02/02/2021

FaceController: Controllable Attribute Editing for Face in the Wild

Zhiliang Xu, Xiyu Yu, Zhibin Hong, Zhen Zhu, Junyu Han, Jingtuo Liu, Errui Ding, Xiang Bai

Keywords:

Abstract Paper Similar Papers

Abstract: Face attribute editing aims to generate faces with one or multiple desired face attributes manipulated while other details are preserved. Unlike prior works such as GAN inversion which has an expensive reverse mapping process, we propose a simple feed-forward network to generate high-fidelity manipulated faces. By simply employing some existing and easy-obtainable prior information, our method can control, transfer, and edit diverse attributes of faces in the wild. The proposed method can consequently be applied to various applications such as face swapping, face relighting, and makeup transfer. In our method, we decouple identity, expression, pose, and illumination by using 3D priors; separate texture and colors by using region-wise style codes. All the information is embedded into adversarial learning by our identity-style normalization module. Disentanglement losses are proposed to enhance the generator to extract information independently from each attribute. Comprehensive quantitative and qualitative evaluations have been conducted. In a single framework, our method achieves the best or competitive scores on a variety of face applications.

The video of this talk cannot be embedded. You can watch it here:
https://slideslive.com/38947865
(Link will open in new window)
 0
 0
 0
 0
  Share    
This is an embedded video. Talk and the respective paper are published at AAAI 2021 virtual conference. If you are one of the authors of the paper and want to manage your upload, see the question "My papertalk has been externally embedded..." in the FAQ section.

Comments

Post Comment
no comments yet
code of conduct: tbd Characters remaining: 140

Similar Papers

 0
 0
 0
 0
 2:55 
 0
 0
 0
 0
 1:00 
 0
 0
 0
 0
 2:43 
 0
 0
 0
 0
 5:01 
 0
 0
 0
 0
 11:28 
 0
 0
 0
 0
 3:49 
 0
 0
 0
 0
 11:03 
 0
 0
 0
 0
 7:42 
 0
 0
 0
 0
 1:00 
 0
 0
 0
 0
 12:25 
 0
 0
 0
 0
 9:47 
 0
 0
 0
 0
 2:19 
 0
 0
 0
 0
 4:56 
 0
 0
 0
 0
 5:01 
 0
 0
 0
 0
 12:54 
 0
 0
 0
 0
 1:01 
 0
 0
 0
 0
 5:02 
 0
 0
 0
 0
 1:01 
 0
 0
 0
 0
 14:49 
 0
 0
 0
 0
 4:38 
 0
 0
 0
 0
 11:41 
 0
 0
 0
 0
 14:07 
 0
 0
 0
 0
 5:01 
 0
 0
 0
 0
 5:02 
 0
 0
 0
 0
 14:17 
 0
 0
 0
 0
 1:01 
 0
 0
 0
 0
 9:49 
 0
 0
 0
 0
 1:01 
 0
 0
 0
 0
 1:01 
 0
 0
 0
 0
 1:01 
 0
 0
 0
 0
 5:09 
 0
 0
 0
 0
 0:59 
 0
 0
 0
 0
 1:01 
 0
 0
 0
 0
 1:01 
 0
 0
 0
 0
 3:11 
 0
 0
 0
 0
 15:15 
 0
 0
 0
 0
 9:32 
 0
 0
 0
 0
 19:55 
 0
 0
 0
 0
 1:01 
 0
 0
 0
 0
 15:26