IMAGE NOISE REMOVAL BASED ON TOTAL VARIATION

被引:16
|
作者
Thanh, D. N. H. [1 ]
Dvoenko, S. D. [1 ]
机构
[1] Tula State Univ, Tula, Russia
关键词
total variation; ROF model; Gaussian noise; Poisson noise; image processing; biomedical image; Euler-Lagrange equation;
D O I
10.18287/0134-2452-2015-39-4-564-571
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Today, raster images are created by different modern devices, such as digital cameras, X-Ray scanners, and so on. Image noise deteriorates the image quality, thus adversely affecting the result of processing. Biomedical images are an example of digital images. The noise in such raster images is assumed to be a mixture of Gaussian noise and Poisson noise. In this paper, we propose a method to remove these noises based on the total variation of the image brightness function. The proposed model is a combination of two famous denoising models, namely, the ROF model and a modified ROF model.
引用
收藏
页码:564 / 571
页数:8
相关论文
共 50 条
  • [31] Weighted total generalized variation model for Poisson noise removal
    Yehu Lv
    SN Applied Sciences, 2019, 1
  • [32] Weighted total generalized variation model for Poisson noise removal
    Lv, Yehu
    SN APPLIED SCIENCES, 2019, 1 (08):
  • [33] Poisson Noise Removal with Total Variation Regularization and Local Fidelity
    Li Fang
    Liu Ruihua
    CHINESE JOURNAL OF ELECTRONICS, 2012, 21 (02): : 304 - 308
  • [34] Adaptive Bregmanized total variation model for mixed noise removal
    Li, Gen
    Huang, Xiang
    Li, Shuang-Gao
    AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2017, 80 : 29 - 35
  • [35] Directional Total Generalized Variation Regularization for Impulse Noise Removal
    Kongskov, Rasmus Dalgas
    Dong, Yiqiu
    SCALE SPACE AND VARIATIONAL METHODS IN COMPUTER VISION, SSVM 2017, 2017, 10302 : 221 - 231
  • [36] Single Image Super-Resolution Based on Total Variation Regularization with Gaussian Noise
    Tsurusaki, Hiroki
    Kameda, Masashi
    Ardiansyah, Prima Oky Dicky
    2016 PICTURE CODING SYMPOSIUM (PCS), 2016,
  • [37] Noise removal based on the variation of digitized energy
    Zhang, Qin
    Sun, Jie
    Xu, Guoliang
    ADVANCES IN GEOMETRIC MODELING AND PROCESSING, 2008, 4975 : 290 - +
  • [38] Salt and Pepper Noise Removal Method Based on the Edge-Adaptive Total Variation Model
    Jiang, Yunyun
    Wang, Hefei
    Cai, Yi
    Fu, Bo
    FRONTIERS IN APPLIED MATHEMATICS AND STATISTICS, 2022, 8
  • [39] A Nonlinear Inverse Scale Space Method for Multiplicative Noise Removal Based on Weberized Total Variation
    Huang, Lili
    Xiao, Liang
    Wei, Zhihui
    PROCEEDINGS OF THE FIFTH INTERNATIONAL CONFERENCE ON IMAGE AND GRAPHICS (ICIG 2009), 2009, : 119 - 123
  • [40] Improving source camera identification using a simplified total variation based noise removal algorithm
    Gisolf, Floris
    Malgoezar, Anwar
    Baar, Teun
    Geradts, Zeno
    DIGITAL INVESTIGATION, 2013, 10 (03) : 207 - 214