Therearethreemainfactorstodividethesepapersintodifferentcatrgoriestohaveabetteridea.SometimesrawdomaindenoisingpaperswouldusesomeISPtoconverttosRGBdomain,SouseBothtocoverthissituation.Sometimesvideodenoisingpapersdegradetoburstdenoising,evensingleimagedenoising,alwaysuseVideotagtocoverthissituation.
ColorSpace
RGBRawBothImageKind
SingleBurstVideoNoiseModel
AWGN(AdditiveWhiteGaussianNoisemodel)PG(PosionGaussiannoisemodel)GAN(Ganbasednoisemodel)Real(cameraordlsrdevicesrealnoisemodel)PriorLowRankSparsityselfsimilaritybenchmarkdatasetSIDD,CVPR2018,citation101AHigh-QualityDenoisingDatasetforSmartphoneCamerasMatlabRENOIR,JVCIR2018,citation57RENOIR–Adatasetforreallow-lightimagenoisereductionbrokendatasetlinkPolyU,arxiv2018,citation55Real-worldNoisyImageDenoising:ANewBenchmarkMatlabSID,CVPR2018,citation253LearningtoseeinthedarkTensorflowDND,CVPR2017,citation164BenchmarkingDenoisingAlgorithmswithRealPhotographshomepageNaM,CVPR2016,citation84AHolisticApproachtoCross-ChannelImageNoiseModelinganditsApplicationtoImageDenoising|2020PubTitleColorImageNoiseCodeCiteTIPNoisy-As-Clean:LearningSelf-supervisedDenoisingfromCorruptedImagePytorch0TIPBlinduniversalBayesianimagedenoisingwithGaussiannoiselevellearning-8TIPLearningDeformableKernelsforImageandVideoDenoising-6TIPLearningSpatialandSpatio-TemporalPixelAggregationsforImageandVideoDenoising-0TIPDeepGraph-ConvolutionalImageDenoising-10TIPNLH:ABlindPixel-levelNon-localMethodforReal-worldImageDenoising-5TIPImageDenoisingviaSequentialEnsembleLearning-2TIPConnectingImageDenoisingandHigh-LevelVisionTasksviaDeepLearning-16CVPRMemory-EfficientHierarchicalNeuralArchitectureSearchforImageDenoising-3CVPRAPhysics-basedNoiseFormationModelforExtremeLow-lightRawDenoisingPytorch1CVPRSupervisedRawVideoDenoisingWithaBenchmarkDatasetonDynamicScenesBothVideoRealPytorch1CVPRTransferLearningFromSynthetictoReal-NoiseDenoisingWithAdaptiveInstanceNormalization-1CVPRSelf2SelfWithDropout:LearningSelf-SupervisedDenoisingFromSingleImage-3CVPRNoisier2Noise:LearningtoDenoiseFromUnpairedNoisyData-3CVPRJointDemosaicingandDenoisingWithSelfGuidance-2CVPRFastDVDnet:TowardsReal-TimeDeepVideoDenoisingWithoutFlowEstimationRGBVideoAWGN-1CVPRCycleISP:RealImageRestorationviaImprovedDataSynthesisPytorch4CVPRBasisPredictionNetworksforEffectiveBurstDenoisingWithLargeKernels-2CVPRSuperkernelNeuralArchitectureSearchforImageDenoising-2ECCVSpatial-AdaptiveNetworkforSingleImageDenoising-0ECCVADecoupledLearningSchemeforReal-worldBurstDenoisingfromRawImages-0ECCVBurstDenoisingviaTemporallyShiftedWaveletTransforms-0ECCVUnpairedLearningofDeepImageDenoisingPytorch0ECCVDualAdversarialNetwork:TowardReal-worldNoiseRemovalandNoiseGenerationPytorch1ECCVLearningCamera-AwareNoiseModelsPytorch0ECCVPracticalDeepRawImageDenoisingonMobileDevicesRawSinglePGMegEngine0ECCVReconstructingtheNoiseManifoldforImageDenoising-0NNDeepLearningonImageDenoising:AnOverview-19WACVIdentifyingrecurringpatternswithdeepneuralnetworksfornaturalimagedenoising-3ICASSPAttentionMechanismEnhancedKernelPredictionNetworksforDenoisingofBurstImagesPytorch1ArxivLow-lightImageRestorationwithShort-andLong-exposureRawPairs-02019PubTitleColorImageNoiseCodeCiteTIPOptimalcombinationofimagedenoisers-8TIPHighISOJPEGImageDenoisingbyDeepFusionofCollaborativeandConvolutionalFiltering-4TIPTexturevariationadaptiveimagedenoisingwithnonlocalPCA-2TIPColorImageandMultispectralImageDenoisingUsingBlockDiagonalRepresentation-7TIPTchebichefandAdaptiveSteerable-BasedTotalVariationModelforImageDenoising-12TIPIterativeJointImageDemosaickingandDenoisingUsingaResidualDenoisingNetwork-21TIPContent-AdaptiveNoiseEstimationforColorImageswithCross-ChannelNoiseModeling