Image Restoration

... noise variance in image restoration and their relation,IEEE Trans. Image Process.,1: 322-336, July, 1992.[14] Huang, T.S., Barker, D.A., and Berger, S.P., Iterative image restoration, Appl. ... Iterative evaluation of the regularization parameter inregularized image restoration, J. Vis. Commun Image Rep.,special issue on Image Restoration, vol. 3, no. 6, pp. 446-455, Dec., 1992.[30] Katsaggelos, ... Suzuki,T.,Applicationofman-machineinteractiveimageprocessingsystemtoiterativeimage restoration, Proc.4th Int. Conf. Patt. Recog.,pp.525-529, Kyoto, 1978.[32] Kawata, S. and Ichioka, Y., Iterative image restoration for...

... SchoolofElectronicsandTelecommunications11/30HanoiUniversityofScienceandTechnology SchoolofElectronicsandTelecommunicationsChapter4. Image Restoration Digital Image Pro cessing20/30HanoiUniversityofScienceandTechnology SchoolofElectronicsandTelecommunications21/30HanoiUniversityofScienceandTechnology...

... LLCImageandVideoRestorationA.MuratTekalpUniversityofRochester53.1Introduction53.2ModelingIntra-FrameObservationModel•MultispectralObserva-tionModel•MultiframeObservationModel•RegularizationModels53.3ModelParameterEstimationBlurIdentification•EstimationofRegularizationParameters•EstimationoftheNoiseVariance53.4Intra-FrameRestorationBasicRegularizedRestorationMethods•RestorationofIm-agesRecordedbyNonlinearSensors•RestorationofImagesDegradedbyRandomBlurs•AdaptiveRestorationforRing-ingReduction•BlindRestoration(Deconvolution)•Restora-tionofMultispectralImages•RestorationofSpace-VaryingBlurredImages53.5MultiframeRestorationandSuperresolutionMultiframeRestoration•Superresolution•SuperresolutionwithSpace-VaryingRestoration53.6ConclusionReferences53.1 ... LLCImageandVideoRestorationA.MuratTekalpUniversityofRochester53.1Introduction53.2ModelingIntra-FrameObservationModel•MultispectralObserva-tionModel•MultiframeObservationModel•RegularizationModels53.3ModelParameterEstimationBlurIdentification•EstimationofRegularizationParameters•EstimationoftheNoiseVariance53.4Intra-FrameRestorationBasicRegularizedRestorationMethods•RestorationofIm-agesRecordedbyNonlinearSensors•RestorationofImagesDegradedbyRandomBlurs•AdaptiveRestorationforRing-ingReduction•BlindRestoration(Deconvolution)•Restora-tionofMultispectralImages•RestorationofSpace-VaryingBlurredImages53.5MultiframeRestorationandSuperresolutionMultiframeRestoration•Superresolution•SuperresolutionwithSpace-VaryingRestoration53.6ConclusionReferences53.1 ... of the observed image isundistorted. Both methods require the PSF to be real and symmetric.53.4.6 Restoration of Multispectral ImagesAtrivial solutionto multispectral image restoration, when...

... 55512.4 Restoration Methods Based on Optimization 55912.4.1 Image Restoration as ConstrainedOptimization 55912.4.2 Least Mean Square Error Restoration 56112.4.2.1 Formalized Concept of LMS Image ... Evaluation and Approval 47910.4 Image Fusion 48110.4.1 Image Subtraction and Addition 48110.4.2 Vector-Valued Images 48310.4.2.1 Presentation of Vector-ValuedImages 48410.4.3 Three-Dimensional ... Chapter 2 Digital Image Representation 55 2.1 Digital Image Representation 552.1.1 Sampling and Digitizing Images 552.1.1.1 Sampling 552.1.1.2 Digitization 622.1.2 Image Interpolation...