A Coarse-to-Fine Matching Algorithm for FLIR and Optical Satellite Image Registration

被引:14
作者
Wang, Peng [1 ]
Qu, Zhi-guo [1 ]
Wang, Ping [1 ]
Gao, Ying-hui [1 ]
Shen, Zhen-kang [1 ]
机构
[1] Natl Univ Def Technol, Auto Target Recognit Key Lab, Changsha 410073, Hunan, Peoples R China
关键词
Coarse to fine; forward-looking infrared (FLIR); Gaussian/uniform; geometric rectification; point set registration;
D O I
10.1109/LGRS.2011.2176102
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
The registration of a forward-looking infrared (FLIR) image and an optical satellite image (visible image) is challenging but important for image-based navigation systems. To solve this problem effectively, a coarse-to-fine matching algorithm is proposed. First, geometric rectification based on the attitude angles and height parameter is carried out to eliminate the distinct rotation and scale discrepancies between the FLIR and visible images. Then, in the fine registration step, the edges of the visible image and rectified infrared image are extracted, and a robust point set registration algorithm which can deal with the similarity transformation distortion is proposed. Finally, the experiments on both the simulated images and real images show that our algorithm can achieve excellent performance in terms of both robustness and accuracy, and the registration precision of real images can be around one pixel.
引用
收藏
页码:599 / 603
页数:5
相关论文
共 15 条
[1]  
Chui H, 2004, IEEE T PATTERN ANAL, V26, P160, DOI 10.1109/TPAMI.2004.1262178
[2]   A Spatial-Feature-Enhanced MMI Algorithm for Multimodal Airborne Image Registration [J].
Fan, Xiaofeng ;
Rhody, Harvey ;
Saber, Eli .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2010, 48 (06) :2580-2589
[3]   Measures for an Objective Evaluation of the Geometric Correction Process Quality [J].
Goncalves, Hernani ;
Goncalves, Jose A. ;
Corte-Real, Luis .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2009, 6 (02) :292-296
[4]   Rigid and Articulated Point Registration with Expectation Conditional Maximization [J].
Horaud, Radu ;
Forbes, Florence ;
Yguel, Manuel ;
Dewaele, Guillaume ;
Zhang, Jian .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2011, 33 (03) :587-602
[5]   Robust Point Set Registration Using Gaussian Mixture Models [J].
Jian, Bing ;
Vemuri, Baba C. .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2011, 33 (08) :1633-1645
[6]   Multisensor image registration via implicit similarity [J].
Keller, Y ;
Averbuch, A .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2006, 28 (05) :794-801
[7]   Robust multispectral image registration using mutual-information models [J].
Kern, Jeffrey P. ;
Pattichis, Marios S. .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2007, 45 (05) :1494-1505
[8]   A CONTOUR-BASED APPROACH TO MULTISENSOR IMAGE REGISTRATION [J].
LI, H ;
MANJUNATH, BS ;
MITRA, SK .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1995, 4 (03) :320-334
[9]   Efficient registration of multitemporal and multisensor aerial images based on alignment of nonparametric edge features [J].
Makrogiannis, Sokratis ;
Bourbakis, Nikolaos G. .
JOURNAL OF ELECTRONIC IMAGING, 2010, 19 (01)
[10]   Point Set Registration: Coherent Point Drift [J].
Myronenko, Andriy ;
Song, Xubo .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2010, 32 (12) :2262-2275