DocumentCode :
3461233
Title :
Nonsubsampled contourlet transform combined with genetic algorithms for registration of satellite imaging
Author :
Meskine, Fatiha ; El Mezouar, Miloud Chikr ; Taleb, Nasreddine
Author_Institution :
Dept. of Electrotechnics, Univ. of Mascara, Mascara, Algeria
fYear :
2009
fDate :
6-8 Nov. 2009
Firstpage :
1
Lastpage :
6
Abstract :
Digital image registration is a process by which the most accurate match is determined between two images which may have been taken at the same or different viewpoints. The registration process determines the optimal transformation which will align the two images. This has applications in many fields as diverse as medical images analysis, pattern matching and computer vision for robotics, as well as remotely sensed data processing. A wide range of registration techniques has been developed for many different types of applications and data. Exhaustive search is computationally expensive and the computational cost increases exponentially with the number of transformation parameters and the size of the data set. Therefore, in this work, we describe an efficient algorithm of image registration that uses genetic algorithms within a multi-resolution framework based on the wavelet and the nonsubsampled contourlet transform (NSCT). We combine local search methods with global ones balancing exploration and exploitation, to speed up the search of the best transformation parameters. Experimental results show that the NSCT is a promising method for registration of satellite images compared to the wavelet transform.
Keywords :
artificial satellites; genetic algorithms; image registration; image sampling; pattern matching; remote sensing; wavelet transforms; computer vision; digital image registration; genetic algorithms; medical images analysis; nonsubsampled contourlet transform; pattern matching; remotely sensed data processing; robotics; satellite imaging registration; wavelet transform; Application software; Biomedical imaging; Computer vision; Digital images; Genetic algorithms; Image analysis; Pattern matching; Robot sensing systems; Satellites; Wavelet transforms; Genetic algorithms; Nonsubsampled contourlet transform; image registration; multi-resolution analysis; wavelet transform;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signals, Circuits and Systems (SCS), 2009 3rd International Conference on
Conference_Location :
Medenine
Print_ISBN :
978-1-4244-4397-0
Electronic_ISBN :
978-1-4244-4398-7
Type :
conf
DOI :
10.1109/ICSCS.2009.5412608
Filename :
5412608
Link To Document :
بازگشت