讲义案例教案讲稿cvpr18tell me where to look guided attention inference network.pdf

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TellMeWheretoLook:GuidedAttentionInferenceNetwork13331,2KunpengLi,ZiyanWu,Kuan-ChuanPeng,JanErnstandYunFu1DepartmentofElectricalandComputerEngineering,NortheasternUniversity,Boston,MA2CollegeofComputerandInformationScience,NortheasternUniversity,Boston,MA3SiemensCorporateTechnology,Princeton,NJ{kunpengli,yunfu}@ece.neu.edu,{ziyan.wu,kuanchuan.peng,jan.ernst}@siemens.comAbstractSelf-Exploration“Otherpartsbelongtoboat?”WeaklysupervisedlearningwithonlycoarselabelscanobtainvisualexplanationsofdeepneuralnetworksuchasEnd-to-endtrainingattentionmapsbyback-propagatinggradients.Theseat-ExtraSupervisiontentionmapsarethenavailableaspriorsfortaskssuchasobjectlocalizationandsemsegmentation.Inonecommonframeworkweaddressthreeshortcosofpre-viousapproachesinmingsuchattentionmaps:We(1)makeattentionmapsanexp

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