Fast impulse noise suppression in colour images using most median filter

被引:0
|
作者
Malik, Husnain [1 ]
Qiu, Bin [1 ]
机构
[1] Monash Univ, Clayton Sch Informat Technol, Clayton, Vic 3168, Australia
关键词
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
This paper introduces a noise detection akgorithm, Most Median Filter (MMF) for the detection and removal of impulse noise from colour images. The proposed filter has die potential for increased detail preservation as compared to the existing benchmark filters e.g. Vector Median Filter (VMF), Vector Directional Filter (VDF) and Directional Distance Filter (DDF). In the operation of the proposed algorithm, each component of an RGB image is processed for noise detection. After a noise pixel is detected , this algorithm then uses VMF, VDF or DDF, based on the heuristics, for noise removal. The effectiveness of this algorithm is evaluated using two well known matrices namely Peak Signal to Noise Ratio (PSNR) and Normalized Colour Difference (NCD). Along with these evaluating criteria, we have also measured the performance of these algorithms in terms of their Computation complexities.
引用
收藏
页码:843 / 847
页数:5
相关论文
共 50 条
  • [21] Difference based median filter for removal of random value impulse noise in images
    Chunbo Ma
    Xuewei Lv
    Jun Ao
    [J]. Multimedia Tools and Applications, 2019, 78 : 1131 - 1148
  • [22] Improved rank conditioned median filter for removal of impulse noise from images
    Singh, KM
    Bora, PK
    [J]. 2002 IEEE REGION 10 CONFERENCE ON COMPUTERS, COMMUNICATIONS, CONTROL AND POWER ENGINEERING, VOLS I-III, PROCEEDINGS, 2002, : 557 - 560
  • [23] Switching median and morphological filter for impulse noise removal from digital images
    Yuan, Cao
    Li, Yaqin
    [J]. OPTIK, 2015, 126 (18): : 1598 - 1601
  • [24] DETAIL PRESERVING MEDIAN BASED FILTER FOR IMPULSE NOISE REMOVAL IN DIGITAL IMAGES
    Vijaykumar, V. R.
    Ebenezer, D.
    Vanathi, P. T.
    [J]. ICSP: 2008 9TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-5, PROCEEDINGS, 2008, : 793 - +
  • [25] Robust fuzzy median filter for impulse noise reduction of gray scale images
    Pujar, Jagadish H.
    [J]. World Academy of Science, Engineering and Technology, 2010, 40 : 635 - 639
  • [26] Difference based median filter for removal of random value impulse noise in images
    Ma, Chunbo
    Lv, Xuewei
    Ao, Jun
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (01) : 1131 - 1148
  • [27] A self-adjusting weighted median filter for removing impulse noise in images
    Chen, CT
    Chen, LG
    [J]. INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, PROCEEDINGS - VOL I, 1996, : 419 - 422
  • [28] Robust fuzzy median filter for impulse noise reduction of gray scale images
    Pujar, Jagadish H.
    [J]. World Academy of Science, Engineering and Technology, 2010, 64 : 630 - 634
  • [29] Fuzzy Directional (FD) Filter to Remove Impulse Noise from Colour Images
    Ponomaryov, Volodymyr
    Rosales-Silva, Alberto
    Gallegos-Funes, Francisco
    Perez-Meana, Hector
    [J]. IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2010, E93A (02) : 570 - 572
  • [30] Fuzzy averaging filter for impulse noise reduction in colour images with a correction step
    Gregori, Valentin
    Morillas, Samuel
    Roig, Bernardino
    Sapena, Almanzor
    [J]. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2018, 55 : 518 - 528