Neural network for three-dimensional object recognition based on digital holography

被引:51
作者
Frauel, Y [1 ]
Javidi, B [1 ]
机构
[1] Univ Connecticut, Dept Elect & Comp Engn, Storrs, CT 06269 USA
关键词
D O I
10.1364/OL.26.001478
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We present a two-layer neural network for processing of three-dimensional (3D) images that are obtained by digital holography. The network is trained with a real 3D object to compute the weights of the layers. Experiments are presented to illustrate the system performance. The system is designed to detect a 3D object in the presence of various distortions. As an example, experiments are presented to illustrate how the system is able to recognize a 3D object with 360 degrees out-of-plane rotation. (C) 2001 Optical Society of America.
引用
收藏
页码:1478 / 1480
页数:3
相关论文
共 20 条
[1]   DIGITAL WAVEFRONT MEASURING INTERFEROMETER FOR TESTING OPTICAL SURFACES AND LENSES [J].
BRUNING, JH ;
HERRIOTT, DR ;
GALLAGHER, JE ;
ROSENFELD, DP ;
WHITE, AD ;
BRANGACCIO, DJ .
APPLIED OPTICS, 1974, 13 (11) :2693-2703
[2]  
Caulfield H.J., 1979, HDB OPTICAL HOLOGRAP
[3]   A NEURAL NETWORK ARCHITECTURE FOR UNDERSTANDING DISCRETE 3-DIMENSIONAL SCENES IN MEDICAL IMAGING [J].
COPPINI, G ;
POLI, R ;
RUCCI, M ;
VALLI, G .
COMPUTERS AND BIOMEDICAL RESEARCH, 1992, 25 (06) :569-585
[4]   Distortion-tolerant three-dimensional object recognition with digital holography [J].
Frauel, Y ;
Tajahuerce, E ;
Castro, MA ;
Javidi, B .
APPLIED OPTICS, 2001, 40 (23) :3887-3893
[5]  
Goodman W., 2005, INTRO FOURIER OPTICS, V3rd
[6]   3D object recognition in range images using hidden Markov models and neural networks [J].
Ham, YK ;
Park, RH .
PATTERN RECOGNITION, 1999, 32 (05) :729-742
[7]   OPTICAL IMPLEMENTATION OF NEURAL NETWORKS FOR FACE RECOGNITION BY THE USE OF NONLINEAR JOINT TRANSFORM CORRELATORS [J].
JAVIDI, B ;
LI, J ;
TANG, Q .
APPLIED OPTICS, 1995, 34 (20) :3950-3962
[8]   Distortion-invariant pattern recognition with Fourier-plane nonlinear filters [J].
Javidi, B ;
Painchaud, D .
APPLIED OPTICS, 1996, 35 (02) :318-331
[9]   Three-dimensional object recognition by use of digital holography [J].
Javidi, B ;
Tajahuerce, E .
OPTICS LETTERS, 2000, 25 (09) :610-612
[10]   Application of multi-layer perceptron neural networks to vision problems [J].
Khotanzad, A ;
Chung, C .
NEURAL COMPUTING & APPLICATIONS, 1998, 7 (03) :249-259