Title :
High order multi-dimensional moment generating algorithm and the efficient computation of Zernike moments
Author :
Abdul-Hameed, Mohammed Sadiq
Author_Institution :
Dept. of Electron. & Commun. Eng., Baghdad Univ., Iraq
Abstract :
The optimum computation of multi-dimensional (multi-D) image moments is presented in this paper. The developed algorithm is designed for the general case, specifically, to an arbitrary moment order R and to dimension d. The properties of the algorithm makes it best suited for obtaining the well known 2-D Zernike moments when they are computed through their relation to ordinary moments. A computational complexity model shows that the proposed algorithm takes only (NR+N)(N+R+1) additions with a negligible amount of multiplications, when an N-sized image is used to generate 2-D ordinary moments up to order R. While the speed improvement of obtaining Zernike moments is of the order O(R) with respect to direct computation through Zernike polynomials. The regular structure of the processing elements and the minimum number of operations of the algorithm makes it best suited for hardware and software implementations
Keywords :
computational complexity; image processing; method of moments; polynomials; N-sized image; Zernike moments; additions; computational complexity; dimension; efficient computation; high order multi-dimensional moment generating algorithm; moment order; multiplications; operations minimum number; optimum computation; polynomial; processing elements; Algorithm design and analysis; Computational complexity; Computational modeling; Concurrent computing; Digital filters; Multidimensional systems; Pattern recognition; Polynomials; Software algorithms; Testing;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1997. ICASSP-97., 1997 IEEE International Conference on
Conference_Location :
Munich
Print_ISBN :
0-8186-7919-0
DOI :
10.1109/ICASSP.1997.595438