Advanced search ?

Object

Fisher’s linear discriminant (FLD) and support vector machine (SVM) in non-negative matrix factorization (NMF) residual space for face recognition
Download

Title: Fisher’s linear discriminant (FLD) and support vector machine (SVM) in non-negative matrix factorization (NMF) residual space for face recognition

Creator:

Zhou, Changjun ; Wei, Xiaopeng ; Zhang, Qiang ; Fang, Xiaoyong

Contributor:

Gaj, Miron. Redakcja ; Urbańczyk, Wacław. Redakcja

Description:

Optica Applicata, Vol. 40, 2010, nr 3, s. 693-704

Abstrakt:

A novel method of Fisher’s linear discriminant (FLD) in the residual space is put forward for the representation of face images for face recognition, which is robust to the slight local feature changes. The residual images are computed by subtracting the reconstructed images from the original face images, and the reconstructed images are obtained by performing non-negative matrix factorization (NMF) on original images. FLD is applied to the residual images for extracting FLD subspace and the corresponding coefficient matrices. Furthermore, features are obtained by mapping the residual image to FLD subspace. Finally, the features are utilized to train and test support vector machines (SVMs) for face recognition. The computer simulation illustrates that this method is effective on the ORL database and the extended Yale face database B.

Publisher:

Oficyna Wydawnicza Politechniki Wrocławskiej

Place of publication:

Wrocław

Date:

2010

Resource Type:

artykuł

Resource Identifier:

oai:dbc.wroc.pl:58475

Source:

<sygn. PWr A3481II> ; click here to follow the link ; click here to follow the link

Language:

eng

Relation:

Optica Applicata ; Optica Applicata, Vol. 40, 2010 ; Optica Applicata, Vol. 40, 2010, nr 3 ; Politechnika Wrocławska. Wydział Podstawowych Problemów Techniki

Rights:

Wszystkie prawa zastrzeżone (Copyright)

Access Rights:

Dla wszystkich w zakresie dozwolonego użytku

Location:

Politechnika Wrocławska

Group publication title:

Optica Applicata

Subject and keywords:

optyka face recognition Fisher linear discriminant (FLD) non-negative matrix factorization (NMF) residual image

Object collections:

Last modified:

Jan 30, 2019

In our library since:

Jan 30, 2019

Number of object content hits:

227

All available object's versions:

https://dbc.wroc.pl./publication/98163

Show description in RDF format:

RDF

Show description in OAI-PMH format:

OAI-PMH

Edition name Date
Fisher’s linear discriminant (FLD) and support vector machine (SVM) in non-negative matrix factorization (NMF) residual space for face recognition Jan 30, 2019

Similar

Optica Applicata
Optica Applicata

Person identification system using an identikit picture of the suspect

Bobulski, Janusz Kubanek, Mariusz

2012
artykuł
Optica Applicata
Optica Applicata

Comparison of wavelet, Gabor and curvelet transform for face recognition

Zhang, Jiulong Wang, Yinghui Zhang, Zhiyu Xia, Chunli Gaj, Miron. Redakcja Urbańczyk, Wacław. Redakcja

2011
artykuł
Optica Applicata
Optica Applicata

The discrete cosine transform (DCT) plus local normalization: a novel two-stage method for de-illumination in face recognition

Zhao, Minghua Wang, Yinghui Shi, Zhenghao Zhang, Jiulong Gaj, Miron. Redakcja Urbańczyk, Wacław. Redakcja

2011
artykuł
Optica Applicata
Optica Applicata

An efficient method for human face recognition using nonsubsampled contourlet transform and support vector machine

Xu, Xuebin Zhang, Deyun Zhang, Xinman Gaj, Miron. Redakcja Urbańczyk, Wacław. Redakcja

2009
artykuł
Optica Applicata
Optica Applicata

Study of all-optical logic XOR gate based on linear optical amplifier cross-gain modulation

Li, Xi Jin, Jie Li, Haitao Zhang, Qiang Urbańczyk, Wacław. Redakcja

2015
artykuł
Optica Applicata
Optica Applicata

ZnO/MgO distributed Bragg reflectors

Huo, Bingzhi Hu, Lizhong Zhang, Heqiu Zhao, Ziwen Fu, Qiang Chen, Xi Gaj, Miron. Redakcja Urbańczyk, Wacław. Redakcja

2009
artykuł
Optica Applicata
Optica Applicata

Colloidal crystal cladded microfiber for refractive index sensing

Yan, Hai-Tao Zhao, Xiao-Yan Zhang, Chao Zhen, Zhi-Qiang Li, Qiu-Ze Cao, Jing-Xiao Xia, Li-Xin Urbańczyk, Wacław. Redakcja

2014
artykuł
Optica Applicata
Optica Applicata

Single particle analysis of soil dust by aerosol time-of-flight laser mass spectrometry

Guo, Xiao-Yong Zhao, Wen-Wu Huang, Ming-Qiang Zheng, Hai-Yang Fang, Li Zhang, Wei-Jun Gaj, Miron. Redakcja

2007
artykuł
More
×

Citation

Citation style:

Contact details

Address

Wrocław University of Science and Technology (Coordinator)
Library of Wrocław University of Science and Technology
Wybrzeże Wyspiańskiego 27
50-370 Wrocław, Poland

Phone

(+48) 71-320-38-30
(+48) 71-320-47-50

E-Mail

bc@pwr.edu.pl

Visit us!

https://biblioteka.pwr.edu.pl/

This page uses 'cookies'. More information