Face recognition in 2D arid 2.5D using ridgelets and photometric stereo

被引：17

作者：

Kautkar, Satyajit N. ^{[1
]}

Atkinson, Gary A. ^{[1
]}

Smith, Melvyn L. ^{[1
]}

机构：

[1] Univ W England, Machine Vis Lab, Bristol BS16 1QY, Avon, England

来源：

PATTERN RECOGNITION | 2012年 / 45卷 / 09期

基金：

英国工程与自然科学研究理事会;

关键词：

Face recognition; Ridgelet transform; Photometric stereo; Dimensionality reduction; 3D; SHAPE; ORIENTATION; SURFACES; EIGENFACES; TRANSFORM; DEPTH;

D O I：

10.1016/j.patcog.2012.03.007

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

A new technique for face recognition - Ridgefaces - is presented. The method combines the well-known Fisherface method with the ridgelet transform and high-speed Photometric Stereo (PS). The paper first derives ridgelet projections for 2D/2.5D face images before the Fisherface approach is used to reduce the dimensionality and increase the spread of the resulting feature vectors. The ridgelet transform is attractive because it is efficient at extracting highly discriminating low-frequency directional features. Best recognition is obtained when Ridgefaces is performed on surface normals acquired from PS, although good results are also found using standard 2D images and PS-derived albedo maps. (C) 2012 Elsevier Ltd. All rights reserved.

引用

页码：3317 / 3327

页数：11

共 59 条

[1]

Abate A.F., 2005, SDF, V2, P946

[2] 2D and 3D face recognition: A survey [J].

Abate, Andrea F. ;

Nappi, Michele ;

Riccio, Daniel ;

Sabatino, Gabriele .

PATTERN RECOGNITION LETTERS, 2007, 28 (14) :1885-1906

[3] Photometric Stereo: An Overview [J].

Argyriou, Vasileios ;

Petrou, Maria .

ADVANCES IN IMAGING AND ELECTRON PHYSICS, VOL 156, 2009, 156 :1-54

[4] The 4-source photometric stereo technique for three-dimensional surfaces in the presence of highlights and shadows [J].

Barsky, S ;

Petrou, M .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2003, 25 (10) :1239-1252

[5] 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

[6] Comparing and combining depth and texture cues for face recognition [J].

Benabdelkader, C ;

Griffin, PA .

IMAGE AND VISION COMPUTING, 2005, 23 (03) :339-352

[7] A METHOD FOR REGISTRATION OF 3-D SHAPES [J].

BESL, PJ ;

MCKAY, ND .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (02) :239-256

[8]

Blanz V., 1999, P SIGGRAPH, P87

[9]

Bledsoe W.W., 1966, Technical report PRI 22

[10] A survey of approaches and challenges in 3D and multi-modal 3D+2D face recognition [J].

Bowyer, KW ;

Chang, K ;

Flynn, P .

COMPUTER VISION AND IMAGE UNDERSTANDING, 2006, 101 (01) :1-15

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