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Image Restoration with Deep Generative Models

Abstract: 

Many image restoration problems are ill-posed in nature, hence, beyond the input image, most existing methods rely on a carefully engineered image prior, which enforces some local image consistency in the recovered image. How tightly the prior assumptions are fulfilled has a big impact on the resulting task performance. To obtain more flexibility, in this work, we proposed to design the image prior in a data-driven manner. Instead of explicitly defining the prior, we learn it using deep generative models. We demonstrate that this learned prior can be applied to many image restoration problems using an unified framework.

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Paper Details

Authors:
Chen Chen, Alexander G. Schwing, Mark Hasegawa-Johnson, Minh N. Do
Submitted On:
17 April 2018 - 12:40am
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Teck Yian Lim
Paper Code:
3208
Document Year:
2018
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Document Files

presentation.pdf

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[1] Chen Chen, Alexander G. Schwing, Mark Hasegawa-Johnson, Minh N. Do, "Image Restoration with Deep Generative Models", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/2927. Accessed: Dec. 11, 2018.
@article{2927-18,
url = {http://sigport.org/2927},
author = {Chen Chen; Alexander G. Schwing; Mark Hasegawa-Johnson; Minh N. Do },
publisher = {IEEE SigPort},
title = {Image Restoration with Deep Generative Models},
year = {2018} }
TY - EJOUR
T1 - Image Restoration with Deep Generative Models
AU - Chen Chen; Alexander G. Schwing; Mark Hasegawa-Johnson; Minh N. Do
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/2927
ER -
Chen Chen, Alexander G. Schwing, Mark Hasegawa-Johnson, Minh N. Do. (2018). Image Restoration with Deep Generative Models. IEEE SigPort. http://sigport.org/2927
Chen Chen, Alexander G. Schwing, Mark Hasegawa-Johnson, Minh N. Do, 2018. Image Restoration with Deep Generative Models. Available at: http://sigport.org/2927.
Chen Chen, Alexander G. Schwing, Mark Hasegawa-Johnson, Minh N. Do. (2018). "Image Restoration with Deep Generative Models." Web.
1. Chen Chen, Alexander G. Schwing, Mark Hasegawa-Johnson, Minh N. Do. Image Restoration with Deep Generative Models [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/2927