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INCHINAWHITEPAPERMEDICALIMAGINGAI中国医学影像AI白皮书01OverviewofAIApplicationsinMedicalField中国AI医学影像白皮书中国AI医学影像白皮书中国AI医学影像白皮书中国AI医学影像白皮书02RecentAdvancesinAIAlgorithmsforMedicalImages中国AI医学影像白皮书中国AI医学影像白皮书š中国AI医学影像白皮书03DataofAIMedicalImages中国AI医学影像白皮书中国AI医学影像白皮书中国AI医学影像白皮书04ClinicalApplications中国AI医学影像白皮书中国AI医学影像白皮书中国AI医学影像白皮书中国AI医学影像白皮书中国AI医学影像白皮书中国AI医学影像白皮书中国AI医学影像白皮书中国AI医学影像白皮书中国AI医学影像白皮书中国AI医学影像白皮书中国AI医学影像白皮书中国AI医学影像白皮书05CurrentStatusofCommercialization中国AI医学影像白皮书中国AI医学影像白皮书中国AI医学影像白皮书中国AI医学影像白皮书中国AI医学影像白皮书06Policies,ChallengesandSuggestions中国AI医学影像白皮书07References中国AI医学影像白皮书1、Shen,D.,Wu,G.,&Suk,H.I.(2017).Deeplearninginmedicalimageanalysis.Annualreviewofbiomedicalengineering,19,221-248.2、Nie,D.,Trullo,R.,Lian,J.,Petitjean,C.,Ruan,S.,Wang,Q.,&Shen,D.(2017,September).Medicalimagesynthesiswithcontext-awaregenerativeadversarialnetworks.InInternationalConferenceonMedicalImageComputingandComputer-As-sistedIntervention(pp.417-425).Springer,Cham.3、Nie,D.,Trullo,R.,Lian,J.,Wang,L.,Petitjean,C.,Ruan,S.,...&Shen,D.(2018).MedicalImageSynthesiswithDeepConvolu-tionalAdversarialNetworks.IEEETransactionsonBiomedicalEngineering.4、Zhang,W.,Li,R.,Deng,H.,Wang,L.,Lin,W.,Ji,S.,&Shen,D.(2015).Deepconvolutionalneuralnetworksformulti-modalityisointenseinfantbrainimagesegmentation.NeuroImage,108,214-224.5、Long,J.,Shelhamer,E.,&Darrell,T.(2015).Fullyconvolutionalnetworksforsemanticsegmentation.InProceedingsoftheIEEEconferenceoncomputervisionandpatternrecognition(pp.3431-3440).6、Goyal,M.,&Yap,M.H.(2017).Multi-classsemanticsegmentationofskinlesionsviafullyconvolutionalnetworks.arXivpreprintarXiv:1711.10449.7、Tran,P.V.(2016).Afullyconvolutionalneuralnetworkforcardiacsegmentationinshort-axisMRI.arXivpreprintarXiv:1604.00494.8、Zhou,X.,Ito,T.,Takayama,R.,Wang,S.,Hara,T.,&Fujita,H.(2016).Three-dimensionalCTimagesegmentationbycombining2Dfullyconvolutionalnetworkwith3Dmajorityvoting.InDeepLearningandDataLabelingforMedicalApplications(pp.111-120).Springer,Cham.9、Ronneberger,O.,Fischer,P.,&Brox,T.(2015,October).U-net:Convolutionalnetworksforbiomedicalimagesegmentation.InInternationalConferenceonMedicalimagecomputingandcomputer-assistedintervention(pp.234-241).Springer,Cham.10、Drozdzal,M.,Vorontsov,E.,Chartrand,G.,Kadoury,S.,&Pal,C.(2016).Theimportanceofskipconnectionsinbiomedicalimagesegmentation.InDeepLearningandDataLabelingforMedicalApplications(pp.179-187).Springer,Cham.11、Poudel,R.P.,Lamata,P.,&Montana,G.