Attribute-Driven Spontaneous Motion in Unpaired Image Translation

Ruizheng Wu; Xin Tao; Xiaodong Gu; Xiaoyong Shen; Jiaya Jia

ICCV 2019poster20 citations

Attribute-Driven Spontaneous Motion in Unpaired Image Translation

Ruizheng Wu, Xin Tao, Xiaodong Gu, Xiaoyong Shen, Jiaya Jia

Abstract

Current image translation methods, albeit effective to produce high-quality results in various applications, still do not consider much geometric transform. We in this paper propose the spontaneous motion estimation module, along with a refinement part, to learn attribute-driven deformation between source and target domains. Extensive experiments and visualization demonstrate effectiveness of these modules. We achieve promising results in unpaired-image translation tasks, and enable interesting applications based on spontaneous motion.

BibTeX

@inproceedings{iccv2019_attributedrivens,
  title = {Attribute-Driven Spontaneous Motion in Unpaired Image Translation},
  author = {Ruizheng Wu and Xin Tao and Xiaodong Gu and Xiaoyong Shen and Jiaya Jia},
  booktitle = {ICCV 2019},
  year = {2019}
}