Estimation and optimization based ill-posed inverse restoration using fuzzy logic

Intelligent systems ranging from neural network, evolutionary computations and swarm intelligence to fuzzy systems are extensively exploited by researchers to solve variety of problems. In this paper focus is on deblurring that is considered as an inverse problem. It becomes ill-posed when noise con...

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Veröffentlicht in:Multimedia tools and applications Jg. 69; H. 3; S. 1067 - 1087
Hauptverfasser: Bilal, Mohsin, Hussain, Ayyaz, Jaffar, Muhammad Arfan, Choi, Tae-Sun, Mirza, Anwar M.
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Boston Springer US 01.04.2014
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ISSN:1380-7501, 1573-7721
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Abstract Intelligent systems ranging from neural network, evolutionary computations and swarm intelligence to fuzzy systems are extensively exploited by researchers to solve variety of problems. In this paper focus is on deblurring that is considered as an inverse problem. It becomes ill-posed when noise contaminates the blurry image. Hence the problem is very sensitive to small perturbation in data. Conventionally, smoothness constraints are considered as a remedy to cater the sensitivity of the problem. In this paper, fuzzy rule based regularization parameter estimation is proposed with quadratic functional smoothness constraint. For deblurring image in the presence of noise, a constrained least square error function is minimized by the steepest descent algorithm. Visual results and quantitative measurements show the efficiency and robustness of the proposed technique compared to the state of the art and recently proposed methods.
AbstractList Intelligent systems ranging from neural network, evolutionary computations and swarm intelligence to fuzzy systems are extensively exploited by researchers to solve variety of problems. In this paper focus is on deblurring that is considered as an inverse problem. It becomes ill-posed when noise contaminates the blurry image. Hence the problem is very sensitive to small perturbation in data. Conventionally, smoothness constraints are considered as a remedy to cater the sensitivity of the problem. In this paper, fuzzy rule based regularization parameter estimation is proposed with quadratic functional smoothness constraint. For deblurring image in the presence of noise, a constrained least square error function is minimized by the steepest descent algorithm. Visual results and quantitative measurements show the efficiency and robustness of the proposed technique compared to the state of the art and recently proposed methods.
Intelligent systems ranging from neural network, evolutionary computations and swarm intelligence to fuzzy systems are extensively exploited by researchers to solve variety of problems. In this paper focus is on deblurring that is considered as an inverse problem. It becomes ill-posed when noise contaminates the blurry image. Hence the problem is very sensitive to small perturbation in data. Conventionally, smoothness constraints are considered as a remedy to cater the sensitivity of the problem. In this paper, fuzzy rule based regularization parameter estimation is proposed with quadratic functional smoothness constraint. For deblurring image in the presence of noise, a constrained least square error function is minimized by the steepest descent algorithm. Visual results and quantitative measurements show the efficiency and robustness of the proposed technique compared to the state of the art and recently proposed methods.[PUBLICATION ABSTRACT]
Author Hussain, Ayyaz
Choi, Tae-Sun
Mirza, Anwar M.
Jaffar, Muhammad Arfan
Bilal, Mohsin
Author_xml – sequence: 1
  givenname: Mohsin
  surname: Bilal
  fullname: Bilal, Mohsin
  organization: National University of Computer and Emerging Sciences
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  givenname: Ayyaz
  surname: Hussain
  fullname: Hussain, Ayyaz
  organization: International Islamic University
– sequence: 3
  givenname: Muhammad Arfan
  surname: Jaffar
  fullname: Jaffar, Muhammad Arfan
  email: arfanjaffar@gist.ac.kr
  organization: National University of Computer and Emerging Sciences
– sequence: 4
  givenname: Tae-Sun
  surname: Choi
  fullname: Choi, Tae-Sun
  organization: Gwangju Institute of Science and Technology
– sequence: 5
  givenname: Anwar M.
  surname: Mirza
  fullname: Mirza, Anwar M.
