble-based discriminant learning with boosting for face recognition. IEEE Trans Neural Netw 17(1):166–178CrossRef
Pang Y, Tao D, Yuan Y, Li X (2008) Binary two-dimensional PCA. IEEE Trans Syst Man Cybern 38(4):1176–1180CrossRef
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
Raudys SJ, Jain AK (1991) Small sample size effects in statistical pattern recognition: recommendations for practitioners. IEEE Trans Pattern Anal Mach Intell 13(3):252–264CrossRef
Song XN, Zheng YJ, Wu XJ, Yang XB, Yang JY (2010) A complete fuzzy discriminant analysis approach for face recognition. Appl Soft Comput 10:208–214CrossRef
Swets DL, Weng J (1996) Using discriminant eigenfeatures for image retrieval. IEEE Trans Pattern Anal Mach Intell 18(8):831–836CrossRef
Tao D, Li X, Wu X, Maybank SJ (2007) General tensor discriminant analysis and Gabor features for gait recognition. IEEE Trans PAMI 29(10):1700–1715CrossRef
Xiong H, Swamy MNS, Ahmad MO (2005) Two-dimensional FLD for face recognition. Pattern Recognit 38(7):1121–1124CrossRef
Xu Y, Zhang D (2010) Represent and fuse bimodal biometric images at the feature level: a complex-matrix-based fusion scheme. Opt Eng 49(3):037002
Xu Y, Zhang D, Yang J, Yang JY (2011) A two-phase test sample sparse representation method for use with face recognition. IEEE Trans Circuits Syst Video Technol 21(9):1255–1262CrossRef
Yang J, Zhang D, Frangi AF, Yang JY (2004) Two-dimensional PCA: a new approach to appearance-based face representation and recognition. IEEE Trans Pattern Anal Mach Intell 26(1):131–137CrossRef
Yang J, Frangi AF, Yang JY, Zhang D, Jin Z (2005a) KPCA plus LDA: a complete kernel fisher discriminant framework for feature extraction and recognition. IEEE Trans Pattern Anal Mach Intell 27(2):230–244CrossRef
Yang J, Zhang D, Xu Y, Yang JY (2005b) 2-D discriminant transform for face recognition. Pattern Recognit 38(7):1125–1129MATHCrossRef
Yang W, Yan H, Yin J, Yang J (2008) Two-dimensional inverse FDA for face recognition. CCPR’08
Yang WK, Wang JG, Ren MW, Zhang L, Yang JY (2009) Feature extraction using fuzzy inverse FDA. Neurocomputing 72:3384–3390CrossRef
Yang WK, Yan XY, Zhang L, Sun CY (2010) A feature extraction based on fuzzy 2DLDA. Neurocomputing 73:1556–1561CrossRef
Ye J, Janardan R, Li Q (2005) Two-dimensional linear discriminant analysis. Neural Inf Process Syst 17:1569–1576
Yue S, Tsang E, Yeung D, Shi D (2000) Mining fuzzy association rules with weighted items. In: The IEEE international conference on systems, man and cybernetics, pp 1906–1911
Zhang L, Zhang L, Zhang D (2009) Finger-knuckle-print: a new biometric identifier. Proc IEEE Int Conf Image Process
Zhang L, Zhang L, Zhang D, Zhu H (2010) Online Finger-Knuckle-Print verification for personal authentication. Pattern Recognit 43(7):2560–2571
Zheng YJ, Yang JY et al (2006) Fuzzy Kernel Fisher discriminant algorithm with application to face recognition. In: The sixth world congress on intelligent and automation (WCICA06), vol 12(12), pp 9669–9672
Zhuang XS, Dai DQ (2005) Inverse Fisher discriminant criteria for small sample size problem and its application to face recognition. Pattern Recognit 38(11):2192–2194CrossRef
Zhuang XS, Dai DQ (2007) Improved discriminant analysis for high-dimensional data and its application to face recognition. Pattern Recognit 40(5):1570–1578MATHCrossRef
Metadata
Title
Feature extraction using 2DIFDA with fuzzy membership
Publication date
01-10-2012
Published in
Soft Computing / Issue 10/2012
Print ISSN: 1432-7643
Electronic ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-012-0861-1

Other articles of this Issue 10/2012

Soft Computing 10/2012 Go to the issue

Original Paper

A novel two-stage hybrid swarm intelligence optimization algorithm and application

Original Paper

Bounded BCK-algebras of fractions and maximal BCK-algebra of quotients

Original Paper

The stable topology for residuated lattices

Original Paper

General form of α-resolution principle for linguistic truth-valued lattice-valued logic

Original Paper

Dynamic effect algebras and their representations

Original Paper

Fast parallel genetic programming: multi-core CPU versus many-core GPU

Premium Partner

    Image Credits