DocumentCode
1763338
Title
A Novel Image Registration Algorithm for Remote Sensing Under Affine Transformation
Author
Zhili Song ; Shuigeng Zhou ; Jihong Guan
Author_Institution
Sch. of Comput. Sci., Shanghai Inst. of Technol., Shanghai, China
Volume
52
Issue
8
fYear
2014
fDate
Aug. 2014
Firstpage
4895
Lastpage
4912
Abstract
With the help of the histogram of triangle area representation (TAR) and feature matching strategy, a new effective image registration approach for remote sensing is proposed in this paper. This approach is based on a robust transformation parameter estimation algorithm called the histogram of TAR sample consensus (HTSC in short). The HTSC algorithm can replace the existing random sample consensus (RANSAC) and progressive sample consensus (PROSAC) methods that have been widely used in the transformation parameter estimation step of remote-sensing image registration, for it can efficiently calculate the consensus set with a higher accuracy. This paper lays down a new way to build a robust transformation parameter estimator based on the invariance constraint for remote-sensing image registration. Analogous to the two types of well-known existing transformation parameter estimation methods RANSAC and PROSAC, HTSC can serve as a new type (or the third type if we treat RANSAC and PROSAC as the first and the second types) of such methods, as it adopts the transformation-invariance information to find the consensus.
Keywords
affine transforms; feature extraction; geophysical image processing; image matching; image registration; image representation; image sampling; parameter estimation; random processes; remote sensing; HTSC algorithm; PROSAC; RANSAC; affine transformation; feature matching strategy; histogram of TAR sample consensus; invariance constraint; progressive sample consensus; random sample consensus; remote sensing image registration algorithm; robust transformation parameter estimation algorithm; transformation invariance information; triangle area representation; Estimation; Feature extraction; Histograms; Image registration; Parameter estimation; Remote sensing; Robustness; Histogram; image registration; remote sensing; robust estimation; triangle area representation (TAR);
fLanguage
English
Journal_Title
Geoscience and Remote Sensing, IEEE Transactions on
Publisher
ieee
ISSN
0196-2892
Type
jour
DOI
10.1109/TGRS.2013.2285814
Filename
6670117
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