Unsupervised Domain Adaptation by Backpropagation

Yaroslav Ganin, Victor S. Lempitsky

Abstract: Top-performing deep architectures are trained on massive amounts of labeled data. In the absence of labeled data for a certain task, domain adaptation often provides an attractive option given that...