Some new edge detecting techniques based on fractional derivatives with non-local and non-singular kernels

被引:3
|
作者
Ghanbari, Behzad [1 ,2 ]
Atangana, Abdon [3 ,4 ]
机构
[1] Kermanshah Univ Technol, Dept Engn Sci, Kermanshah, Iran
[2] Bahcesehir Univ, Fac Engn & Nat Sci, Dept Math, TR-34349 Istanbul, Turkey
[3] Univ Free State, Inst Groundwater Studies, Fac Nat & Agr Sci, ZA-9300 Bloemfontein, South Africa
[4] China Med Univ, China Med Univ Hosp, Dept Med Res, Taichung, Taiwan
关键词
Fractional kernels; Image segmentation; Edge detecting; Atangana-Baleanu fractional integration; PSNR; CALCULUS;
D O I
10.1186/s13662-020-02890-9
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Computers and electronics play an enormous role in today's society, impacting everything from communication and medicine to science. The development of computer-related technologies has led to the emergence of many new important interdisciplinary fields, including the field of image processing. Image processing tries to find new ways to access and extract information from digital images or videos. Due to this great importance, many researchers have tried to utilize new and powerful tools introduced in pure and applied mathematics to develop new concepts in imaging science. One of these valuable research areas is the contents of fractional differential calculus. In recent years, extensive applications to the new fractional operators have been employed in real-world problems. This article attempts to address a practical aspect of this era of research in the edge detecting of an image. For this purpose, two general structures are first proposed for making new fractional masks. Then the components in these two structures are evaluated using the fractional integral Atangana-Baleanu operator. The performance and effectiveness of these proposed designs are illustrated by several numerical simulations. A comparison of the results with the results of several well-known masks in the literature indicates that the results presented in this article are much more accurate and efficient. This is the main achievement of this article. These fractional masks are all novel and have been introduced for the first time in this contribution. Moreover, in terms of computational cost, the proposed fractional masks require almost the same amount of computations as the existing conventional ones. By observing the numerical simulations presented in the paper, it is easily understood that with proper adjustment for the fractional-order parameter, the accuracy of the obtained results can be significantly improved. Each of the new suggested structures in this article can be regarded as a valid and effective alternative for the well-known existing kernels in identifying the edges of an image.
引用
收藏
页数:19
相关论文
共 50 条
  • [41] Mathematical analysis of Hepatitis C Virus infection model in the framework of non-local and non-singular kernel fractional derivative
    Slimane, Ibrahim
    Nazir, Ghazala
    Nieto, Juan J.
    Yaqoob, Faheem
    INTERNATIONAL JOURNAL OF BIOMATHEMATICS, 2023, 16 (01)
  • [42] Two new fractional derivatives of variable order with non-singular kernel and fractional differential equation
    J. Vanterler da C. Sousa
    E. Capelas de Oliveira
    Computational and Applied Mathematics, 2018, 37 : 5375 - 5394
  • [43] Two new fractional derivatives of variable order with non-singular kernel and fractional differential equation
    Sousa, J. Vanterler da C.
    de Oliveira, E. Capelas
    COMPUTATIONAL & APPLIED MATHEMATICS, 2018, 37 (04): : 5375 - 5394
  • [44] Some non-local theorems for singular integrals
    Natanson, I
    COMPTES RENDUS DE L ACADEMIE DES SCIENCES DE L URSS, 1938, 19 : 357 - 360
  • [45] A robust study of the transmission dynamics of malaria through non-local and non-singular kernel
    Jan, Rashid
    Alyobi, Sultan
    Inc, Mustafa
    Alshomrani, Ali Saleh
    Farooq, Muhammad
    AIMS MATHEMATICS, 2023, 8 (04): : 7618 - 7640
  • [46] Time-Domain Fractional Behaviour Modelling with Rational Non-Singular Kernels
    Sabatier, Jocelyn
    Farges, Christophe
    AXIOMS, 2024, 13 (02)
  • [47] Comparative analysis for fractional nonlinear Sturm-Liouville equations with singular and non-singular kernels
    Ercan, Ahu
    AIMS MATHEMATICS, 2022, 7 (07): : 13325 - 13343
  • [48] Algorithms for Fractional Dynamical Behaviors Modelling Using Non-Singular Rational Kernels
    Sabatier, Jocelyn
    Farges, Christophe
    Cordero, Alicia
    ALGORITHMS, 2024, 17 (01)
  • [49] Novel analysis of the fractional Zika model using the Adams type predictor-corrector rule for non-singular and non-local fractional operators
    Alkahtani, Badr Saad T.
    Atangana, Abdon
    Koca, Ilknur
    JOURNAL OF NONLINEAR SCIENCES AND APPLICATIONS, 2017, 10 (06): : 3191 - 3200
  • [50] New semi-analytical solution of fractional Newell–Whitehead–Segel equation arising in nonlinear optics with non-singular and non-local kernel derivative
    Sara Maghsoudi-Khouzani
    Ali Kurt
    Optical and Quantum Electronics, 56