Directional Multi-scaled Fusion Based Median Filter for Removal of RVIN

被引:1
作者
Sarkar, Aparna [1 ]
Changder, Suvamoy [2 ]
Mandal, J. K. [3 ]
机构
[1] Ramananda Coll, Dept Comp Sci, Bankura, W Bengal, India
[2] NIT Durgapur, Dept Comp Applicat, Durgapur, W Bengal, India
[3] Univ Kalyani, Dept Comp Sci & Engn, Nadia, W Bengal, India
来源
COMPUTATIONAL INTELLIGENCE IN DATA MINING, VOL 2 | 2015年 / 32卷
关键词
DMFBMF; PSNR; SNR; Median; Fusion and gray-scale image; IMPULSE NOISE;
D O I
10.1007/978-81-322-2208-8_58
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper Directional Multi-scaled Fusion Based Median Filter for Removal of RVIN (DMFBMF) has been proposed to restore images corrupted with random valued impulse noises. This filter employs a technique of impulsive noise detection-suppression strategy from images, which is simple but efficient and uses a fusion technique to suppress the impulses from the corrupted images. At first, using two methodologies two different restored images are obtained from the same corrupted source image. Then using a simple fusion rule these two restored images are fused. Thus, a well impulse suppressed image has been obtained. Extensive simulations showed that this scheme provides good performances of suppressing impulse with low noise level as well as for highly corrupted benchmarked images.
引用
收藏
页码:637 / 646
页数:10
相关论文
共 18 条
  • [1] A new efficient approach for the removal of impulse noise from highly corrupted images
    Abreu, E
    Lightstone, M
    Mitra, SK
    Arakawa, K
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 1996, 5 (06) : 1012 - 1025
  • [2] [Anonymous], IEEE SIGNAL PROCESS
  • [3] [Anonymous], DIGITAL IMAGE PROCES
  • [4] Tri-state median filter for image denoising
    Chen, T
    Ma, KK
    Chen, LH
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 1999, 8 (12) : 1834 - 1838
  • [5] Adaptive impulse detection using center-weighted median filters
    Chen, T
    Wu, HR
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2001, 8 (01) : 1 - 3
  • [6] Space variant median filters for the restoration of impulse noise corrupted images
    Chen, T
    Wu, HR
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-ANALOG AND DIGITAL SIGNAL PROCESSING, 2001, 48 (08): : 784 - 789
  • [7] Advanced impulse detection based on pixel-wise MAD
    Crnojevic, V
    Senk, V
    Trpovski, Z
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2004, 11 (07) : 589 - 592
  • [8] Gonzalez R.C., 2008, Digital Image Processing, V3rd
  • [9] Harikiran J., 2010, INT J COMPUT APPL, V10, DOI [10.5120/1498-2015, DOI 10.5120/1498-2015]
  • [10] Mandal J. K., 2011, 2 INT C EM APPL INF, P173