DomainAdaptationwithAsymmetrically-RelaxedDistributionAlignmentYifanWu1EzraWinston1DivyanshKaushik1ZacharyC.Lipton1Abstractever,well-chosenassumptionscanmakepossiblealgorithmswithnon-vacuousperform...
BridgingTheoryandAlgorithmforDomainAdaptationYuchenZhang12TianleLiu13MingshengLong12MichaelI.Jordan4AbstractRemarkabletheoreticaladvanceshavebeenachievedindo-mainadaptation.Mansouretal.(2009c);Ben-...
LearningSemanticRepresentationsforUnsupervisedDomainAdaptationShaoanXie12ZibinZheng12LiangChen12ChuanChen12AbstractforadaptingpredictivemodelstothetargetDomain(Pan&Yang,2010).Itisimportanttotransfe...
CyCADA:Cycle-ConsistentAdversarialDomainAdaptationJudyHoffman1EricTzeng1TaesungPark1Jun-YanZhu1PhillipIsola12KateSaenko3AlexeiA.Efros1TrevorDarrell1AbstractSourceimage(GTA5)Adaptedsourceimage(Ours)...
AsymmetricTri-trainingforUnsupervisedDomainAdaptationKuniakiSaito1YoshitakaUshiku1TatsuyaHarada12Abstractdataset(Girshicketal.,2014;Longetal.,2015a).ItisimportanttoapplymodelstrainedonalargeOneofth...