Image registration via low-rank factorization and maximum rank resolving

被引:0
作者
Zhang, Wenjie [1 ,2 ]
Xiong, Qingyu [2 ,3 ]
机构
[1] Chongqing Univ, Sch Automat, Chongqing 400044, Peoples R China
[2] Chongqing Univ, Key Lab Dependable Serv Comp Cyber Phys Soc, Chongqing 400044, Peoples R China
[3] Chongqing Univ, Sch Software Engn, Chongqing 400044, Peoples R China
关键词
Image registration; Geometrical transform parameter; Low-rank factorization; Maximum rank resolving;
D O I
10.1007/s11042-016-4125-4
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The feature-based image registration method has a better performance in terms of robustness to the intensity variance, but its accuracy of the feature-based image registration still could be improved. This paper utilizes the low-rank factorization and maximum rank resolving to improve the accuracy of image registration. In detail, the proposed method extracts coarse geometrical transform parameters based on the feature point pairs between images, then constructs low-rank model to optimize the geometrical transform parameters and estimate the inliers. Finally, an iterative optimization strategy is introduced to acquire the optimized transform parameters by maximum rank resolving. Experimental results illustrate that the proposed approach presents a good performance in terms with the root residual mean squares error and the entropy of image difference.
引用
收藏
页码:23643 / 23659
页数:17
相关论文
共 25 条
[11]   SAR Image Change Detection Based on Iterative Label-Information Composite Kernel Supervised by Anisotropic Texture [J].
Jia, Lu ;
Li, Ming ;
Wu, Yan ;
Zhang, Peng ;
Liu, Gaofeng ;
Chen, Hongmeng ;
An, Lin .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2015, 53 (07) :3960-3973
[12]   Superresolution of 3-D computational integral imaging based on moving least square method [J].
Kim, Hyein ;
Lee, Sukho ;
Ryu, Taekyung ;
Yoon, Jungho .
OPTICS EXPRESS, 2014, 22 (23) :28606-28622
[13]   Automatic satellite image registration by combination of matching and random sample consensus [J].
Kim, T ;
Im, YJ .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2003, 41 (05) :1111-1117
[14]   Randomized RANSAC with Td,d test [J].
Matas, J ;
Chum, O .
IMAGE AND VISION COMPUTING, 2004, 22 (10) :837-842
[15]   Persistent Aerial Video Registration and Fast Multi-View Mosaicing [J].
Molina, Edgardo ;
Zhu, Zhigang .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2014, 23 (05) :2184-2192
[16]   RASL: Robust Alignment by Sparse and Low-Rank Decomposition for Linearly Correlated Images [J].
Peng, Yigang ;
Ganesh, Arvind ;
Wright, John ;
Xu, Wenli ;
Ma, Yi .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2012, 34 (11) :2233-2246
[17]   An FFT-based technique for translation, rotation, and scale-invariant image registration [J].
Reddy, BS ;
Chatterji, BN .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1996, 5 (08) :1266-1271
[18]   Groupwise Registration of Multimodal Images by an Efficient Joint Entropy Minimization Scheme [J].
Spiclin, Ziga ;
Likar, Bostjan ;
Pernus, Franjo .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2012, 21 (05) :2546-2558
[19]  
Toga A. W., 2008, CVPR, P1
[20]   MLESAC: A new robust estimator with application to estimating image geometry [J].
Torr, PHS ;
Zisserman, A .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2000, 78 (01) :138-156