DomainAdaptationinRegression CorinnaCortes 1 andMehryarMohri 2,1 1 GoogleResearch, 76NinthAvenue,NewYork,NY10011. 2 CourantInstituteofMathematicalSciences, 251MercerStreet,NewYork,NY10012. Abstract.Thispaperpresentsaseriesofnewresultsfordomainadaptationin theregressionsetting.Weprovethatthediscrepancyisadistance...
Mohri. Domain adaptation in regression. In Proceedings of ALT, 2011.Corinna Cortes and Mehryar Mohri. Domain adaptation in regression. In Proceedings of ALT, 2011.Cortes, Corinna, and Mohri, Mehryar. Domain adaptation in regression. In Pro- ceedings of the 22nd International Conference on ...
domain adaptation in regression:回归域自适应 热度: CVPR 2019【域自适应(Domain Adaptation)】相关论文和代码 热度: DomainAdaptationwithMultipleSources YishayMansour GoogleResearchand TelAvivUniv. mansour@tau.ac.il MehryarMohri CourantInstituteand GoogleResearch ...
Unsupervised Domain Adaptation for Regression (UDAR) aims to adapt models from a labeled source domain to an unlabeled target domain for regression tasks. Traditional feature alignment methods, successful in classification, often prove ineffective for regression due to the correlated nature of regression ...
论文链接:Contrastive Regression for Domain Adaptation on Gaze Estimation (thecvf.com) Motivation: 单目视线估计的一大优势是不需要专业的视线采集设备,因此成本低,更方便落地。但是基于单目图像的视线估计依赖准确的标注。尽管现在有足够大的数据集,当但如果测试集合训练集不来自于同一个数据集,因为受试者、照明、...
领域适应(domain adaptation)是通过把源域(source domain)的知识迁移到目标域(target domain)来解决领域偏移的问题。这种方法虽然有效,但一般需要目标域的大量数据,实际应用中可能无法获取。因此我们选择通过领域泛化(domain generalization)来解决这个问题,即仅使用源域数据训练出具有较强泛化能力的模型。在这项工作中我们...
Domain adaptation problems arise when the data distribution in test domain is different from that in training domain. In this paper, we provide a new error bound for the domain adaptive regression problem. Inspired by the original ideas in 0-1 classification, firstly, an error bound with a lar...
Zero-shot domain adaptation via kernel regression on the grassman- nian. BMVC workshop on Differential Geometry in Computer Vision, 2015.Y. Yang and T. M. Hospedales. Zero-shot domain adaptation via kernel regression on the grassmannian. In BMVC Work- shop on Differential Geometry in ...
DARE-GRAM : Unsupervised Domain Adaptation Regression by Aligning Inverse Gram Matrices Ismail Nejjar EPFL, Switzerland ismail.nejjar@epfl.ch Qin Wang ETH Zurich, Switzerland qwang@ethz.ch Olga Fink EPFL, Switzerland olga.fink@epfl.ch Abstract Unsupervised ...
域自适应(Domain Adaptation)论文和代码- Universal Domain Adaptation 热度: domain adaptation in regression:回归域自适应 热度: CVPR 2019【域自适应(Domain Adaptation)】相关论文和代码 热度: http://pub.hal3.name#daume07easyadapt FrustratinglyEasyDomainAdaptation ...