(2016).Recurrentfullyconvolutionalneuralnetworksformulti-sliceMRIcardiacsegmentation.InReconstruction,Segmentation,andAnalysisofMedicalImages(pp.83-94).Springer,Cham.12、Alom,M.Z.,Hasan,M.,Yakopcic,C.,Taha,T.M.,&Asari,V.K.(2018).RecurrentResidualConvolutionalNeuralNetworkbasedonU-Net(R2U-Net)forMedicalImageSegmentation.arXivpreprintarXiv:1802.06955.13、Çiçek,Ö.,Abdulkadir,A.,Lienkamp,S.S.,Brox,T.,&Ronneberger,O.(2016,October).3DU-Net:learningdensevolumetricsegmentationfromsparseannotation.InInternationalConferenceonMedicalImageComputingandComputer-AssistedIntervention(pp.424-432).Springer,Cham.14、He,K.,Zhang,X.,Ren,S.,&Sun,J.(2014,September).Spatialpyramidpoolingindeepconvolutionalnetworksforvisualrecognition.InEuropeanconferenceoncomputervision(pp.346-361).Springer,Cham.15、Chen,L.C.,Papandreou,G.,Kokkinos,I.,Murphy,K.,&Yuille,A.L.(2018).Deeplab:Semanticimagesegmentationwithdeepconvolutionalnets,atrousconvolution,andfullyconnectedcrfs.IEEEtransactionsonpatternanalysisandmachineintelligence,40(4),834-848.16、Zhao,H.,Shi,J.,Qi,X.,Wang,X.,&Jia,J.(2017,July).Pyramidsceneparsingnetwork.InIEEEConf.onComputerVisionandPatternRecognition(CVPR)(pp.2881-2890).17、Lin,G.,Milan,A.,Shen,C.,&Reid,I.(2017,July).Refinenet:Multi-pathrefinementnetworksforhigh-resolutionsemanticsegmentation.InIEEEconferenceoncomputervisionandpatternrecognition(CVPR)(Vol.1,No.2,p.3).18、Kamnitsas,K.,Ledig,C.,Newcombe,V.F.,Simpson,J.P.,Kane,A.D.,Menon,D.K.,...&Glocker,B.(2017).Efficientmulti-scale3DCNNwithfullyconnectedCRFforaccuratebrainlesionsegmentation.Medicalimageanalysis,36,61-78.19、Lian,C.,Zhang,J.,Liu,M.,Zong,X.,Hung,S.C.,Lin,W.,&Shen,D.(2018).Multi-channelmulti-scalefullyconvolutionalnetworkfor3Dperivascularspacessegmentationin7TMRimages.Medicalimageanalysis,46,106-117.20、Christ,P.F.,Elshaer,M.E.A.,Ettlinger,F.,Tatavarty,S.,Bickel,M.,Bilic,P.,...&Sommer,W.H.(2016,October).AutomaticliverandlesionsegmentationinCTusingcascadedfullyconvolutionalneuralnetworksand3Dconditionalrandomfields.InInterna-tionalConferenceonMedicalImageComputingandComputer-AssistedIntervention(pp.415-423).Springer,Cham.21、Alansary,A.,Kamnitsas,K.,Davidson,A.,Khlebnikov,R.,Rajchl,M.,Malamateniou,C.,...&Kainz,B.(2016,October).FastfullyautomaticsegmentationofthehumanplacentafrommotioncorruptedMRI.InInternationalConferenceonMedicalImageComputingandComputer-AssistedIntervention(pp.589-597).Springer,Cham.22、Cheng,X.,Zhang,L.,&Zheng,Y.(2018).Deepsimilaritylearningformultimodalmedicalimages.ComputerMethodsinBiomechanicsandBiomedicalEngineering:Imaging&Visualization,6(3),248-252.23、Simonovsky,M.,Gutiérrez-Becker,B.,Ma