Image Matching Based on Harris-Affine Detectors and Translation Parameter Estimation by Phase Correlation

被引:0
作者
Zheng, Yi [1 ]
Zheng, Ping [2 ]
机构
[1] Shandong Technol & Business Univ, Sch Informat & Elect Engn, Yantai, Peoples R China
[2] Anhui Univ Sci & Technol, Sch Comp Sci & Engn, Huainan, Peoples R China
来源
2019 IEEE 4TH INTERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING (ICSIP 2019) | 2019年
基金
中国国家自然科学基金;
关键词
computer vision; image matching; corner detection; Harris-Affine detector; phase correlation; normalized cross-correlation; AUGMENTED REALITY; REGISTRATION; RECONSTRUCTION; ROBUST; SCALE;
D O I
10.1109/siprocess.2019.8868783
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Image matching is an important technology in the filed of computer vision. An effective image matching method based on the Harris-Affine detector and translation parameter estimation by phase correlation is proposed and studied in depth. Firstly, translation parameters of two images are estimated by phase correlation method, and overlapping areas are determined in these two images. Secondly, feature points are detected by using the Harris-Laplace detector in overlapping areas of these two images. Thirdly, these feature points arc taken as initial points, and the Harris-Affine detector is used to detect those feature points with affine invariance. Finally, image matching is performed by using a normalized cross-correlation algorithm. Simulation experiments arc carried out by using the proposed image matching method. Experimental results demonstrate that the proposed method can match feature point pairs accurately and effectively. The proposed image matching method can be used in the fields of three-dimensional reconstruction, augmented reality and teleoperation robot.
引用
收藏
页码:106 / 111
页数:6
相关论文
共 23 条
[1]   Subpixel registration directly from the phase difference [J].
Balci, Murat ;
Foroosh, Hassan .
EURASIP JOURNAL ON APPLIED SIGNAL PROCESSING, 2006, 2006 (1)
[2]   Speeded-Up Robust Features (SURF) [J].
Bay, Herbert ;
Ess, Andreas ;
Tuytelaars, Tinne ;
Van Gool, Luc .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2008, 110 (03) :346-359
[3]   Unsupervised 3D object recognition and reconstruction in unordered datasets [J].
Brown, M ;
Lowe, DG .
FIFTH INTERNATIONAL CONFERENCE ON 3-D DIGITAL IMAGING AND MODELING, PROCEEDINGS, 2005, :56-+
[4]   Automatic panoramic image stitching using invariant features [J].
Brown, Matthew ;
Lowe, David G. .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2007, 74 (01) :59-73
[5]  
CHEN QS, 1994, IEEE T PATTERN ANAL, V16, P1156
[6]   RANDOM SAMPLE CONSENSUS - A PARADIGM FOR MODEL-FITTING WITH APPLICATIONS TO IMAGE-ANALYSIS AND AUTOMATED CARTOGRAPHY [J].
FISCHLER, MA ;
BOLLES, RC .
COMMUNICATIONS OF THE ACM, 1981, 24 (06) :381-395
[7]   Extension of phase correlation to subpixel registration [J].
Foroosh, H ;
Zerubia, JB ;
Berthod, M .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2002, 11 (03) :188-200
[8]  
Kuglin C. D., 1975, Proceedings of the 1975 International Conference on Cybernetics and Society, P163
[9]   MR Safe Robotic Manipulator for MRI-Guided Intracardiac Catheterization [J].
Lee, Kit-Hang ;
Fu, Kin Chung Denny ;
Guo, Ziyan ;
Dong, Ziyang ;
Leong, Martin C. W. ;
Cheung, Chim-Lee ;
Lee, Alex Pui-Wai ;
Luk, Wayne ;
Kwok, Ka-Wai .
IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2018, 23 (02) :586-595
[10]  
Lewis JP, 1994, PROC CANAD IMAG PROC, P120