  organization: King Saud University
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CitedBy_id crossref_primary_10_1007_s11760_019_01559_5
crossref_primary_10_1007_s11760_017_1106_7
crossref_primary_10_1007_s11042_015_2587_4
crossref_primary_10_1007_s12209_015_2667_6
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crossref_primary_10_1007_s00158_017_1821_2
crossref_primary_10_1007_s11042_017_4757_z
Cites_doi 10.1109/TIP.2006.873446
10.1016/j.cam.2008.08.013
10.1016/0167-2789(92)90242-F
10.1137/1.9780898718874
10.1002/0471725218
10.1109/29.1641
10.1016/j.ins.2010.02.025
10.1109/83.128030
10.1007/s00500-008-0326-8
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Issue 3
Keywords Deblurring
Constrained least square error
Steepest descent
Quadratic functional regularization
Blur and noise
Fuzzy regularization parameter
Parameter estimation
Image processing
Noise reduction
Evolutionary algorithm
Steepest descent method
Expert system
Modeling
Optimization
Restoration
Efficiency
Least squares method
Swarm intelligence
Ill posed problem
Robustness
System identification
Intelligent system
Error function
Neural network
Blurred image
Inverse problem
Fuzzy logic
Artificial intelligence
Quadratic functional
Signal to noise ratio
Language English
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PublicationSubtitle An International Journal
PublicationTitle Multimedia tools and applications
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– reference: RudinLIOsherSFatemiENonlinear total variation based noise removal algorithmsPhysica D19926025926810.1016/0167-2789(92)90242-F0780.49028
– reference: Jensen TK (2006) Stabilization algorithms for large-scale problems. Dissertation, Technical University of Denmark
– reference: CastlemanKRDigital image processing1996New JerseyPrentice Hall
– reference: LimJSTwo-dimensional signal and image processing1990New JerseyPrentice Hall
– reference: AnnaduraiSShanmugalakshmiRFundamental of digital image processing2007IndiaPearson Education
– reference: GuXGoaLA new method for parameter estimation of edge-preserving regularization in image restorationJ Comput Appl Math200922547848610.1016/j.cam.2008.08.0131156.940062494718
– reference: TokhonovANArseninVYSolution of ill-posed problems1977New YorkWiley
– reference: PerrySWAdaptive image restoration: perception based neural network model and algorithm2006University of SydneyDissertation
– reference: WuYDSunYZhangHYSunSXTwo image restoration algorithms using variational pde based neural networkIntl Conf Wireless Comm Mob Comp200707683688
– reference: GutierrezJGuerreroLGSpatially adaptive regularization image restoration using a modified hopfield networkIEEE Cong Elec Robo Auto Mechanics20074229234
– reference: ZhuYTChellappaRVaidAJenkinsBKImage restoration using a neural networkIEEE Trans Acoust Speech Signal Process19883671141115110.1109/29.1641
– reference: HuangHCChenYHGenetic fingerprinting for copyright protection of multicast mediaSoft Comput200913438339110.1007/s00500-008-0326-8
– reference: HansenPCNagyJGO’LearyDPDeblurring images: matrices, spectra and filtering2006PhiladelphiaSociety of Industria and Applied Mathematics10.1137/1.9780898718874
– reference: MignotteMA segmentation-based regularization term for image deconvolutionIEEE Trans Image Process20061571973198410.1109/TIP.2006.873446
– reference: GonzalezRCWoodsREDigital image processing2002New JerseyAddison-Wesley
– reference: Sun W, xiang Yuan Y (2006) Optimization theory and methods: nonlinear programming. Springer
– reference: Chang FC, Huang HC (2010) A refactoring method for cache-efficient swarm intelligence algorithms. Inf Sci. doi:10.1016/j.ins.2010.02.025
– reference: LeeCSGuoSMHsuCYA novel fuzzy filter for impulse noise removalAdv Neur Networks—LNCS20043174375380
– reference: PerrySWGuanLWeight assignment for adaptive image restoration by neural networksIEEE Trans Image Process2000111156170
– reference: PaikJKKatsaggelosAKImage restoration using a modified hopfield networkIEEE Trans Image Process199211496310.1109/83.128030
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SubjectTerms Algebra
Algorithms
Analysis
Applied sciences
Artificial intelligence
Computer Communication Networks
Computer Science
Computer science; control theory; systems
Connectionism. Neural networks
Data Structures and Information Theory
Digitization
Estimating techniques
Exact sciences and technology
Fuzzy logic
Ill posed problems
Inverse problems
Methods
Multimedia computer applications
Multimedia Information Systems
Neural networks
Noise
Optimization
Parameter estimation
Pattern recognition. Digital image processing. Computational geometry
Regularization methods
Remedies
Smoothness
Special Purpose and Application-Based Systems
Studies
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