Title :
Fast Computation of Orthogonal Fourier-Mellin Moments Using Modified Direct Method
Author :
Papakostas, G.A. ; Boutalis, Y.S. ; Karras, D.A. ; Mertzios, B.G.
Author_Institution :
Democritus Univ. of Thrace, Xanthi
Abstract :
A novel, modified direct method for Orthogonal Fourier-Mellin Moments (OFMMs) computation, which lacks of any factorial terms, is presented. The proposed algorithm is based on the substitution of the factorial terms by their approximate values, according to Stirling´s Approximation formula. In this way, a new set of orthogonal moments, which are approximate versions of the original ones, are extracted. The approximation error introduced by the Stirling´s Approximation formula is of low order and thus the resulted moments do not significantly differ from their original values. The resulted formulas are factorial free and therefore the time needed to compute the OFMMs is less than this of the conventional direct method.
Keywords :
Zernike polynomials; approximation theory; error analysis; feature extraction; image processing; method of moments; Stirling approximation formula; Zernike polynomial; approximation error; factorial term; feature extraction; image processing; orthogonal Fourier-Mellin moment; pattern recognition; Approximation algorithms; Approximation error; Automatic control; Automation; Control systems; Feature extraction; Kernel; Laboratories; Pattern recognition; Polynomials; Orthogonal Fourier-Mellin moments; factorial free; feature extraction; pattern recognition;
Conference_Titel :
Systems, Signals and Image Processing, 2007 and 6th EURASIP Conference focused on Speech and Image Processing, Multimedia Communications and Services. 14th International Workshop on
Conference_Location :
Maribor
Print_ISBN :
978-961-248-029-5
Electronic_ISBN :
978-961-248-029-5
DOI :
10.1109/IWSSIP.2007.4381176