嫦娥二号影像密集匹配及DEM制作方法

王奋飞, 任鑫, 刘建军, 施俊, 李春来

王奋飞, 任鑫, 刘建军, 施俊, 李春来. 嫦娥二号影像密集匹配及DEM制作方法[J]. 武汉大学学报 ( 信息科学版), 2017, 42(7): 918-923. DOI: 10.13203/j.whugis20150147
引用本文: 王奋飞, 任鑫, 刘建军, 施俊, 李春来. 嫦娥二号影像密集匹配及DEM制作方法[J]. 武汉大学学报 ( 信息科学版), 2017, 42(7): 918-923. DOI: 10.13203/j.whugis20150147
WANG Fenfei, REN Xin, LIU Jianjun, SHI Jun, LI Chunlai. The Methods of CE-2 Image Dense Matching and Lunar DEM Extraction[J]. Geomatics and Information Science of Wuhan University, 2017, 42(7): 918-923. DOI: 10.13203/j.whugis20150147
Citation: WANG Fenfei, REN Xin, LIU Jianjun, SHI Jun, LI Chunlai. The Methods of CE-2 Image Dense Matching and Lunar DEM Extraction[J]. Geomatics and Information Science of Wuhan University, 2017, 42(7): 918-923. DOI: 10.13203/j.whugis20150147

嫦娥二号影像密集匹配及DEM制作方法

基金项目: 

国家自然科学基金 11273037

详细信息
    作者简介:

    王奋飞, 助理研究员, 主要从事月球遥感图像处理算法研究。wangff@bao.ac.cn

    通讯作者:

    任鑫, 副研究员。renx@nao.cas.cn

  • 中图分类号: TP751;P208

The Methods of CE-2 Image Dense Matching and Lunar DEM Extraction

Funds: 

The National Natural Science Foundation of China 11273037

More Information
    Author Bio:

    WANG Fenfei, assistant researcher, specializes in the lunar surveying and mapping methods. E-mail:wangff@bao.ac.cn

    Corresponding author:

    REN Xin: Ren Xin, associate researcher. E-mail: renx@nao.cas.cn

  • 摘要: 嫦娥二号卫星搭载了一台两线阵CCD立体相机,以线阵推扫成像方式获取了覆盖全月球的7 m分辨率影像。与嫦娥一号影像相比,影像分辨率大大提高,月表地貌细节更加丰富,制作高分辨率月表DEM更加复杂而困难,现有的基于嫦娥影像制作方法难以满足应用需求。针对嫦娥二号影像特点,在基于RPC模型生成近似核线影像基础上,进行金字塔影像匹配,实现了原始影像的逐像素匹配;计算匹配点的月面坐标后,采用基于反距离插值方法生成月表三维地形;对于图像阴影等地形漏洞,采用基于径向基函数进行插值填补。试验结果表明,该方法生成的月表三维地形DEM数据,能准确真实地表达高分辨率的月表地形地貌细节,并较好地应用于嫦娥二号全月球三维地形DEM数据产品的生产任务中。
    Abstract: The two-line CCD stereo camera carried by the Chang E-2 (CE-2) satellite has successfully captured the global lunar imagery at 7 m resolution by the linear push-broom imaging manner. Compared with the image of Chang E-1(CE-1), the spatial resolution of CE-2 is greatly improved, which enables the more detailed presentation of the lunar surface features and topography, and consequently makes the production of high-resolution lunar DEM more complex and difficult. The existing methods based on the Chang E image can hardly meet the application requirements. In this paper, based on the previous studies on the characteristic of CE-2 image, we proposed methods of image matching and the Digital Elevation Model (DEM) extraction. The working flow started with the generation of the approximate epipolar images based on the RPC model and the construction of the pyramid images. By matching with the pyramid hierarchical, a pixel-wise matching of the original image was realized. We then calculated the three-dimension coordinates on the lunar surface of the matching points, and generated the DEM using the inverse distance interpolation method. Finally, the radial basis function interpolation was employed to fill the terrain hole caused by the image shadows. The results show that the lunar DEM generated by our method can accurately depict the most detailed and complete lunar surface topography, and perform better in the production of the global Lunar DEM products of CE-2 mission.
  • 图  1   第谷撞击坑原始影像与本文DEM色彩渲染图

