Domain-Adversarial Training of Neural Networks

Yaroslav Ganin (1) , Evgeniya Ustinova (1) , Hana Ajakan (2) , Pascal Germain (3, 4) , Hugo Larochelle (5) , François Laviolette (2) , Mario Marchand (2) , Victor Lempitsky (1)

1 Skoltech - Skolkovo Institute of Science and Technology [Moscow]
2 ULaval - Université Laval [Québec]
3 DI-ENS - Département d'informatique - ENS Paris
4 SIERRA - Statistical Machine Learning and Parsimony
5 UdeS - Université de Sherbrooke

Domaines: Machine Learning [stat.ML]; Apprentissage [cs.LG]; Vision par ordinateur et reconnaissance de formes [cs.CV]

Yaroslav Ganin, Evgeniya Ustinova, Hana Ajakan, Pascal Germain, Hugo Larochelle, et al.. Domain-Adversarial Training of Neural Networks. Gabriela Csurka. Domain Adaptation in Computer Vision Applications, Springer, 2017, Advances in Computer Vision and Pattern Recognition, 978-3-319-58346-4. ⟨10.1007/978-3-319-58347-1⟩. ⟨hal-01624607⟩