IMPROVED MOMENT INVARIANTS FOR SHAPE-DISCRIMINATION

被引:140
作者
CHEN, CC
机构
[1] Department of Computer Science, National Tsing Hua University, Hsinchu
关键词
IMPROVED MOMENT INVARIANTS; TRADITIONAL MOMENT INVARIANTS; SHAPE FEATURE EXTRACTION; SHAPE RECOGNITION;
D O I
10.1016/0031-3203(93)90121-C
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Moment invariants have been frequently used as features for shape recognition. They are computed based on the information provided by both the shape boundary and its interior region. Although several fast algorithms for computing traditional moment invariants have been proposed, none has ever shown the theoretical results of moment invariants computed based on the shape boundary only. This paper proposes improved moment invariants computed using the shape boundary only, which tremendously reduces computations. The new moment invariants, called improved moment invariants are mathematically proved to be invariant to scaling, translation, and rotation. Graphical plots of the first two improved moment invariants for six country maps and four industrial tools using improved moment invariants are also given. The results suggest that improved moment invariants can be used as effective features for shape discrimination or recognition.
引用
收藏
页码:683 / 686
页数:4
相关论文
共 9 条
[1]  
CHANG CS, 1991, THESIS NATIONAL TSIN
[2]   AIRCRAFT IDENTIFICATION BY MOMENT INVARIANTS [J].
DUDANI, SA ;
BREEDING, KJ ;
MCGHEE, RB .
IEEE TRANSACTIONS ON COMPUTERS, 1977, 26 (01) :39-45
[3]   INVARIANT PLANAR SHAPE-RECOGNITION USING DYNAMIC ALIGNMENT [J].
GUPTA, L ;
SRINATH, MD .
PATTERN RECOGNITION, 1988, 21 (03) :235-239
[4]   VISUAL-PATTERN RECOGNITION BY MOMENT INVARIANTS [J].
HU, M .
IRE TRANSACTIONS ON INFORMATION THEORY, 1962, 8 (02) :179-&
[5]   FAST COMPUTATION OF MOMENT INVARIANTS [J].
LI, BC ;
JUN, S .
PATTERN RECOGNITION, 1991, 24 (08) :807-813
[6]   THE REVISED FUNDAMENTAL THEOREM OF MOMENT INVARIANTS [J].
REISS, TH .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1991, 13 (08) :830-834
[7]  
YOU Z, 1984, COMPUT VISION GRAPH, V28, P85
[8]   FAST ALGORITHM FOR THE COMPUTATION OF MOMENT INVARIANTS [J].
ZAKARIA, MF ;
VROOMEN, LJ ;
ZSOMBORMURRAY, PJA ;
VANKESSEL, JMHM .
PATTERN RECOGNITION, 1987, 20 (06) :639-643
[9]   PATTERN-RECOGNITION WITH MOMENT INVARIANTS ON A MACHINE VISION SYSTEM [J].
ZHU, MF ;
HASANI, S ;
BHATTARAI, S ;
SINGH, H .
PATTERN RECOGNITION LETTERS, 1989, 9 (03) :175-180