Domain Adaptation

YSDA ML Research Project (year 2020)

Authors: Maria Burkina, Boris Faizov, Ekaterina Glazkova, Ivan Lukyanchikov, Dmitry Norkin, Roman Shchedrin, Anna Volodkevich

Supervisor: Sergey Ovcharenko

Experiments results

Project wiki page

Experiments folder

Implemented models

• Yaroslav Ganin, Evgeniya Ustinova, Hana Ajakan, Pascal Germain, Hugo Larochelle, François Laviolette, Mario Marchand, Victor Lempitsky. Domain-Adversarial Training of Neural Networks (DANN). Published in JMLR'16, vol. 17, p. 1-35
• Eric Tzeng, Judy Hoffman, Kate Saenko, Trevor Darrell. Adversarial Discriminative Domain Adaptation (ADDA). In CVPR'17.