A Salt and Pepper Noise Removal and Restoration Refinement Algorithm

被引:0
作者
Junez-Ferreira, Carlos A. [1 ]
Velasco-Avalos, Fernando A. [2 ]
Pastor-Gomez, Nelio [2 ]
机构
[1] Univ Michoacana, Fac Ingn Elect, Morelia 58040, Michoacan, Mexico
[2] Univ Michoacana, Fac Ingn Civil, Morelia 58040, Michoacan, Mexico
来源
IMCIC 2010: INTERNATIONAL MULTI-CONFERENCE ON COMPLEXITY, INFORMATICS AND CYBERNETICS, VOL I (POST-CONFERENCE EDITION) | 2010年
关键词
Image Denoising; Salt and Pepper Noise; Adaptive Median Filter; IMAGE;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Noise removal is an important task inside the image processing area. In this paper, an algorithm for reducing salt and pepper noise and improving the restoration quality through refinement is presented. This algorithm proposes a double screen. As a first step, the algorithm computes an estimation of the denoised image by using an adaptive median filter. Then, the Non-Local Means algorithm is used in order to have a better quality of reconstitution. Obtained results show that the implementation of this proposal gives considerable noise suppression, even with high noise densities, and it could prepare the image for other processes like image segmentation and object recognition.
引用
收藏
页码:209 / 214
页数:6
相关论文
共 10 条
  • [1] Balasubramanian S., 2009, INT C CONTR AUT COMM
  • [2] THE WEIGHTED MEDIAN FILTER
    BROWNRIGG, DRK
    [J]. COMMUNICATIONS OF THE ACM, 1984, 27 (08) : 807 - 818
  • [3] A non-local algorithm for image denoising
    Buades, A
    Coll, B
    Morel, JM
    [J]. 2005 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 2, PROCEEDINGS, 2005, : 60 - 65
  • [4] Salt-and-pepper noise removal by median-type noise detectors and detail-preserving regularization
    Chan, RH
    Ho, CW
    Nikolova, M
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2005, 14 (10) : 1479 - 1485
  • [5] Fast image and video denoising via nonlocal means of similar neighborhoods
    Mahmoudi, M
    Sapiro, G
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2005, 12 (12) : 839 - 842
  • [6] SCALE-SPACE AND EDGE-DETECTION USING ANISOTROPIC DIFFUSION
    PERONA, P
    MALIK, J
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1990, 12 (07) : 629 - 639
  • [7] Bilateral filtering for gray and color images
    Tomasi, C
    Manduchi, R
    [J]. SIXTH INTERNATIONAL CONFERENCE ON COMPUTER VISION, 1998, : 839 - 846
  • [8] A universal image quality index
    Wang, Z
    Bovik, AC
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2002, 9 (03) : 81 - 84
  • [9] Progressive switching median filter for the removal of impulse noise from highly corrupted images
    Wang, Z
    Zhang, D
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 1999, 46 (01) : 78 - 80
  • [10] Yuan S. Q., 2006, IEEE ELECT LETT, V42