THE FRACTIONAL LAPLACIAN BASED IMAGE INPAINTING

被引:1
作者
Lian, Xiangkai [1 ]
Fu, Qiang [1 ]
Su, Weijie [1 ]
Zhang, Xinyu [1 ]
Li, Jia [1 ]
Yao, Zheng-An [1 ]
机构
[1] Sun Yat sen Univ, Sch Math, Guangzhou, Peoples R China
关键词
Image inpainting; the fractional Laplacian; variational methods; ANISOTROPIC DIFFUSION; EDGE-DETECTION; REMOVAL; OPERATOR; SPACE; MODEL;
D O I
10.3934/ipi.2023035
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Image inpainting is the process of repairing damaged or missing areas of an image by utilizing information from its surrounding environment. The fractional order operator, which processes image details like textures and edges with a finer scale, has demonstrated better outcomes and success in im-age processing. This study draws inspiration from the definition of singular integral of the fractional Laplacian and presents two adaptive variational func-tionals for image inpainting, showcasing a stable variational scheme. Moreover, the numerical discretisation scheme used for the derived fractional Laplacian PDEs was constructed. The proposed models can simultaneously restore miss-ing, corrupted, or undesirable regions while removing noise. Numerical exper-iments were conducted to test the image inpainting techniques, accompanied by method comparisons.
引用
收藏
页码:326 / 365
页数:40
相关论文
共 66 条
  • [11] Variational image inpainting
    Chan, TF
    Shen, JH
    [J]. COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS, 2005, 58 (05) : 579 - 619
  • [12] Nontexture inpainting by curvature-driven diffusions
    Chan, TF
    [J]. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2001, 12 (04) : 436 - 449
  • [13] Fourth-order partial differential equations for image inpainting
    Chen, Peiying
    Wang, Yuandi
    [J]. 2008 INTERNATIONAL CONFERENCE ON AUDIO, LANGUAGE AND IMAGE PROCESSING, VOLS 1 AND 2, PROCEEDINGS, 2008, : 1713 - 1717
  • [14] Region filling and object removal by exemplar-based image inpainting
    Criminisi, A
    Pérez, P
    Toyama, K
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2004, 13 (09) : 1200 - 1212
  • [15] The fractional Laplacian operator on bounded domains as a special case of the nonlocal diffusion operator
    D'Elia, Marta
    Gunzburger, Max
    [J]. COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2013, 66 (07) : 1245 - 1260
  • [16] IMAGE RESTORATION: WAVELET FRAME SHRINKAGE, NONLINEAR EVOLUTION PDES, AND BEYOND
    Dong, Bin
    Jiang, Qingtang
    Shen, Zuowei
    [J]. MULTISCALE MODELING & SIMULATION, 2017, 15 (01) : 606 - 660
  • [17] Fragment-based image completion
    Drori, I
    Cohen-Or, D
    Yeshurun, H
    [J]. ACM TRANSACTIONS ON GRAPHICS, 2003, 22 (03): : 303 - 312
  • [18] A NONLOCAL VECTOR CALCULUS, NONLOCAL VOLUME-CONSTRAINED PROBLEMS, AND NONLOCAL BALANCE LAWS
    Du, Qiang
    Gunzburger, Max
    Lehoucq, R. B.
    Zhou, Kun
    [J]. MATHEMATICAL MODELS & METHODS IN APPLIED SCIENCES, 2013, 23 (03) : 493 - 540
  • [19] Efros A. A., 1999, Proceedings of the Seventh IEEE International Conference on Computer Vision, P1033, DOI 10.1109/ICCV.1999.790383
  • [20] Image Inpainting: A Review
    Elharrouss, Omar
    Almaadeed, Noor
    Al-Maadeed, Somaya
    Akbari, Younes
    [J]. NEURAL PROCESSING LETTERS, 2020, 51 (02) : 2007 - 2028