-0TPAMIReal-worldImageDenoisingwithDeepBoostingTensorflow9JVCIRVst-net:Variance-stabilizingtransformationinspirednetworkforpoissondenoisingMatlab3NIPSVariationalDenoisingNetwork:TowardBlindNoiseModelingandRemoval-20NIPSHigh-QualitySelf-SupervisedDeepImageDenoising-22ICMLNoise2Self:BlindDenoisingbySelf-SupervisionPytorch71ICMLPlug-and-playmethodsprovablyconvergewithproperlytraineddenoisers-34CVPRUnsupervisedDomainAdaptationforToFDataDenoisingwithAdversarialLearning-7CVPRRobustSubspaceClusteringwithIndependentandPiecewiseIdenticallyDistributedNoiseModeling-2CVPRTowardconvolutionalblinddenoisingofrealphotographsMatlab139CVPRFOCNet:AFractionalOptimalControlNetworkforImageDenoising-22CVPRNoise2void-learningdenoisingfromsinglenoisyimages-101CVPRUnprocessingimagesforlearnedrawdenoising-75CVPRTrainingdeeplearningbasedimagedenoisersfromundersampledmeasurementswithoutgroundtruthandwithoutimageprior-12CVPRModel-blindvideodenoisingviaframe-to-frametrainingother16ICCVSelf-GuidedNetworkforFastImageDenoising-17ICCVNoiseflow:Noisemodelingwithconditionalnormalizingflows-19ICCVJointDemosaickingandDenoisingbyFine-TuningofBurstsofRawImages-4ICCVFullyConvolutionalPixelAdaptiveImageDenoiserKeras8ICCVEnhancingLowLightVideosbyExploringHighSensitivityCameraNoise-4ICCVCIIDefence:DefeatingAdversarialAttacksbyFusingClass-SpecificImageInpaintingandImageDenoising-6ICCVRealImageDenoisingwithFeatureAttention-46CVPRWGRDN:GroupedResidualDenseNetworkforRealImageDenoisingandGAN-basedReal-worldNoiseModeling-25CVPRWLearningrawimagedenoisingwithbayerpatternunificationandbayerpreservingaugmentation-15CVPRWDeepiterativedown-upCNNforimagedenoising-18CVPRWDenselyConnectedHierarchicalNetworkforImageDenoising-16CVPRWViDeNN:DeepBlindVideoDenoising-10CVPRWRealPhotographsDenoisingWithNoiseDomainAdaptationandAttentiveGenerativeAdversarialNetwork-6CVPRWLearningDeepImagePriorsforBlindImageDenoising-2ICIPDVDnet:AfastnetworkfordeepvideodenoisingRGBVideoAWGNPytorch5ICIPMulti-kernelpredictionnetworksfordenoisingofburstimages-4ICIPAnon-localcnnforvideodenoising-9AAAIAdaptationStrategiesforApplyingAWGN-basedDenoisertoRealisticNoise-3arxivWhenAWGN-basedDenoiserMeetsRealNoisesPytorch10arxivGeneratingtrainingdatafordenoisingrealrgbimagesviacamerapipelinesimulation-7arxivLearningDeformableKernelsforImageandVideoDenoising-6arxivGan2gan:Generativenoiselearningforblindimagedenoisingwithsinglenoisyimages-52018PubTitleCodeCiteTIPWeightedTensorRank-1DecompositionforNonlocalImageDenoising-6TIPTowardsOptimalDenoisingofImageContrast-４TIPTime-of-FlightRangeMeasurementinLow-sensingEnvironment:NoiseAnalysisandComplex-domainNon-localDenoising-4TIPStatisticalNearestNeighborsforImageDenoising-10TIPJointDenoising/CompressionofImageContoursviaShapePriorandContextTree-5TIPImageRestorationbyIterativeDenoisingandBackwardProjections-45TIPCorruptedreferenceimagequalityassessmentofdenoisedimages-3TIPFFDNet:TowardafastandflexiblesolutionforCNN-basedimagedenoisingMatlab437TIPExternalpriorguidedinternalpriorlearningforreal-worldnoisyimagedenoising-60TIPClass-awarefullyconvolutionalGaussianandPoissondenoisingTensorflow27TIPVIDOSAT:High-dimensionalsparsifyingtransformlearningforonlinevideodenoising-17TIPEffectiveandfastestimationforimagesensornoiseviaconstrainedweightedleastsquares-11ToGDenoisingwithkernelpredictionandasymmetriclossfunctions-46TMMGradientprior-aidedcnndenoiserwithseparableconvolution-basedoptimizationoffeaturedimension-9NIPSTrainingdeeplearningbaseddenoiserswithoutgroundtruthdata-31ICMLNoise2Noise:LearningImageRestorationwithoutCleanData-280CVPRBurstdenoisingwithkernelpredictionnetworks-94CVPRImageBlindDenoisingWithGenerativeAdversarialNetworkBasedNoiseModeling-148CVPRUniversalDenoisingNetworks:ANovelCNNArchitectureforImageDenoisingMatlab127ECCVDeepburstdenoising-41ECCVDeepboostingforimagedenoising-27ECCVAtrilateralweightedsparsecodingschemeforreal-worldimagedenoising-88ECCVDeepimagedemosaickingusingacascadeofconvolutionalresidualdenoisingnetworks-33IJCAIConnectingimagedenoisingandhigh-levelvisiontasksviadeeplearning-16IJCAIWhenimagedenoisingmeetshigh-levelvisiontasks:Adeeplearningapproach-97JVCIRRENOIR–Adatasetforreallow-lightimagenoisereduction-57TCIConvolutionalneuralnetworksfornoniterativereconstructionofcompressivelysensedimages-45ACCVDn-resnet:Efficientdeepresidualnetworkforimagedenoising-10ICIPImageDenoisingforImageRetrievalbyCascadingaDeepQualityAssessmentNetwork-3arxivCorrectionbyprojection:Denoisingimageswithgenerativeadversarialnetworks-29arxivNon-localvideodenoisingbyCNNPytorch15arxivIterativeresidualnetworkfordeepjointimagedemosaickinganddenoising-9arxivFullyconvolutionalpixeladaptiveimagedenoiser-8arxivFast,trainable,multiscaledenoising-4arxivDeeplearningforimagedenoising:asurvey-402017PublTitleCodeCiteTIPBeyondagaussiandenoiser:Residuallearningofdeepcnnforimagedenoising-2250TIPImprovedDenoisingviaPoissonMixtureModelingofImageSensorNoise-14TIPReweightedLow-RankMatrixAnalysiswithStructuralSmoothnessforImageDenoising-22TIPCategory-specificobjectimagedenoising-21TIPAffineNon-LocalMeansImageDenoising-24CVPRImageDenoisingviaCNNs:AnAdversarialApproach-43CVPRNon-localcolorimagedenoisingwithconvolutionalneuralnetworks-162CVPRLearningDeepCNNDenoiserPriorforImageRestoration-669ICCVLearningProximalOperators:UsingDenoisingNetworksforRegularizingInverseImagingProblems-130ICCVMulti-channelWeightedNuclearNormMinimizationforRealColorImageDenoising-134ICCVJointAdaptiveSparsityandLow-RanknessontheFly:AnOnlineTensorReconstructionSchemeforVideoDenoising-29ICCVBlobReconstructionUsingUnilateralSecondOrderGaussianKernelswithApplicationtoHigh-ISOLong-ExposureImageDenoising-8ICIPImagedenoisingusinggroupsparsityresidualandexternalnonlocalself-similarityprior-6arxivBlock-matchingconvolutionalneuralnetworkforimagedenoising-36arxivLearningpixel-distributionpriorwithwiderconvolutionforimagedenoisingMatlab10arxivChainingidentitymappingmodulesforimagedenoising-8ICTAIDilateddeepresidualnetworkforimagedenoising-34before2017YearPublicationTitleCodeCitation2016CVPRDeepGaussianconditionalrandomfieldnetwork:Amodel-baseddeepnetworkfordiscriminativedenoising-532016CVPRFromNoiseModelingtoBlindImageDenoising-442016TIPPatch-basedvideodenoisingwithopticalflowestimation-642016ToGDeepjointdemosaickinganddenoising-2052016ICASSPFastdepthimagedenoisingandenhancementusingadeepconvolutionalnetwork-412015ICCVAnefficientstatisticalmethodforimagenoiselevelestimation-1032015TIPImage-specificprioradaptationfordenoising-162015IPOLThenoiseclinic:ablindimagedenoisingalgorithm-762014TIPPracticalsignal-dependentnoiseparameterestimationfromasinglenoisyimage-552014-Photon,PoissonNoise-672012CVPRImagedenoising:CanplainneuralnetworkscompetewithBM3D?-9112012ICIPThedominanceofPoissonnoiseincolordigitalcameras-222009SPClippednoisyimages:Heteroskedasticmodelingandpracticaldenoising-1132008TIPPracticalPoissonian-Gaussiannoisemodelingandfittingforsingle-imageraw-dataMatlab5522007TIPImagedenoisingbysparse3-Dtransform-domaincollaborativefiltering-60292007TPAMIAutomaticestimationandremovalofnoisefromasingleimage-5202005CVPRAnon-localalgorithmforimagedenoising-60202019BooksCMOS:CircuitDesign,Layout,andSimulation:ForthEdition-48702018BooksDenoisingofphotographicimagesandvideo:fundamentals,openchallengesandnewtrends-5
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