Anisotropic Diffusion in Riemannian Colour Geometry

被引:0
|
作者
Farup, Ivar [1 ]
Rivertz, Hans Jakob [2 ]
机构
[1] Norwegian Univ Sci & Technol NTNU, Dept Comp Sci, POB 191, N-2802 Gjovik, Norway
[2] Norwegian Univ Sci & Technol NTNU, Dept Comp Sci, N-7491 Trondheim, Norway
关键词
Image processing; Colour geometry; Riemannian geometry; Anisotropic diffusion; FRAMEWORK; GRADIENT;
D O I
10.1007/s10851-024-01223-9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Anisotropic diffusion has long been an important tool in image processing. More recently, it has also found its way to colour imaging. Until now, mainly Euclidean colour spaces have been considered in this context, but recent years have seen a renewed interest in and importance of non-Euclidean colour geometry. The main contribution of this paper is the derivation of the equations for anisotropic diffusion in Riemannian colour geometry. It is demonstrated that it contains several well-known solutions such as Perona-Malik diffusion and Tschumperl & eacute;-Deriche diffusion as special cases. Furthermore, it is shown how it is non-trivially connected to Sochen's general framework for low-level vision. The main significance of the method is that it decouples the coordinates used for solving the diffusion equation from the ones that define the metric of the colour manifold, and thus directs the magnitude and direction of the diffusion through the diffusion tensor. It also enables the use of non-Euclidean colour manifolds and metrics for applications such as denoising, inpainting, and demosaicing, based on anisotropic diffusion.
引用
收藏
页数:10
相关论文
共 50 条
  • [21] A RESULT IN HILBERTIAN GEOMETRY WITH APPLICATIONS TO RIEMANNIAN GEOMETRY
    MEYER, D
    COMPTES RENDUS DE L ACADEMIE DES SCIENCES SERIE I-MATHEMATIQUE, 1982, 295 (07): : 467 - 469
  • [22] FOLIATIONS, RIEMANNIAN GEOMETRY AND SYMPLECTIC-GEOMETRY
    LICHNEROWICZ, A
    TRANVANTAN
    COMPTES RENDUS DE L ACADEMIE DES SCIENCES SERIE I-MATHEMATIQUE, 1983, 296 (04): : 205 - 210
  • [23] On Riemannian and non-Riemannian Optimisation, and Optimisation Geometry
    Lefevre, Jeanne
    Bouchard, Florent
    Said, Salem
    Le Bihan, Nicolas
    Manton, Jonathan H.
    IFAC PAPERSONLINE, 2021, 54 (09): : 578 - 583
  • [24] ISOPERIMETRIC CONSTANTS, THE GEOMETRY OF ENDS, AND LARGE TIME HEAT DIFFUSION IN RIEMANNIAN-MANIFOLDS
    CHAVEL, I
    FELDMAN, EA
    PROCEEDINGS OF THE LONDON MATHEMATICAL SOCIETY, 1991, 62 : 427 - 448
  • [25] Parametric finite element approximations for anisotropic surface diffusion with axisymmetric geometry
    Li, Meng
    Zhao, Quan
    JOURNAL OF COMPUTATIONAL PHYSICS, 2024, 497
  • [26] Riemannian manifolds in noncommutative geometry
    Lord, Steven
    Rennie, Adam
    Varilly, Joseph C.
    JOURNAL OF GEOMETRY AND PHYSICS, 2012, 62 (07) : 1611 - 1638
  • [27] Riemannian Curl in Contact Geometry
    Bouarroudj, Sofiane
    Ovsienko, Valentin
    INTERNATIONAL MATHEMATICS RESEARCH NOTICES, 2015, 2015 (12) : 3917 - 3942
  • [28] Riemannian foliations of bounded geometry
    Alvarez Lopez, Jesus A.
    Kordyukov, Yuri A.
    Leichtnam, Eric
    MATHEMATISCHE NACHRICHTEN, 2014, 287 (14-15) : 1589 - 1608
  • [29] Riemannian Geometry of Quantum Computation
    Brandt, Howard E.
    QUANTUM INFORMATION SCIENCE AND ITS CONTRIBUTIONS TO MATHEMATICS, 2010, 68 : 61 - 101
  • [30] A panoramic view of Riemannian geometry
    Giblin, Peter
    MATHEMATICAL GAZETTE, 2005, 89 (514): : 162 - 163