Shape recognition using spectral features

被引:11
作者
Eom, KB [1 ]
机构
[1] George Washington Univ, Dept Elect Engn & Comp Sci, Washington, DC 20052 USA
关键词
shape recognition; contour classification; spectral features; neural network;
D O I
10.1016/S0167-8655(97)00165-7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The classification of planar shapes using spectral features is presented in this paper. The contour of a planar shape is represented by the magnitude and phase of radial vectors drawn from a centroid, and they are modeled by an autoregressive process. The spectral features are extracted from the least squares estimators of the model parameters, and planar shapes are classified by an artificial neural network. In the experiment with contours of aircraft, machine parts and handwritten numerals, more than 96 percent of the shapes are correctly classified. (C) 1998 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:189 / 195
页数:7
相关论文
共 16 条
[1]   Wavelet descriptor of planar curves: Theory and applications [J].
Chuang, GCH ;
Kuo, CCJ .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1996, 5 (01) :56-70
[2]  
DEROSE TD, 1995, SIGGRAPH 95 COURSE N, V26, P123
[3]   AN AUTOREGRESSIVE MODEL APPROACH TO TWO-DIMENSIONAL SHAPE CLASSIFICATION [J].
DUBOIS, SR ;
GLANZ, FH .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1986, 8 (01) :55-66
[4]   Noncooperative target classification using hierarchical modeling of high-range resolution radar signatures [J].
Eom, KB ;
Chellappa, R .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1997, 45 (09) :2318-2327
[5]  
EOM KB, 1991, J SYSTEMS INTEGRATIO, V1, P215
[6]   FOURIER PREPROCESSING FOR HAND PRINT CHARACTER RECOGNITION [J].
GRANLUND, GH .
IEEE TRANSACTIONS ON COMPUTERS, 1972, C 21 (02) :195-+
[7]  
Haykin S., 1994, NEURAL NETWORKS COMP
[8]   VISUAL-PATTERN RECOGNITION BY MOMENT INVARIANTS [J].
HU, M .
IRE TRANSACTIONS ON INFORMATION THEORY, 1962, 8 (02) :179-&
[9]   STOCHASTIC-MODELS FOR CLOSED BOUNDARY ANALYSIS - REPRESENTATION AND RECONSTRUCTION [J].
KASHYAP, RL ;
CHELLAPPA, R .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1981, 27 (05) :627-637
[10]   SCALE-BASED DESCRIPTION AND RECOGNITION OF PLANAR CURVES AND TWO-DIMENSIONAL SHAPES [J].
MOKHTARIAN, F ;
MACKWORTH, A .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1986, 8 (01) :34-43