DocumentCode :
451027
Title :
Complex wavelet domain image fusion based on fractional lower order moments
Author :
Achim, A.M. ; Canagarajah, C.N. ; Bull, D.R.
Author_Institution :
Dept. of Electr. & Electron. Eng., Bristol Univ., UK
Volume :
1
fYear :
2005
fDate :
25-28 July 2005
Abstract :
We describe an image fusion algorithm for data exhibiting heavy tails with no convergent second- or higher-order moments. Our developments rely on recent results showing that wavelet decomposition coefficients of images are best modeled by alpha-stable distributions, a family of heavy-tailed densities. Thus, in the multiscale wavelet domain we develop a novel fusion rule based on fractional lower order moments (FLOM´s). Simulation results show that our method achieves better performance in comparison with previously proposed pixel-level fusion approaches.
Keywords :
image processing; method of moments; sensor fusion; wavelet transforms; FLOM; alpha-stable distribution; fractional lower order moment; heavy-tailed densities; image fusion algorithm; multiscale wavelet domain; wavelet decomposition coefficient; Data engineering; Discrete wavelet transforms; Image converters; Image fusion; Random variables; Tail; Wavelet analysis; Wavelet coefficients; Wavelet domain; Wavelet transforms; Image fusion; alpha-stable distributions; fractional lower order moments; parameter estimation; symmetric covariation; wavelet decomposition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Fusion, 2005 8th International Conference on
Print_ISBN :
0-7803-9286-8
Type :
conf
DOI :
10.1109/ICIF.2005.1591898
Filename :
1591898
Link To Document :
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