Title :
A visual circle based image registration algorithm for optical and SAR imagery
Author :
Shi, Wei ; Su, Fenzhen ; Wang, Ruirui ; Fan, Junfu
Author_Institution :
State Key Lab. of Resources & Environ. Inf. Syst., Inst. of Geographic Sci. & Nature Resources Res., Beijing, China
Abstract :
A visual circle based image registration algorithm for optical and SAR imagery is proposed in this paper. The visual circles with robustness to angle differences and flexible resolution build a bridge between the reference and sensed images with different resolutions and angles, and combine the spatial features and correlation measures together for the feature matching. Two universal correlation measures comprising normalized cross correlation coefficient (NCCC) and normalized mutual information (NMI) are adopted respectively for registration between Radarsat-2 and ASTER images. In order to testify the visual circle´s robustness to rotation, the visual squares and circles were constructed meanwhile and used to register the rotated sensed images with different angles respectively. The results proved that the total RMS error of the proposed algorithm was less than one pixel and the circle had higher robustness to angle differences and better performance than that of the square.
Keywords :
feature extraction; image matching; image registration; radar imaging; synthetic aperture radar; ASTER image registration; NCCC; NMI; Radarsat-2 image registration; SAR imagery; angle differences; feature matching; flexible resolution; normalized cross correlation coefficient; normalized mutual information; optical imagery; reference images; sensed images; spatial features; total RMS error; universal correlation measures; visual circle based image registration algorithm; Correlation; Feature extraction; Image registration; Image resolution; Robustness; Search problems; Visualization; SAR image processing; feature extraction; image registration; spatial feature; visual circle;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2012 IEEE International
Conference_Location :
Munich
Print_ISBN :
978-1-4673-1160-1
Electronic_ISBN :
2153-6996
DOI :
10.1109/IGARSS.2012.6351089