KinshipGAN: Synthesizing of Kinship Faces From Family Photos by Regularizing a Deep Face Network [article]

Savas Ozkan, Akin Ozkan
2018 arXiv   pre-print
In this paper, we propose a kinship generator network that can synthesize a possible child face by analyzing his/her parent's photo. For this purpose, we focus on to handle the scarcity of kinship datasets throughout the paper by proposing novel solutions in particular. To extract robust features, we integrate a pre-trained face model to the kinship face generator. Moreover, the generator network is regularized with an additional face dataset and adversarial loss to decrease the overfitting of
more » ... he limited samples. Lastly, we adapt cycle-domain transformation to attain a more stable results. Experiments are conducted on Families in the Wild (FIW) dataset. The experimental results show that the contributions presented in the paper provide important performance improvements compared to the baseline architecture and our proposed method yields promising perceptual results.
arXiv:1806.08600v2 fatcat:6q66aavlvjej3nislwxoou7p4m