Curvelet-Based Feature Extraction with B-LDA for Face Recognition

被引：6

作者：

El Aroussi, Mohamed ^{[1
]}

Ghouzali, Sanaa ^{[1
]}

El Hassouni, Mohammed ^{[1
]}

Rziza, Mohammed ^{[1
]}

Aboutajdine, Driss ^{[1
]}

机构：

[1] Mohammed V Univ Agdal, Fac Sci, GSCM LRIT, Rabat, Morocco

来源：

2009 IEEE/ACS INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND APPLICATIONS, VOLS 1 AND 2 | 2009年

关键词：

Curvelet; Contourlet; DWT; Boosting; race recognition (FR); linear discriminant analysis; Principal Component Analysis; EIGENFACES;

D O I：

10.1109/AICCSA.2009.5069362

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

In this paper, we propose a novel feature extraction scheme based on the multi-resolution curvelet transform for face recognition. The obtained curvelet coefficients act as the feature set for classification, and are used to train the ensemble-based discriminant learning approach, capable of taking advantage of both the boosting and LDA (BLDA) techniques. The proposed method CV-BLDA has been extensively assessed using different databases: the ATT, YALE and FERET, Tests indicate that using curvelet-based features significantly improves the accuracy compared to standard face recognition algorithms and other multi-resolution based approaches.

引用

页码：444 / 448

页数：5

共 19 条

[1]

[Anonymous], 2000, CURVES SURFACES

[2] Independent component representations for face recognition [J].

Bartlett, MS ;

Lades, HM ;

Sejnowski, TJ .

HUMAN VISION AND ELECTRONIC IMAGING III, 1998, 3299 :528-539

[3]

Belbachir A.N., 2005, PHYS SIGNAL IMAGE PR

[4] Eigenfaces vs. Fisherfaces: Recognition using class specific linear projection [J].

Belhumeur, PN ;

Hespanha, JP ;

Kriegman, DJ .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (07) :711-720

[5]

BOUKABOU WR, 2008, NASA ESA C AD HARDW

[6] IMAGE COMPRESSION THROUGH WAVELET TRANSFORM CODING [J].

DEVORE, RA ;

JAWERTH, B ;

LUCIER, BJ .

IEEE TRANSACTIONS ON INFORMATION THEORY, 1992, 38 (02) :719-746

[7]

ELAROUSSI M, 2008, 3 INT C INF COMM TEC

[8]

Li A., 2006, INT C INT INF HID MU, P635

[9] Ensemble-based discriminant learning with boosting for face recognition [J].

Lu, JW ;

Plataniotis, KN ;

Venetsanopoulos, AN ;

Li, SZ .

IEEE TRANSACTIONS ON NEURAL NETWORKS, 2006, 17 (01) :166-178

[10] Bangla Basic Character Recognition Using Digital Curvelet Transform [J].

Majumdar, Angshul .

JOURNAL OF PATTERN RECOGNITION RESEARCH, 2007, 2 (01) :17-26

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