Title :
Statistical Image Fusion with Generalised Gaussian and Alpha-Stable Distributions
Author :
Loza, Artur ; Achim, Alin ; Bull, David ; Canagarajah, Nishan
Author_Institution :
Univ. of Bristol, Bristol
Abstract :
This paper describes a new methodology for multimodal image fusion based on non-Gaussian statistical modelling of wavelet coefficients of the input images. The use of families of generalised Gaussian and alpha-stable distributions for modelling image wavelet coefficients is investigated and methods for estimating distribution parameters are proposed. Improved techniques for image fusion are developed, by incorporating these models into the weighted average image fusion algorithm. The superior performance of the proposed methods is demonstrated using multimodal image datasets.
Keywords :
Gaussian distribution; image fusion; parameter estimation; wavelet transforms; alpha-stable distributions; distribution parameter estimation; generalised Gaussian distributions; input image wavelet coefficients; multimodal image fusion; nonGaussian statistical modelling; statistical image fusion; Gaussian distribution; Humans; Image analysis; Image fusion; Image processing; Layout; Parameter estimation; Wavelet analysis; Wavelet coefficients; Wavelet transforms; Image fusion; multimodal; statistical modelling;
Conference_Titel :
Digital Signal Processing, 2007 15th International Conference on
Conference_Location :
Cardiff
Print_ISBN :
1-4244-0881-4
Electronic_ISBN :
1-4244-0882-2
DOI :
10.1109/ICDSP.2007.4288570