Registration of DSM data and remote sensing image based on relative phase histogram

被引:0
|
作者
机构
[1] Liu, Song-Lin
[2] Sun, Gang
[3] Niu, Zhao-Dong
[4] Zhang, Jiang-Wei
[5] Chen, Zeng-Ping
来源
Liu, S.-L. (xdnudt@163.com) | 1696年 / Chinese Academy of Sciences卷 / 22期
关键词
Information fusion - Graphic methods - Remote sensing - Image fusion;
D O I
10.3788/OPE.20142206.1696
中图分类号
学科分类号
摘要
According to the application requirement of information fusion for Digital Surface Model (DSM) data and visual remote sensing images, a two-level registration strategy based on Coherent Point Drift (CPD) algorithm and Relative Phase Histogram(RPH) was proposed to realize automatic registration of the data and images above. Firstly, Canny operator was used to extract edge points, and the extracted points were taken as inputs of CPT algorithm to implement a coarse matching and to obtain the initial matching points. Meanwhile, the scale factor was estimated. Then, the RPH, a robust descriptor characterized by invariance to image rotation and translation, was defined to represent the information of area changes. The RPH was also a scale-invariance under the support of coarse matching results. Finally, ring templates were defined in both images according to the scale factor and the fine registration of DSM data and remote sensing images was achieved by RPH measurement. Experimental results demonstrate that coarse matching results based on CPD are corrected efficiently after fine registration using RPH measurement. The registration error of proposed algorithm is only about two pixels even when images have perspective distortion. These data indicate that the method can satisfy the information fusion requirement of DSM data and visual remote sensing images.
引用
下载
收藏
相关论文
共 50 条
  • [1] HOLBP: Remote Sensing Image Registration Based on Histogram of Oriented Local Binary Pattern Descriptor
    Hong, Yameng
    Leng, Chengcai
    Zhang, Xinyue
    Pei, Zhao
    Cheng, Irene
    Basu, Anup
    [J]. REMOTE SENSING, 2021, 13 (12)
  • [2] Mutual information-based image registration for remote sensing data
    Chen, HM
    Arora, MK
    Varshney, PK
    [J]. INTERNATIONAL JOURNAL OF REMOTE SENSING, 2003, 24 (18) : 3701 - 3706
  • [3] Automatic registration of optical and SAR remote sensing image based on phase feature
    Sun, Ming-Chao
    Ma, Tian-Xiang
    Song, Yue-Ming
    Peng, Jia-Qi
    [J]. Guangxue Jingmi Gongcheng/Optics and Precision Engineering, 2021, 29 (03): : 616 - 627
  • [4] REMOTE SENSING IMAGE REPRESENTATION BASED ON HIERARCHICAL HISTOGRAM PROPAGATION
    dos Santos, Jefersson A.
    Penatti, Otavio A. B.
    Torres, Ricardo da S.
    Gosselin, Philippe-H.
    Philipp-Foliguet, Sylvie
    Falcao, Alexandre X.
    [J]. 2013 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2013, : 2982 - 2985
  • [5] Coregistration of Remote Sensing Image Based on Histogram Kernel Predictability
    Carlos, Hugo
    Aranda, Ramon
    Mejia-Zuluaga, Paola A.
    Medina-Fernandez, Sandra L.
    Hernandez-Lopez, Francisco J.
    Alvarez-Carmona, Miguel A.
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2022, 15 : 8221 - 8234
  • [6] SUPER PIXEL BASED REMOTE SENSING IMAGE CLASSIFICATION WITH HISTOGRAM DESCRIPTORS ON SPECTRAL AND SPATIAL DATA
    Zhang, Guangyun
    Jia, Xiuping
    Kwok, Ngai M.
    [J]. 2012 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2012, : 4335 - 4338
  • [7] A lossless data hiding transmission method for satellite remote sensing image based on histogram modification
    Li, Xiao-Bo
    Zhou, Quan
    [J]. Yuhang Xuebao/Journal of Astronautics, 2013, 34 (05): : 686 - 692
  • [8] AUTOMATED MULTI-SOURCE REMOTE SENSING IMAGE REGISTRATION BASED ON PHASE CONGRUENCY
    Ye, Yuanxin
    Xiong, Lian
    Shan, Jie
    [J]. XXII ISPRS CONGRESS, TECHNICAL COMMISSION VI, 2012, 39-B6 : 189 - 194
  • [9] Eliminating the Effect of Image Border with Image Periodic Decomposition for Phase Correlation Based Remote Sensing Image Registration
    Dong, Yunyun
    Jiao, Weili
    Long, Tengfei
    Liu, Lanfa
    He, Guojin
    [J]. SENSORS, 2019, 19 (10)
  • [10] MS-HLMO: Multiscale Histogram of Local Main Orientation for Remote Sensing Image Registration
    Gao, Chenzhong
    Li, Wei
    Tao, Ran
    Du, Qian
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 60