Inspired by the work on domain adaptation (Ajakan et al., 2014;Ganin et al., 2016;Bousmalis et al., 2016), we hope that the features extracted by shared layer is invariant across the heterogonous segmentation criteria.
we jointly optimize the shared Figure 3: Architecture of Model-III with adversarial training strategy for shared layer.