Three-dimensional computational holographic imaging and recognition using independent component analysis

被引：4

作者：

Do, Cuong Manh ^{[1
]}

Javidi, Bahram ^{[1
]}

机构：

[1] Univ Connecticut, Dept Elect & Comp Engn, Storrs, CT 06269 USA

来源：

PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES | 2008年 / 464卷 / 2090期

关键词：

three-dimensional image sensing; three-dimensional coherent imaging; holography; independent component analysis; three-dimensional object recognition;

D O I：

10.1098/rspa.2007.0167

中图分类号：

O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];

学科分类号：

07 ; 0710 ; 09 ;

摘要：

We present computational holographic three-dimensional imaging and automated object recognition based on independent component analysis (ICA). Three-dimensional sensing of the scene is performed by computational holographic imaging of the objects using phase-shifting digital holography. We used principal components analysis to reduce data dimension and ICA to recognize the three-dimensional objects. In this paper, kurtosis maximization-based algorithm is used. To the best of our knowledge, this paper is the first to report using ICA in three-dimensional imaging technology.

引用

页码：409 / 422

页数：14

共 31 条

[1] Face recognition by independent component analysis [J].

Bartlett, MS ;

Movellan, JR ;

Sejnowski, TJ .

IEEE TRANSACTIONS ON NEURAL NETWORKS, 2002, 13 (06) :1450-1464

[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] PHASE-SHIFTING SPECKLE INTERFEROMETRY [J].

CREATH, K .

APPLIED OPTICS, 1985, 24 (18) :3053-3058

[4]

DO CM, 2007, IEEE OSA J DISPLAY T, V3, P326, DOI DOI 10.1109/JDT.2007.900918

[5]

DO CM, 2005, P SPIE 3 DIM TV VID, V6016, P332

[6] Extended focused image in microscopy by digital holography [J].

Ferraro, P ;

Grilli, S ;

Alfieri, D ;

De Nicola, S ;

Finizio, A ;

Pierattini, G ;

Javidi, B ;

Coppola, G ;

Striano, V .

OPTICS EXPRESS, 2005, 13 (18) :6738-6749

[7] Three-dimensional imaging and processing using computational holographic imaging [J].

Frauel, Y ;

Naughton, TJ ;

Matoba, O ;

Tajahuerce, E ;

Javidi, B .

PROCEEDINGS OF THE IEEE, 2006, 94 (03) :636-653

[8]

Goodman J.W., 1996, Opt. Eng, V35, P1513

[9]

Hyvärinen A, 2001, INDEPENDENT COMPONENT ANALYSIS: PRINCIPLES AND PRACTICE, P71

[10] Real-time automated 3D sensing, detection, and recognition of dynamic biological micro-organic events [J].

Javidi, B ;

Yeom, S ;

Moon, I ;

Daneshpanah, M .

OPTICS EXPRESS, 2006, 14 (09) :3806-3829

← 1 2 3 4 →