Non-local Functionals Related to the Total Variation and Connections with Image Processing

被引:16
|
作者
Brezis H. [1 ,2 ,3 ]
Nguyen H.-M. [4 ]
机构
[1] Department of Mathematics, Hill Center, Busch Campus, Rutgers University, 110 Frelinghuysen Road, Piscataway, 08854, NJ
[2] Departments of Mathematics and Computer Science, Technion, Israel Institute of Technology, Haifa
[3] Laboratoire Jacques-Louis Lions UPMC, 4 Place Jussieu, Paris
[4] EPFL SB MATHAA CAMA, Station 8, Lausanne
基金
美国国家科学基金会;
关键词
Bounded variation; Non-convex functional; Non-local functional; Sobolev spaces; Total variation; Γ; -Convergence;
D O I
10.1007/s40818-018-0044-1
中图分类号
学科分类号
摘要
We present new results concerning the approximation of the total variation, ∫ Ω| ∇ u| , of a function u by non-local, non-convex functionals of the form Λδ(u)=∫Ω∫Ωδφ(|u(x)-u(y)|/δ)|x-y|d+1dxdy,as δ→ 0 , where Ω is a domain in Rd and φ: [0 , + ∞) → [0 , + ∞) is a non-decreasing function satisfying some appropriate conditions. The mode of convergence is extremely delicate and numerous problems remain open. De Giorgi’s concept of Γ -convergence illuminates the situation, but also introduces mysterious novelties. The original motivation of our work comes from Image Processing. © 2018, Springer International Publishing AG, part of Springer Nature.
引用
收藏
相关论文
共 50 条
  • [1] Non-convex, non-local functionals converging to the total variation
    Brezis, Haim
    Hoai-Minh Nguyen
    [J]. COMPTES RENDUS MATHEMATIQUE, 2017, 355 (01) : 24 - 27
  • [2] Robust Non-Local Total Variation Image Inpainting
    Nair, Jyothisha J.
    Francis, Dhanya
    [J]. 2015 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMMUNICATION NETWORKS (CICN), 2015, : 437 - 441
  • [3] Non-Local Extension of Total Variation Regularization for Image Restoration
    Liu, Hangfan
    Xiong, Ruiqin
    Ma, Siwei
    Fan, Xiaopeng
    Gao, Wen
    [J]. 2014 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2014, : 1102 - 1105
  • [4] A Coupled Non-local Total Variation Algorithm for Image Colorization
    Jin Zhengmeng
    Li Xiaowei
    Wu Tingting
    Yang Zhenzhen
    [J]. JOURNAL OF ELECTRONICS & INFORMATION TECHNOLOGY, 2018, 40 (11) : 2547 - 2553
  • [5] Regularized Non-local Total Variation and Application in Image Restoration
    Zhi Li
    François Malgouyres
    Tieyong Zeng
    [J]. Journal of Mathematical Imaging and Vision, 2017, 59 : 296 - 317
  • [6] Non-local total variation regularization models for image restoration
    Jidesh, P.
    Holla, Shivarama K.
    [J]. COMPUTERS & ELECTRICAL ENGINEERING, 2018, 67 : 114 - 133
  • [7] Quaternion Non-local Total Variation for Color Image Denoising
    Li, Xiaoyao
    Zhou, Yicong
    Zhang, Jing
    [J]. 2019 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC), 2019, : 1602 - 1607
  • [8] Image despeckling with non-local total bounded variation regularization
    Jidesh, P.
    Banothu, Balaji
    [J]. COMPUTERS & ELECTRICAL ENGINEERING, 2018, 70 : 631 - 646
  • [9] Regularized Non-local Total Variation and Application in Image Restoration
    Li, Zhi
    Malgouyres, Francois
    Zeng, Tieyong
    [J]. JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2017, 59 (02) : 296 - 317
  • [10] Image Denoising by using Non-Local Means and Total Variation
    Ertas, Metin
    Akan, Aydin
    Yildirim, Isa
    Kamasak, Mustafa
    [J]. 2014 22ND SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2014, : 2122 - 2125