Intelligent noise detection and filtering using neuro-fuzzy system

被引:0
|
作者
Sohail Masood
Ayyaz Hussain
M. Arfan Jaffar
Tae-Sun Choi
机构
[1] National University of Computer & Emerging Sciences,
[2] International Islamic University,undefined
[3] Gwangju Institute of Science & Technology,undefined
来源
关键词
Image restoration; Mixed impulse noise; Fuzzy filter; Fuzzy logic control; Random-valued impulse noise System control;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, we propose a neuro-fuzzy based blind image restoration to remove impulse noise from low as well as highly corrupted images. Main components of the proposed technique include noise detection, histogram estimation and noise filtering process. Proposed technique constructs the fuzzy sets using fuzzy number construction algorithm. These fuzzy sets are used in noise filtering process to remove impulse noise from the noisy pixels using neuro-fuzzy inference system and fuzzy decider. Experimental results are based on global and local error measures, which prove that the proposed technique gives superior results than the present well known impulse noise filtering methods.
引用
收藏
页码:93 / 105
页数:12
相关论文
共 50 条
  • [31] Intelligent control of a stepping motor drive using an adaptive neuro-fuzzy inference system
    Melin, P
    Castillo, O
    [J]. INFORMATION SCIENCES, 2005, 170 (2-4) : 133 - 151
  • [32] Designing a fast neuro-fuzzy system for speech noise cancellation
    Esposito, A
    Ezin, EC
    Reyes-Garcia, CA
    [J]. MICAI 2000: ADVANCES IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2000, 1793 : 482 - 492
  • [33] A NEURO-FUZZY SYSTEM FOR CHEMICAL-AGENT DETECTION
    VUORIMAA, P
    JUKARAINEN, T
    KARPANOJA, E
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1995, 3 (04) : 415 - 424
  • [34] ANFIDS: An adaptive neuro-fuzzy intrusion detection system
    Lin, Zhaowen
    Ren, Xingtian
    Ma, Yan
    [J]. Gaojishu Tongxin/Chinese High Technology Letters, 2008, 18 (02): : 116 - 120
  • [35] A Neuro-fuzzy System for Fraud Detection in Electricity Distribution
    Muniz, C.
    Vellasco, M.
    Tanscheit, R.
    Figueiredo, K.
    [J]. PROCEEDINGS OF THE JOINT 2009 INTERNATIONAL FUZZY SYSTEMS ASSOCIATION WORLD CONGRESS AND 2009 EUROPEAN SOCIETY OF FUZZY LOGIC AND TECHNOLOGY CONFERENCE, 2009, : 1096 - 1101
  • [36] Edge Detection by Adaptive Neuro-Fuzzy Inference System
    Zhang, Lei
    Xiao, Mei
    Ma, Jian
    Song, Hongxun
    [J]. PROCEEDINGS OF THE 2009 2ND INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOLS 1-9, 2009, : 1774 - 1777
  • [37] An approach to neuro-fuzzy filtering for communications and control
    Cojbasic, ZM
    Nikolic, VD
    [J]. TELSIKS 2001, VOL 1 & 2, PROCEEDINGS, 2001, : 719 - 722
  • [38] Fuzzy controller tuning for a multivariable system using a neuro-fuzzy system
    Soria, A
    [J]. PROCEEDINGS OF THE 2000 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, VOL 1 AND 2, 2000, : 678 - 683
  • [39] Tornado detection using a neuro-fuzzy system to integrate shear and spectral signatures
    Wang, Yadong
    Yu, Tian-You
    Yeary, Mark
    Shapiro, Alan
    Nemati, Shamim
    Foster, Michael
    Andra, David L., Jr.
    Jain, Michael
    [J]. JOURNAL OF ATMOSPHERIC AND OCEANIC TECHNOLOGY, 2008, 25 (07) : 1136 - 1148
  • [40] Machine fault detection using neuro-fuzzy inference system and genetic algorithms
    Samanta, B.
    [J]. PROCEEDINGS OF THE ASME INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE 2005, VOL 3, PTS A AND B, 2005, : 1031 - 1038