MixHop:Higher-OrderGraphConvolutionalArchitecturesviaSparsifiedNeighborhoodMixingSamiAbu-El-Haija1BryanPerozzi2AmolKapoor2NazaninAlipourfard1KristinaLerman1HrayrHarutyunyan1GregVerSteeg1AramGalstya...
MakingConvolutionalNetworksShift-InvariantAgainRichardZhang1Abstractpiricalevidencesuggestsmax-poolingprovidesstrongertaskperformance(Schereretal.,2010),leadingtoitsModernConvolutionalnetworksareno...
LegoNet:EfficientConvolutionalNeuralNetworkswithLegoFiltersZhaohuiYang12YunheWang2HantingChen12ChuanjianLiu2BoxinShi34ChaoXu1ChunjingXu2ChangXu5AbstractHuangetal.,2017),detection(Renetal.,2015;Liue...
InterpretingAdversariallyTrainedConvolutionalNeuralNetworksTianyuanZhang1ZhanxingZhu234AbstractAlongthisline,somerecentworksshowedthatstandardCNNstrainedonImageNetmaketheirpredictionsrelyonWeattemp...
GraphConvolutionalGaussianProcessesIanWalker1BenGlocker1Abstractthedimensionalityoftheinputinaprincipledmanner,in-spiredbyrecentworkingeometricdeeplearning(BronsteinWeproposeanovelBayesiannonparame...
GeometryAwareConvolutionalFiltersforOmnidirectionalImagesRepresentationRenataKhasanova1PascalFrossard1Abstract(a)(b)(c)Duetotheirwidefieldofview,omnidirectionalFigure1.Adaptationofthesizeandshapeof...
GaugeEquivariantConvolutionalNetworksandtheIcosahedralCNNTacoS.Cohen1MauriceWeiler2BerkayKicanaoglu2MaxWelling1AbstractFigure1.AgaugeisasmoothlyvaryingchoiceoftangentframeonasubsetUofamanifoldM.Aga...
EfficientNet:RethinkingModelScalingforConvolutionalNeuralNetworksMingxingTan1QuocV.Le1Abstract84EfficientNet-B7ConvolutionalNeuralNetworks(ConvNets)areB6AmoebaNet-Ccommonlydevelopedatafixedresource...
DisentangledGraphConvolutionalNetworksJianxinMa1PengCui1KunKuang1XinWang1WenwuZhu1Abstracttheirend-to-endnatureandadoptionofdeeparchitectures.Theformationofareal-worldgraphtypicallyDespitetheirenor...
ConvolutionalPoissonGammaBeliefNetworkChaojieWang1BoChen1SuchengXiao1MingyuanZhou2Abstractitisverychallengingtodirectlymodelthislosslessrepre-sentation.ThusexistingmethodsoftenresorttosimplifiedFor...
Band-limitedTrainingandInferenceforConvolutionalNeuralNetworksAdamDziedzic1JohnPaparrizos1SanjayKrishnan1AaronElmore1MichaelFranklin1AbstractponentsofitsConvolutionallayers?Weshowthattheanswertothe...
ApproximationandNon-parametricEstimationofResNet-typeConvolutionalNeuralNetworksKentaOono12TaijiSuzuki13AbstractForfully-connectedneuralnetworks(FNNs),thereisalotofexistingwork,datingbacktothe80’s...
StochasticTrainingofGraphConvolutionalNetworkswithVarianceReductionJianfeiChen1JunZhu1LeSong23Abstractdonotusethegraphstructure,andgraphembeddingap-proaches(Perozzietal.,2014;Tangetal.,2015;Grover&...
OnlineConvolutionalSparseCodingwithSample-DependentDictionaryYaqingWang1QuanmingYao12JamesT.Kwok1LionelM.Ni3Abstract(Kavukcuogluetal.,2010;Zeileretal.,2010;Bristowetal.,2013;Heideetal.,2015;Sˇorel...
LearningOneConvolutionalLayerwithOverlappingPatchesSurbhiGoel1AdamKlivans1RaghuMeka2Abstractlowedbyaveragepooling(Figure1).Moreformally,forWegivethefirstprovablyefficientalgorithmforaninputimagex,w...
GeodesicConvolutionalShapeOptimizationPierreBaque1EdoardoRemelli1Franc¸oisFleuret21PascalFua1AbstractXtrainFωy(Xtrain)Fωz(Xtrain)Aerodynamicshapeoptimizationhasmanyindus-(a)GCNNFωy(Xtest)Fωz(X...
ExploringHiddenDimensionsinParallelizingConvolutionalNeuralNetworksZhihaoJia1SinaLin2CharlesR.Qi1AlexAiken1Abstracteachdevice.Anothercommonapproachismodelparal-lelism(Mirhoseinietal.,2017;Kimetal.,...
ExploitingthePotentialofStandardConvolutionalAutoencodersforImageRestorationbyEvolutionarySearchMasanoriSuganuma12MeteOzay2TakayukiOkatani21Abstractthelimitationofthesehand-designedorsimplepriors,a...
DICOD:DistributedConvolutionalCoordinateDescentforConvolutionalSparseCodingMoreauThomas1OudreLaurent2VayatisNicolas1Abstractlearnedfromthedata(Bristowetal.,2013;Mairaletal.,2010).Inthispaper,weintr...
DCFNet:DeepNeuralNetworkwithDecomposedConvolutionalFiltersQiangQiu1XiuyuanCheng1RobertCalderbank1GuillermoSapiro1AbstractFigure1.InaDCFNet,anL×L×M×MConvolutionallayerisdecomposedintotheproductof...