Improved adaptive impulsive noise suppression

被引:0
|
作者
Sa, Pankaj Kumar [1 ]
Majhi, Banshidhar [1 ]
Panda, Ganapati [2 ]
机构
[1] Natl Inst Technol, Dept Comp Sci & Engn, Rourkela 769008, Orissa, India
[2] Natl Inst Technol, Dept Elect & Commun Engn, Rourkela 769008, Orissa, India
关键词
D O I
暂无
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 work an improved scheme for eliminating impulsive noise of varying strengths from corrupted images is proposed. A neural network is employed to classify the corrupted and non-corrupted pixels. Filtering is only carried out on corrupted pixels keeping the non-corrupted ones intact. Emphasis has been put on selection of relevant input and training patterns. With appropriate choice of patterns the assiduous task of training has become effortless as well as the noise detection become reliable. Comparative analysis with competent schemes on standard images at different noise conditions shows that the proposed scheme outperforms its counterparts.
引用
收藏
页码:288 / +
页数:3
相关论文
共 50 条
  • [21] Impulsive noise in UWB systems and its suppression
    Dhibi, Youssef
    Kaiser, Thomas
    MOBILE NETWORKS & APPLICATIONS, 2006, 11 (04): : 441 - 449
  • [22] On impulsive noise suppression techniques in color images
    Malinski, Lukasz
    Smolka, Bogdan
    2018 23RD INTERNATIONAL CONFERENCE ON METHODS & MODELS IN AUTOMATION & ROBOTICS (MMAR), 2018, : 401 - 406
  • [23] Impulsive noise suppression using neural networks
    Potamitis, I
    Fakotakis, ND
    Kokkinakis, G
    2000 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, PROCEEDINGS, VOLS I-VI, 2000, : 1871 - 1874
  • [24] A suppression of an impulsive noise in ECG signal processing
    Pander, TP
    PROCEEDINGS OF THE 26TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-7, 2004, 26 : 596 - 599
  • [25] Detection and Suppression of Impulsive Noise in OFDM Receiver
    Javier Ferrer-Coll
    Slimane Ben Slimane
    José Chilo
    Peter Stenumgaard
    Wireless Personal Communications, 2015, 85 : 2245 - 2259
  • [26] Impulsive noise suppression and analysis in color imaging
    Ponomaryov, V
    Rosales, AJ
    Funes, FG
    Gomeztagle, F
    IMAGE PROCESSING: ALGORITHMS AND SYSTEMS III, 2004, 5298 : 567 - 576
  • [27] Impulsive noise in UWB systems and its suppression
    Youssef Dhibi
    Thomas Kaiser
    Mobile Networks and Applications, 2006, 11 : 441 - 449
  • [28] Detection and Suppression of Impulsive Noise in OFDM Receiver
    Ferrer-Coll, Javier
    Ben Slimane, Slimane
    Chilo, Jose
    Stenumgaard, Peter
    WIRELESS PERSONAL COMMUNICATIONS, 2015, 85 (04) : 2245 - 2259
  • [29] A Robust Total Least Mean M-Estimate Adaptive Algorithm for Impulsive Noise Suppression
    Li, Lei
    Zhao, Haiquan
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2020, 67 (04) : 800 - 804
  • [30] An improved spline adaptive filter for nonlinear system identification under impulsive noise environment
    Wang, Xingyu
    Wang, Anna
    Wang, Dazhi
    Wang, Wenhui
    ENERGY REPORTS, 2022, 8 : 832 - 840