Robust image registration using log-polar transform

被引:0
作者
Wolberg, G [1 ]
Zokai, S [1 ]
机构
[1] CUNY City Coll, Dept Comp Sci, New York, NY 10031 USA
来源
2000 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL I, PROCEEDINGS | 2000年
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes a hierarchical image registration algorithm for affine motion recovery. The algorithm estimates the affine transformation parameters necessary to register any two digital images misaligned due to rotation, scale, shear, and translation. The parameters are computed iteratively in a coarse-to-fine hierarchical framework using a variation of the Levenberg-Marquadt nonlinear least squares optimization method. This approach yields a robust solution that precisely registers images with subpixel accuracy. A log-polar registration module is introduced to accommodate arbitrary rotation angles and a wide range of scale changes. This serves to furnish a good initial estimate for the optimization-based affine registration stage. We demonstrate the hybrid algorithm on pairs of digital images subjected to large affine motion.
引用
收藏
页码:493 / 496
页数:4
相关论文
共 50 条
[31]   Motion analysis with the radon transform on log-polar images [J].
Traver, V. Javier ;
Pla, Filiberto .
JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2008, 30 (02) :147-165
[32]   Foveal scale space generation with the log-polar transform [J].
Long, Aaron D. ;
Narayanan, Ram M. ;
Kane, Timothy J. ;
Rice, Terence F. ;
Tauber, Michael J. .
IMAGE SENSING TECHNOLOGIES: MATERIALS, DEVICES, SYSTEMS, AND APPLICATIONS IV, 2017, 10209
[33]   The epipolar geometry of the log-polar image plane [J].
Schindler, K ;
Bischof, H .
PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 4, 2004, :40-43
[34]   A log-polar interpolation applied to image scaling [J].
Amanatiadis, A. ;
Andreadis, I. ;
Gasteratos, A. .
2007 IEEE INTERNATIONAL WORKSHOP ON IMAGING SYSTEMS AND TECHNIQUES, 2007, :60-+
[35]   Motion Analysis with the Radon Transform on Log-Polar Images [J].
V. Javier Traver ;
Filiberto Pla .
Journal of Mathematical Imaging and Vision, 2008, 30 :147-165
[36]   Image Registration Using Log Polar Transform and Phase Correlation to Recover Higher Scale [J].
Sarvaiya, Jignesh N. ;
Patnaik, Suprava ;
Kothari, Kajal .
JOURNAL OF PATTERN RECOGNITION RESEARCH, 2012, 7 (01) :90-105
[37]   Star Identification Algorithm Based on Log-Polar Transform [J].
Wei, Xinguo ;
Zhang, Guangjun ;
Jiang, Jie .
JOURNAL OF AEROSPACE COMPUTING INFORMATION AND COMMUNICATION, 2009, 6 (08) :483-490
[38]   Log-Polar Transform in 3D Environment [J].
Nakata, Takayuki ;
Bao, Yue .
2008 10TH INTERNATIONAL CONFERENCE ON CONTROL AUTOMATION ROBOTICS & VISION: ICARV 2008, VOLS 1-4, 2008, :809-+
[39]   Robust digital watermaking based on the log-polar mapping [J].
Ridzon, Radovan ;
Levicky, Dusan .
RADIOENGINEERING, 2007, 16 (04) :76-81
[40]   An Efficient Lane Markers Detection Algorithm using Log-Polar Transform and RANSAC [J].
Kim, Ju-Young ;
Lim, Hae-Ryong ;
Lee, Chan-Su ;
Jang, Ja-Soon .
APPLICATIONS OF DIGITAL IMAGE PROCESSING XXXIV, 2011, 8135