Search results with tag "Unsupervised domain"
Maximum Classifier Discrepancy for Unsupervised Domain ...
openaccess.thecvf.comMaximum Classifier Discrepancy for Unsupervised Domain Adaptation Kuniaki Saito1, Kohei Watanabe1, Yoshitaka Ushiku1, and Tatsuya Harada1,2 1The University of Tokyo, 2RIKEN {k-saito,watanabe,ushiku,harada}@mi.t.u-tokyo.ac.jp Abstract In this work, we present a method for unsupervised do-
FDA: Fourier Domain Adaptation for Semantic Segmentation
openaccess.thecvf.comIn unsupervised domain adaptation (UDA), we are given a source dataset Ds = {(xs i,y s i) ∼ P(xs,ys)}N s i=1, where xs ∈ RH×W×3 is a color image, and ys ∈ RH×W is the semantic map associated with xs. Similarly D t={x i} N t i=1 is the target …
Domain-Adversarial Training of Neural Networks
www.jmlr.orgcross-domain transfer is one for which an algorithm cannot learn to identify the domain of ... trian image descriptors that are suitable for retrieval and veri cation. We apply domain- ... While the above approaches perform unsupervised domain adaptation, there are ap- ...