    Figure  1.   The Original Image and DEM Shaded Relief Map Produced by Our Method in Tycho Crater

    图  2   本文制作的DEM数据与CE-1、LOLA数据的高程对比图

    Figure  2.   The Elevation Comparisons Between our DEM, CE-1 DEM and LOLA DEM

    图  3   本文地形漏洞填补后DEM数据与LOLA数据的高程对比图

    Figure  3.   The Elevation Comparisons Between the DEM After Terrain Hole Filling and LOLA

    表  1   本文方法数据处理耗时情况

    Table  1   Computational Time of Image Processing

    轨道号像素个数/
    (像数×像数)
    影像匹配
    /s
    地形构建
    /s
    合计
    /s
    035 3086 144×39 76014090230
    059 5126 144×33 98013585220
    下载: 导出CSV

    表  2   影像匹配结果灰度相关性统计/%

    Table  2   The Correlation of Grey Scale BetweenImage Matching Points/%

    轨道号占总像素数的百分比
    >0.5>0.6>0.7>0.8>0.9
    035 30898.696.389.371.832.3
    059 51277.364.647.929.510.4
    下载: 导出CSV
  • [1] 贾博, 姜挺, 郭丽, 等. SIFT和相关系数在嫦娥一号月球影像匹配中的应用[J].测绘科学技术学报, 2009, 26(5):363-366 http://www.cnki.com.cn/Article/CJFDTOTAL-JFJC200905015.htm

    Jia Bo, Jiang Ting, Guo Li, et al.Application of SIFT and Correlation Coefficient in Chang E-1 Lunar Image Matching[J].Journal of Geomatics Science and Technology, 2009, 26(5):363-366 http://www.cnki.com.cn/Article/CJFDTOTAL-JFJC200905015.htm

    [2] 何钰, 蓝朝桢, 邢帅.一种基于嫦娥一号CCD影像的影像匹配方法[J].测绘科学技术学报, 2012, 29(4):281-284 http://www.cnki.com.cn/Article/CJFDTOTAL-JFJC201204012.htm

    He Yu, Lan Chaozhen, Xing Shuai.A Method of Image Matching Based on CE-1 CCD Image[J].Journal of Geomatics Science and Technology, 2012, 29(4):281-284 http://www.cnki.com.cn/Article/CJFDTOTAL-JFJC201204012.htm

    [3] 邹崇尧, 何培培, 赵双明.基于RPC近似核线约束的CE-1影像匹配方法[J].地理空间信息, 2013, 11(3):1-3 http://www.cnki.com.cn/Article/CJFDTOTAL-DXKJ201303000.htm

    Zou Chongyao, He Beibei, Zhao Shuanming. Research on CE-1 Image Matching Method Based on RPC Approximate Epipolar Constraint[J]. Geospatial Information, 2013, 11(3):1-3 http://www.cnki.com.cn/Article/CJFDTOTAL-DXKJ201303000.htm

    [4] 李春来.嫦娥一号三线阵CCD数据摄影测量处理及全月球数字地形图[J].测绘学报, 2013, 42(6):853-860 http://www.cnki.com.cn/Article/CJFDTOTAL-CHXB201306012.htm

    Li Chunlai. Photogrammetric Processing and Lunar Global Topographic Map from the Chang'E-13 Line-array CCD Data[J].Acta Geodaetica et Cartographica Sinica, 2013, 42(6):853-860 http://www.cnki.com.cn/Article/CJFDTOTAL-CHXB201306012.htm

    [5] 张亭. 嫦娥二号线阵CCD影像的月表DEM提取技术研究[D]. 成都: 成都理工大学, 2012 http://cdmd.cnki.com.cn/Article/CDMD-10616-1012500545.htm

