Trainingdata-efficientImagetransformers&distillationthroughattentionHugoTouvron12MatthieuCord12MatthijsDouze1FranciscoMassa1AlexandreSablayrolles1Herve´Je´gou1Abstract⚗↑⚗Recently,neuralnetwork...
SinIR:EffcientGeneralImageManipulationwithSingleImageReconstructionJihyeongYoo1QifengChen1Abstractdeeplearningbecamepopular,provinginternalapproachescanbesuccessfullyappliedtoseveralImagemanipulati...
High-PerformanceLarge-ScaleImageRecognitionWithoutNormalizationAndrewBrock1SohamDe1SamuelL.Smith1KarenSimonyan1AbstractFigure1.ImageNetValidationAccuracyvsTrainingLatency.Allnumbersaresingle-model,...
FairnessforImageGenerationwithUncertainSensitiveAttributesAjilJalal1SushrutKarmalkar2JessicaHoffmann2AlexandrosG.Dimakis1EricPrice2Abstractrecentcontroversieshaveeruptedoverhowcurrentmachinelearnin...
ExploreVisualConceptFormationforImageClassificationShengzhouXiong1YihuaTan1GuoyouWang1Abstractorderthatunseensamplesalsofitthismapping.Butforhu-mans,theabilityofclassificationisgainedthroughconcept...
AutoencoderImageInterpolationbyShapingtheLatentSpaceAlonOring1ZoharYakhini1YacovHel-Or1Abstractexistingobjects,cameraparametersandadditionalscenecomponents,suchaslightingandthereflectivecharacteris...
LeveragingFrequencyAnalysisforDeepFakeImageRecognitionJoelFrank1ThorstenEisenhofer1LeaScho¨nherr1AsjaFischer1DorotheaKolossa1ThorstenHolz1AbstracttheFlicker-Faces-HQdatasetandonegeneratedbyStyle-G...
LearningFactorizedWeightMatrixforJointFilteringXiangyuXu1YongruiMa2WenxiuSun3Abstractetal.,2010;Suetal.,2019),textureremoval(Xuetal.,2011;Lietal.,2019),super-resolution(Xuetal.,2019a),Jointfilterin...
ImprovingRobustnessofDeep-Learning-BasedImageReconstructionAnkitRaj1YoramBresler1BoLi2Abstract1.IntroductionDeep-learning-basedmethodsforvariousappli-Adversarialexamplesfordeeplearningbasedmethodsh...
FromImageNettoImageClassification:ContextualizingProgressonBenchmarksDimitrisTsipras1ShibaniSanturkar1LoganEngstrom1AndrewIlyas1AleksanderMa˛dry1Abstract(a)missile(b)stage(c)monasteryBuildingrichm...
Data-EfficientImageRecognitionwithContrastivePredictiveCodingOlivierJ.He´naff1AravindSrinivas2JeffreyDeFauw1AliRazavi1CarlDoersch1S.M.AliEslami1AaronvandenOord1Abstract2xfewerlabelsHumanobserversc...
High-FidelityImageGenerationWithFewerLabelsMarioLucic1MichaelTschannen2MarvinRitter1XiaohuaZhai1OlivierBachem1SylvainGelly1AbstractFigure1.MedianFIDofthebaselinesandtheproposedmethod.Theverticallin...
Cross-Domain3DEquivariantImageEmbeddingsCarlosEsteves1AvneeshSud2ZhengyiLuo1KostasDaniilidis1AmeeshMakadia2AbstractAdesirablepropertyforanImageembeddingisrobustnessto3Dgeometrictransformationsofthe...
Noise2Noise:LearningImageRestorationwithoutCleanDataJaakkoLehtinen12JacobMunkberg1JonHasselgren1SamuliLaine1TeroKarras1MiikaAittala3TimoAila1Abstractrenderingsofasyntheticscene,etc.Significantadvan...
ImageTransformerNikiParmar1AshishVaswani1JakobUszkoreit1ŁukaszKaiser1NoamShazeer1AlexanderKu23DustinTran4AbstractTable1.ThreeoutputsofaCelebAsuper-resolutionmodelfol-lowedbythreeImagecompletionsby...
GraduallyUpdatedNeuralNetworksforLarge-ScaleImageRecognitionSiyuanQiao1ZhishuaiZhang1WeiShen12BoWang3AlanYuille1AbstractSoftMaxSoftMaxBlock3×?3GUNN3×1Depthisoneofthekeysthatmakeneuralnet-Pooling...
Real-TimeAdaptiveImageCompressionOrenRippel1LubomirBourdev1Abstractwell-suitedtoconstructrepresentationssufficientlycom-pact.Recently,therehavebeenanumberofimportantef-Wepresentamachinelearning-bas...
Large-ScaleEvolutionofImageClassifiersEstebanReal1SherryMoore1AndrewSelle1SaurabhSaxena1YutakaLeonSuematsu2JieTan1QuocV.Le1AlexeyKurakin1AbstractItisthereforenotsurprisingthatinrecentyears,tech-niq...
DeepBayesianActiveLearningwithImageDataYarinGal12RiashatIslam1ZoubinGhahramani13Abstractmedicaldiagnosis,microbiology,andmanufacturing(Tong,2001).Inactivelearning,amodelistrainedonasmallEventhougha...
ConditionalImageSynthesiswithAuxiliaryClassifierGANsAugustusOdena1ChristopherOlah1JonathonShlens1AbstractseveralpromisingapproachesforbuildingImagesynthe-sismodels.Variationalautoencoders(VAEs)maxi...