GNSS World of China

Volume 48 Issue 6
Dec.  2023
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WANG Kedong, ZHOU Junjie. A fast terrain matching algorithm based on 3D Zernike moment[J]. GNSS World of China, 2023, 48(6): 58-66. doi: 10.12265/j.gnss.2023130
Citation: WANG Kedong, ZHOU Junjie. A fast terrain matching algorithm based on 3D Zernike moment[J]. GNSS World of China, 2023, 48(6): 58-66. doi: 10.12265/j.gnss.2023130

A fast terrain matching algorithm based on 3D Zernike moment

doi: 10.12265/j.gnss.2023130
  • Received Date: 2023-07-04
  • Accepted Date: 2023-07-04
  • Available Online: 2023-12-07
  • In view of the current terrain matching algorithm based on 3D Zernike moment, which is computationally heavy and has poor real-time performance, this paper proposes a fast calculation method of 3D Zernike moment for terrain matching and a matching method that only uses odd-order descriptors to form feature vectors. The forming of method is based on the analysis of the computational process of 3D Zernike moments and the performance of odd-order descriptors. The simulation results show that the fast algorithm proposed in this paper can not only significantly reduce the amount of computation, but also improve the matching accuracy.

     

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  • [1]
    FLUSSER J, ZITOVA B, SUK T. Moments and moment invariants in pattern recognition[M]. Hoboken: John Wiley and Sons, 2009: 186-208.
    [2]
    胡修林, 车龙, 叶斌. 3D Zernike矩在三维地形匹配中应用[J]. 测绘科学, 2007, 32(1): 107-108, 164. DOI: 10.3771/j.issn.1009-2307.2007.01.041
    [3]
    NOVOTNI M, KLEIN R. 3D Zernike descriptors for content based shape retrieval[C]//The 8th ACM Symposium on Solid Modeling and Applications, 2003: 216-225. DOI: 10.1145/781606.781639
    [4]
    POZO J M, VILLA-URIOL M C, FRANGI A F. Efficient 3D geometric and Zernike moments computation from unstructured surface meshes[J]. IEEE transactions on pattern analysis and machine intelligence, 2011, 33(3): 471-484. DOI: 10.1109/TPAMI.2010.139
    [5]
    HOSNY K M, HAFEZ M A. An algorithm for fast computation of 3D Zernike moments for volumetric images[J]. Mathematical problems in engineering, 2012(2): 1-17. DOI: 10.1155/2012/353406
    [6]
    Al-RAWI M S. 3D (pseudo) Zernike moments: fast computation via symmetry properties of spherical harmonics and recursive radial polynomials[C]//The 19th IEEE International Conference on Image Processing, 2012: 2353-2356. DOI: 10.1109/ICIP.2012.6467369
    [7]
    WANG K D, ZHU T Q, GAO Y F, et al. Efficient terrain matching with 3-D Zernike moments[J]. IEEE transactions on aerospace and electronic systems, 2019, 55(1): 226-235. DOI: 10.1109/TAES.2018.2849921
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