Modified decision based two-phase unsymmetrical trimmed/winsorized mean filter for removal of very high density salt and pepper noise from images and videos

被引:0
作者
Navdeep Goel
机构
[1] Punjabi University Guru Kashi Campus,Electronics and Communication Engineering Section, Yadavindra Department of Engineering
来源
Multimedia Tools and Applications | 2022年 / 81卷
关键词
Salt and pepper noise; Unsymmetrical trimmed mean filter; Unsymmetrical Winsorized mean filter; Edge preservation;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, a novel two-phase modified decision based unsymmetrical trimmed mean filter, for removal of very high density salt and pepper noise (SPN) from images and videos is proposed. The first phase comprises the use of an unsymmetrical trimmed mean filter when the processing window is fully noisy and contains both outliers (0 and 255). The second phase is applied to eradicate the residual noisy pixels by replacing the processing pixel conditionally either with mean or with unsymmetrical trimmed mean. A second version of the algorithm is also devised by just replacing the unsymmetrical trimmed mean with unsymmetrical Winsorized mean in the second phase. The efficacy of different algorithms are evaluated, upto 99% density of SPN against standard Grey scale images, color images and video databases, in terms of Peak Signal to Noise Ratio (PSNR), Image Enhancement Factor (IEF) and Structural Similarity Index (SSIM). It has been observed that the proposed algorithms exhibit excellent noise suppression capabilities by giving high value of PSNR, IEF and SSIM. The edge preserving capability of the proposed algorithms is evaluated by Pratt’s Figure of Merit (PFOM), quantitatively and qualitatively it has been proved that edge preservation capability of the proposed algorithms is best among the state-of-art-algorithms.
引用
收藏
页码:32953 / 32979
页数:26
相关论文
共 40 条
  • [1] Abdou IE(1979)Iranian journal of science and technology Proc IEEE 67 753-undefined
  • [2] Pratt WK(1987)undefined IEEE Transactions on Acoustics, Speech, and Signal Processing 35 493-undefined
  • [3] Bovik A(2008)undefined J Vis Commun Image Represent 19 20-undefined
  • [4] Camarena JG(2010)undefined Image Vis Comput 28 188-undefined
  • [5] Gregori V(2020)undefined Multimedia Tools and Applications 79 415-undefined
  • [6] Morillas S(2011)undefined IEEE Signal Process Lett 18 287-undefined
  • [7] Sapena A(2019)undefined Transactions of Electrical Engineering 43 459-undefined
  • [8] Camarena JG(1995)undefined IEEE Trans Image Process 4 499-undefined
  • [9] Gregori V(2010)undefined EURASIP Journal on Advances in Signal Processing 2010 690218-undefined
  • [10] Morillas S(2015)undefined Procedia Computer Science 48 222-undefined