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PHOTO STYLE TRANSFER WITH CONSISTENCY LOSSES

Abstract: 

We address the problem of style transfer between two photos and propose a new way to preserve photorealism. Using the single pair of photos available as input, we train a pair of deep convolution networks (convnets), each of which transfers the style of one photo to the other. To enforce photorealism, we introduce a content preserving mechanism by combining a cycle-consistency loss with a self-consistency loss. Experimental results show that this method does not suffer from typical artifacts observed in methods working in the same settings. We then further analyze some properties of these trained convnets. First, we notice that they can be used to stylize other unseen images with same known style. Second, we show that retraining only a small subset of the network parameters can be sufficient to adapt these convnets to new styles.

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Paper Details

Authors:
Xu Yao, Gilles Puy, Patrick Pérez
Submitted On:
20 September 2019 - 7:34am
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Xu YAO
Paper Code:
P2266
Document Year:
2019
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Document Files

PHOTO STYLE TRANSFER WITH CONSISTENCY LOSSES.pdf

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[1] Xu Yao, Gilles Puy, Patrick Pérez, "PHOTO STYLE TRANSFER WITH CONSISTENCY LOSSES", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4742. Accessed: Oct. 22, 2019.
@article{4742-19,
url = {http://sigport.org/4742},
author = {Xu Yao; Gilles Puy; Patrick Pérez },
publisher = {IEEE SigPort},
title = {PHOTO STYLE TRANSFER WITH CONSISTENCY LOSSES},
year = {2019} }
TY - EJOUR
T1 - PHOTO STYLE TRANSFER WITH CONSISTENCY LOSSES
AU - Xu Yao; Gilles Puy; Patrick Pérez
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4742
ER -
Xu Yao, Gilles Puy, Patrick Pérez. (2019). PHOTO STYLE TRANSFER WITH CONSISTENCY LOSSES. IEEE SigPort. http://sigport.org/4742
Xu Yao, Gilles Puy, Patrick Pérez, 2019. PHOTO STYLE TRANSFER WITH CONSISTENCY LOSSES. Available at: http://sigport.org/4742.
Xu Yao, Gilles Puy, Patrick Pérez. (2019). "PHOTO STYLE TRANSFER WITH CONSISTENCY LOSSES." Web.
1. Xu Yao, Gilles Puy, Patrick Pérez. PHOTO STYLE TRANSFER WITH CONSISTENCY LOSSES [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4742