A Matrix-Based Approach to the Image Moment Problem

被引:0
|
作者
Judit Martinez
Josep M. Porta
Federico Thomas
机构
[1] Institut de Robòtica i Informàtica Industrial (CSIC-UPC),
关键词
the moment problem; image moments; moment-invariant image approximations; basis selection;
D O I
暂无
中图分类号
学科分类号
摘要
An image can be seen as an element of a vector space and hence it can be expressed in as a linear combination of the elements of any non necessarily orthogonal basis of this space. After giving a matrix formulation of this well-known fact, this paper presents a reconstruction method of an image from its moments that sheds new light on this inverse problem. Two main contributions are presented: (a) the results using the standard approach based on the least squares approximation of the result using orthogonal polynomials can also be obtained using matrix pseudoinverses, which implies higher control on the numerical stability of the problem; and (b) it is possible to use basis functions in the reconstruction different from orthogonal polynomials, such as Fourier or Haar basis, allowing to introduce constraints relative to the bandwidth or the spatial resolution on the image to be reconstructed.
引用
收藏
页码:105 / 113
页数:8
相关论文
共 50 条
  • [41] A Maze Matrix-Based Secret Image Sharing Scheme with Cheater Detection
    Chang, Ching-Chun
    Horng, Ji-Hwei
    Shih, Chia-Shou
    Chang, Chin-Chen
    SENSORS, 2020, 20 (13) : 1 - 18
  • [42] Matrix-based visualization of graphs
    Fekete, Jean-Daniel
    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2014, 8871
  • [43] A Parallel Matrix-Based Approach for Computing Approximations in Dominance-Based Rough Sets Approach
    Li, Shaoyong
    Li, Tianrui
    ROUGH SETS AND KNOWLEDGE TECHNOLOGY, RSKT 2014, 2014, 8818 : 173 - 183
  • [44] Matrix-Based Evolutionary Computation
    Zhan, Zhi-Hui
    Zhang, Jun
    Lin, Ying
    Li, Jian-Yu
    Huang, Ting
    Guo, Xiao-Qi
    Wei, Feng-Feng
    Kwong, Sam
    Zhang, Xin-Yi
    You, Rui
    IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTATIONAL INTELLIGENCE, 2022, 6 (02): : 315 - 328
  • [45] The evolution of matrix-based methodology
    Proc. Int. DSM Conf., 2008, (xiii-xiv):
  • [46] An Improvement to Matrix-Based LDA
    Zhang, Chongyang
    Yang, Jingyu
    ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, PT III, 2011, 7004 : 562 - 568
  • [47] Cryptanalysis of Matrix-based UOV
    Park, Cheol-Min
    FINITE FIELDS AND THEIR APPLICATIONS, 2018, 50 : 209 - 221
  • [48] A matrix-based approach for maintenance of approximations under the variation of object set
    Wang, L. (ezhoulei@163.com), 1992, Science Press (50):
  • [49] Optical properties of textured sheets - an efficient matrix-based modelling approach
    Tucher, Nico
    Eisenlohr, Johannes
    Kiefel, Peter
    Hoehn, Oliver
    Hauser, Hubert
    Peters, Marius
    Mueller, Claas
    Goldschmidt, Jan Christoph
    Blaesi, Benedikt
    OPTICAL SYSTEMS DESIGN 2015: COMPUTATIONAL OPTICS, 2015, 9630
  • [50] The matrix-based description approach for the multistage differential-algebraic processes
    Drag, Pawel
    Styczen, Krystyn
    PROCEEDINGS OF THE 2016 FEDERATED CONFERENCE ON COMPUTER SCIENCE AND INFORMATION SYSTEMS (FEDCSIS), 2016, 8 : 939 - 942