    Zhang Ting. Research on the Lunar DEM Extraction Technology of Based Chang'E-2 Line Array CCD Image[D]. Chengdu:Chengdu University of Technology, 2012 http://cdmd.cnki.com.cn/Article/CDMD-10616-1012500545.htm

    [6] 尹永会. 嫦娥二号CCD影像DEM提取方法及月表地形分析初步研究[D]. 成都: 成都理工大学, 2013 http://cdmd.cnki.com.cn/Article/CDMD-10616-1013288925.htm

    Yin Yonghui. Research on the Lunar DEM Extraction Method and Terrain Analysis Technology Based on CE-2 Image[D]. Chengdu:Chengdu University of Technology, 2013 http://cdmd.cnki.com.cn/Article/CDMD-10616-1013288925.htm

    [7] 刘建军, 任鑫, 谭旭, 等.嫦娥二号CCD立体相机数据预处理与数据质量评价[J].武汉大学学报·信息科学版, 2013, 38(2):186-190 http://www.cnki.com.cn/Article/CJFDTOTAL-WHCH201302014.htm

    Liu Jianjun, Ren Xin, Tan Xu, et al. Lunar Image Data Preprocessing and Quality Evaluation of CCD Stereo Camera on Chang'E-2[J]. Geomatics and Information Science of Wuhan University, 2013, 38(2):186-190 http://www.cnki.com.cn/Article/CJFDTOTAL-WHCH201302014.htm

    [8] 张力, 张祖勋, 张剑清. Wallis滤波在影像匹配中的应用[J].武汉测绘科技大学学报, 1999, 24(1):24-27 http://www.cnki.com.cn/Article/CJFDTOTAL-WHCH199901005.htm

    Zhang Li, Zhang Zuxun, Zhang Jianqing.The Image Matching Based on Wallis Filtering[J].Journal of Wuhan Technical University of Surveying and Mapping, 1999, 24(1):24-27 http://www.cnki.com.cn/Article/CJFDTOTAL-WHCH199901005.htm

    [9]

    Al-Rousan N, Cheng P, Petrie G, et al. Automated DEM Extraction and Orthoimage Generation from SPOT Level 1B Imagery[J]. Photogrammetric Engineering and Remote Sensing, 1997, 63(8):965-974 https://www.researchgate.net/publication/290516781_Automated_DEM_extraction_and_orthoimage_generation_from_SPOT_Level_1B_imagery

    [10]

    Kim T. A Study on the Epipolarity of Linear Pushbroom Images[J]. Photogrammetric Engineering and Remote Sensing, 2000, 66(8):961-966 https://www.researchgate.net/publication/283431921_A_Study_on_the_Epipolarity_of_Linear_Pushbroom_Images

    [11] 胡芬, 王密, 李德仁, 等.基于投影基准面的线阵推扫式卫星立体影像对近似核线影像生成方法[J].测绘学报, 2009, 38(5):428-436 http://www.cnki.com.cn/Article/CJFDTOTAL-CHXB200905012.htm

    Hu Fen, Wang Mi, Li Deren, et al. Generation of Approximate Epipolar Images from Linar Pushbroom Satellite StereoImagery Based on Projection Reference Plane[J]. Acta Geodaetica et Cartographica Sinica, 2009, 38(5):428-436 http://www.cnki.com.cn/Article/CJFDTOTAL-CHXB200905012.htm

    [12] 卢华兴. DEM误差模型研究[D]. 南京: 南京师范大学, 2008 http://d.wanfangdata.com.cn/Thesis/Y1330990

    Lu Huaxing. Research on DEM Error Model[D]. Nanjing:Nanjing Normal University, 2008 http://d.wanfangdata.com.cn/Thesis/Y1330990

    [13]

    Powell M J D. The Theory of Radial Basis Function Approximation in 1990[M]. Cambridge:University of Cambridge Press, 1990

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出版历程
  • 收稿日期:  2015-05-11
  • 发布日期:  2017-07-04

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