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  4. Editing in Style: Uncovering the Local Semantics of GANs
 
conference paper

Editing in Style: Uncovering the Local Semantics of GANs

Collins, Edo  
•
Bala, Raja
•
Price, Bob
Show more
2020
2020 Ieee/Cvf Conference On Computer Vision And Pattern Recognition (Cvpr)
IEEE Conference on Computer Vision and Patten Recognition (CVPR 2020)

While the quality of GAN image synthesis has improved tremendously in recent years, our ability to control and condition the output is still limited. Focusing on StyleGAN, we introduce a simple and effective method for making local, semantically-aware edits to a target output image. This is accomplished by borrowing elements from a source image, also a GAN output, via a novel manipulation of style vectors. Our method requires neither supervision from an external model, nor involves complex spatial morphing operations. Instead, it relies on the emergent disentanglement of semantic objects that is learned by StyleGAN during its training. Semantic editing is demonstrated on GANs producing human faces, indoor scenes, cats, and cars. We measure the locality and photorealism of the edits produced by our method, and find that it accomplishes both.

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Type
conference paper
DOI
10.1109/CVPR42600.2020.00581
Web of Science ID

WOS:000620679506005

Author(s)
Collins, Edo  
Bala, Raja
Price, Bob
Süsstrunk, Sabine  
Date Issued

2020

Publisher

IEEE

Publisher place

New York

Published in
2020 Ieee/Cvf Conference On Computer Vision And Pattern Recognition (Cvpr)
Start page

5770

End page

5779

URL

Link to the code

https://github.com/IVRL/GANLocalEditing
Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
IVRL  
Event nameEvent placeEvent date
IEEE Conference on Computer Vision and Patten Recognition (CVPR 2020)

Virtual Conference

June 16-18, 2020

Available on Infoscience
August 11, 2020
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/170776
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