Distortion-invariant (Pose and illumination) face recognition using new SVM

被引：1

作者：

Casasent, D ^{[1
]}

Yuan, C ^{[1
]}

机构：

[1] Carnegie Mellon Univ, Dept ECE, Pittsburgh, PA 15213 USA

来源：

INTELLIGENT ROBOTS AND COMPUTER VISION XXII: ALGORITHMS, TECHNIQUES, AND ACTIVE VISION | 2004年 / 5608卷

关键词：

face recognition; face verification; pose estimation; support vector machine;

D O I：

10.1117/12.580132

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Face recognition with both pose and illumination variations is considered. In addition, we consider the ability of the classifier to reject non-member or imposter face inputs; most prior work has not addressed this. Initially, non-registered test and training set imagery is used (this is realistic) and a two-step pose estimation/face recognition processor is employed which includes registration of the test input to the reference poses. A new SVRDM support vector representation and discrimination machine classifier is proposed and initial face recognition-rejection results are presented. Face recognition and verification results are presented.

引用

页码：1 / 12

页数：12

共 19 条

[1] [Anonymous], 2002, IEEE INT C AUT FAC G
[2] [Anonymous], IEEE INT C AUT FAC G
[3] Eigenfaces vs. Fisherfaces: Recognition using class specific linear projection
Belhumeur, PN
Hespanha, JP
Kriegman, DJ
[J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (07) : 711 - 720
[4] BEYMER D, 1995, FIFTH INTERNATIONAL CONFERENCE ON COMPUTER VISION, PROCEEDINGS, P500, DOI 10.1109/ICCV.1995.466898
[5] BEYMER DJ, 1994, 1994 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, P756, DOI 10.1109/CVPR.1994.323893
[6] A tutorial on Support Vector Machines for pattern recognition
Burges, CJC
[J]. DATA MINING AND KNOWLEDGE DISCOVERY, 1998, 2 (02) : 121 - 167
[7] Face recognition with pose and illumination variations using new SVRDM support vector machine
Casasent, D
Yuan, C
[J]. OPTICAL PATTERN RECOGNITION XV, 2004, 5437 : 1 - 12
[8] Chen YQ, 2001, IEEE IMAGE PROC, P34, DOI 10.1109/ICIP.2001.958946
[9] From few to many: Illumination cone models for face recognition under variable lighting and pose
Georghiades, AS
Belhumeur, PN
Kriegman, DJ
[J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2001, 23 (06) : 643 - 660
[10] GROSS R, 2002, CMURITR0220

← 1 2 →