Invariant image analysis based on radon transform and SVD

被引:20
作者
AlShaykh, OK [1 ]
Doherty, JF [1 ]
机构
[1] IOWA STATE UNIV, DEPT ELECT & COMP ENGN, AMES, IA 50010 USA
关键词
D O I
10.1109/82.486459
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A Radon-based invariant image analysis method is introduced, The linearity, shift, rotation, and scaling properties of the Radon transform are utilized to achieve invariant features to translation, rotation, and scaling. The singular values of a matrix, constructed by row-stacking of projections, are used to construct the invariant feature vector, This feature vector will be used as input to a classifier, which is here, the back-propagation neural network followed by a maximum-output-selector. A performance function is introduced to evaluate the performance of the recognition system. This performance function can also be used to indicate how closely the pattern matches the decision template. The effectiveness of this method is illustrated by a simulation example and it is compared with the method of Zernike moments.
引用
收藏
页码:123 / 133
页数:11
相关论文
共 35 条
[1]   RECOGNITION OF ARABIC CHARACTERS [J].
ALYOUSEFI, H ;
UDPA, SS .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (08) :853-857
[2]   INVARIANCE AND NEURAL NETS [J].
BARNARD, E ;
CASASENT, D .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1991, 2 (05) :498-508
[3]  
Deans S., 1983, RADON TRANSFORM SOME
[4]  
FLACHS YU, 1976, REG 5 IEEE C DIG EL, P15
[5]   ROTATION-INVARIANT NEURAL PATTERN-RECOGNITION SYSTEM WITH APPLICATION TO COIN RECOGNITION [J].
FUKUMI, M ;
OMATU, S ;
TAKEDA, F ;
KOSAKA, T .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1992, 3 (02) :272-279
[6]   HANDWRITTEN ALPHANUMERIC CHARACTER-RECOGNITION BY THE NEOCOGNITRON [J].
FUKUSHIMA, K ;
WAKE, N .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1991, 2 (03) :355-365
[7]  
GELFAND I, 1990, TRANSLATIONS MATH MO, V81
[8]  
Hecht-Nielsen R, 1990, NEUROCOMPUTING
[9]  
HENKIN G, 1990, BERNSTEIN THEOREMS R, V81
[10]   VISUAL-PATTERN RECOGNITION BY MOMENT INVARIANTS [J].
HU, M .
IRE TRANSACTIONS ON INFORMATION THEORY, 1962, 8 (02) :179-&