An Efficient Approach for Image Denoising Based on Edge-aware Bilateral Filter

被引:0
作者
Kaur, Arshdeep [1 ]
Singh, Harbinder [1 ]
Arora, Dinesh [1 ]
机构
[1] Chandigarh Engn Coll, Dept ECE, Landran, Mohali, India
来源
PROCEEDINGS OF 4TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, COMPUTING AND CONTROL (ISPCC 2K17) | 2017年
关键词
bilateral filter; edge detection; edge preserving; robert operator; DOMAIN;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Most of the image denoising algorithms work to reduce maximum amount of noise and also try to preserve sharp edges. This paper introduces a new form of bilateral filter, improving image denoising by introducing kernel based on edge detection algorithm. The proposed method applies pre conceptualized bilateral filtering along with Robert edge detection kernel. Influence of salt and pepper type of noise is reduced by the new approach slightly better than other filtering methods. Results of the experiment gave a practical explanation that performance of the proposed method is competitive with the standard bilateral filter. Further the performance evaluation of proposed method is evaluated with state of art quality matrices already present in the literature.
引用
收藏
页码:56 / 61
页数:6
相关论文
共 16 条
  • [1] Statistical evaluation of image quality measures
    Avcibas, I
    Sankur, B
    Sayood, K
    [J]. JOURNAL OF ELECTRONIC IMAGING, 2002, 11 (02) : 206 - 223
  • [2] 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
  • [3] Image denoising by sparse 3-D transform-domain collaborative filtering
    Dabov, Kostadin
    Foi, Alessandro
    Katkovnik, Vladimir
    Egiazarian, Karen
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2007, 16 (08) : 2080 - 2095
  • [4] Guided Image Filtering
    He, Kaiming
    Sun, Jian
    Tang, Xiaoou
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2013, 35 (06) : 1397 - 1409
  • [5] Hore Alain, 2010, Proceedings of the 2010 20th International Conference on Pattern Recognition (ICPR 2010), P2366, DOI 10.1109/ICPR.2010.579
  • [6] FAST 2-DIMENSIONAL MEDIAN FILTERING ALGORITHM
    HUANG, TS
    YANG, GJ
    TANG, GY
    [J]. IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1979, 27 (01): : 13 - 18
  • [7] Paris S, 2008, COMPUT GRAPH VIS, V4, P1
  • [8] 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
  • [9] Image denoising using scale mixtures of Gaussians in the wavelet domain
    Portilla, J
    Strela, V
    Wainwright, MJ
    Simoncelli, EP
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2003, 12 (11) : 1338 - 1351
  • [10] From Heuristic Optimization to Dictionary Learning: A Review and Comprehensive Comparison of Image Denoising Algorithms
    Shao, Ling
    Yan, Ruomei
    Li, Xuelong
    Liu, Yan
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2014, 44 (07) : 1001 - 1013