Three-dimensional lookup table for more precise SAR scatterers positioning in urban scenarios

被引:4
|
作者
Wang, Chisheng [1 ,2 ,3 ]
Wei, Mingxuan [1 ,2 ]
Qin, Xiaoqiong [1 ,2 ]
Li, Tao [4 ]
Chen, Shuo [5 ]
Zhu, Chuanhua [1 ,2 ]
Liu, Peng [6 ]
Chang, Ling [3 ]
机构
[1] Shenzhen Univ, Key Lab Geoenvironm Monitoring Great Bay Area, Minist Nat Resources MNR, Shenzhen, Peoples R China
[2] Shenzhen Univ, Guangdong Key Lab Urban Informat, Shenzhen, Peoples R China
[3] Univ Twente, Fac Geoinformat Sci & Earth Observat, Enschede, Netherlands
[4] Wuhan Univ, GNSS Res Ctr, Wuhan, Peoples R China
[5] Ping An Bank, LAMBDA LAB, Shenzhen, Peoples R China
[6] Southern Univ Sci & Technol SUSTech, Dept Earth & Space Sci, Shenzhen, Peoples R China
基金
中国国家自然科学基金;
关键词
SAR image; Geo-coding; Radar-coding; Lookup table; Urban scenarios; CORNER REFLECTORS; DEFORMATION; LOCALIZATION; TOMOGRAPHY; ACCURACY;
D O I
10.1016/j.isprsjprs.2024.01.028
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
Interferometric Synthetic Aperture Radar (InSAR) applications in urban scenarios require higher geometric accuracy than conventional ones. However, precise positioning of radar scatterers within complex urban structures remains a significant challenge. This study introduces a novel three-dimensional lookup table (3D LUT) positioning method for precise pixel positioning in complex urban environments. It addresses the complex geocoding/radar-coding problems in side-looking SAR imaging by utilizing information provided by the external LiDAR/optical point cloud. We demonstrate that our 3D LUT significantly outperforms the traditional LUT, offering a more detailed and precise transformation between geographic and radar coordinate systems. Our case study shows that 3D LUT provides a high level of positioning accuracy, with nearly zero bias and a standard deviation of less than 0.5 pixel in radar-coding. Conversely, traditional LUTs exhibited substantial offsets and standard deviations in the same case. Meanwhile, the proposed 3D LUT framework paves the way for the precise integration of multi-source geodata and SAR data. It enables multiple applications in SAR imaging and analysis, including precise change detection, enhanced training dataset preparation for SAR deep learning, and improved Multi-temporal InSAR (MT-InSAR) processing. The source code and sample dataset are available at https://gith ub.com/caigenszu/3DLUT.
引用
收藏
页码:133 / 149
页数:17
相关论文
共 50 条
  • [21] Extension of the generalized multipole technique to three-dimensional anisotropic scatterers
    Piller, NB
    Martin, OJF
    OPTICS LETTERS, 1998, 23 (08) : 579 - 581
  • [22] Three-dimensional Weibel instability in astrophysical scenarios
    Fonseca, RA
    Silva, LO
    Tonge, JW
    Mori, WB
    Dawson, JM
    PHYSICS OF PLASMAS, 2003, 10 (05) : 1979 - 1984
  • [23] PRECISE THREE-DIMENSIONAL MAPPING OF THE 2016 KUMAMOTO EARTHQUAKE THROUGH THE INTEGRATION OF SAR INTERFEROMETRY AND OFFSET TRACKING
    Baek, Won-Kyung
    Jung, Hyung-Sup
    Chae, Sung-Ho
    2017 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2017, : 3822 - 3823
  • [24] Three-dimensional positioning setup for magnetometer sensors
    Willenberg, GD
    Weyand, K
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 1997, 46 (02) : 621 - 623
  • [25] Development of a Three-Dimensional Model for Sensor Positioning
    Shenton-Taylor, C.
    2013 IEEE NUCLEAR SCIENCE SYMPOSIUM AND MEDICAL IMAGING CONFERENCE (NSS/MIC), 2013,
  • [26] Three-dimensional positioning of implants: A focus on esthetics
    Gehrke, Peter
    Degicli, Marco
    Dhom, Guenter
    IMPLANTOLOGIE, 2008, 16 (02): : 131 - 139
  • [27] Three-dimensional positioning of optically trapped nanoparticles
    Higuchi, Takayuki
    Quang Duc Pham
    Hasegawa, Satoshi
    Hayasaki, Yoshio
    APPLIED OPTICS, 2011, 50 (34) : H183 - H188
  • [28] Three-dimensional shape measurement based on speckle-embedded fringe patterns and wrapped phase-to-height lookup table
    Jialing Zhang
    Wenbo Guo
    Zhoujie Wu
    Qican Zhang
    Optical Review, 2021, 28 : 227 - 238
  • [29] Three-dimensional shape measurement based on speckle-embedded fringe patterns and wrapped phase-to-height lookup table
    Zhang, Jialing
    Guo, Wenbo
    Wu, Zhoujie
    Zhang, Qican
    OPTICAL REVIEW, 2021, 28 (02) : 227 - 238
  • [30] A THREE-DIMENSIONAL IMAGING ALGORITHM FOR TOMOGRAPHY SAR
    Ren, Xiaozhen
    Yin, Xiaofei
    Yang, Ruliang
    Yu, Weidong
    2009 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-5, 2009, : 1486 - 1489