Optimal Unsupervised Domain Translation

Understand

Domain Translation is the problem of finding a meaningful correspondence between two domains.

• Since in a majority of settings paired supervision is not available, much work focuses on Unsupervised Domain Translation (UDT) where data samples from each domain are unpaired.
• Following the seminal work of CycleGAN for UDT, many variants and extensions of this model have been proposed.
• However, there is still little theoretical understanding behind their success.