Changchun Institute of Optics,Fine Mechanics and Physics,CAS
A Robust Algorithm Based on Phase Congruency for Optical and SAR Image Registration in Suburban Areas | |
L. N. Wang,M. C. Sun,J. H. Liu,L. H. Cao and G. Q. Ma | |
2020 | |
发表期刊 | Remote Sensing |
卷号 | 12期号:20页码:27 |
摘要 | Automatic registration of optical and synthetic aperture radar (SAR) images is a challenging task due to the influence of SAR speckle noise and nonlinear radiometric differences. This study proposes a robust algorithm based on phase congruency to register optical and SAR images (ROS-PC). It consists of a uniform Harris feature detection method based on multi-moment of the phase congruency map (UMPC-Harris) and a local feature descriptor based on the histogram of phase congruency orientation on multi-scale max amplitude index maps (HOSMI). The UMPC-Harris detects corners and edge points based on a voting strategy, the multi-moment of phase congruency maps, and an overlapping block strategy, which is used to detect stable and uniformly distributed keypoints. Subsequently, HOSMI is derived for a keypoint by utilizing the histogram of phase congruency orientation on multi-scale max amplitude index maps, which effectively increases the discriminability and robustness of the final descriptor. Finally, experimental results obtained using simulated images show that the UMPC-Harris detector has a superior repeatability rate. The image registration results obtained on test images show that the ROS-PC is robust against SAR speckle noise and nonlinear radiometric differences. The ROS-PC can tolerate some rotational and scale changes. |
DOI | 10.3390/rs12203339 |
URL | 查看原文 |
收录类别 | SCI ; EI |
语种 | 英语 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ciomp.ac.cn/handle/181722/64865 |
专题 | 中国科学院长春光学精密机械与物理研究所 |
推荐引用方式 GB/T 7714 | L. N. Wang,M. C. Sun,J. H. Liu,L. H. Cao and G. Q. Ma. A Robust Algorithm Based on Phase Congruency for Optical and SAR Image Registration in Suburban Areas[J]. Remote Sensing,2020,12(20):27. |
APA | L. N. Wang,M. C. Sun,J. H. Liu,L. H. Cao and G. Q. Ma.(2020).A Robust Algorithm Based on Phase Congruency for Optical and SAR Image Registration in Suburban Areas.Remote Sensing,12(20),27. |
MLA | L. N. Wang,M. C. Sun,J. H. Liu,L. H. Cao and G. Q. Ma."A Robust Algorithm Based on Phase Congruency for Optical and SAR Image Registration in Suburban Areas".Remote Sensing 12.20(2020):27. |
条目包含的文件 | 下载所有文件 | |||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Wang-2020-A Robust A(15508KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论