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High-dimensional embedding denoising autoencoding prior for color image restoration

Abstract: 

This work exploits the basic denoising autoencoding (DAE) as enhanced priori for color image restoration (IR). The proposed method consists of two steps: enhanced DAE network learning and iterative restoration. To be special, at the training phase, a denoising network taking 6-dimensional variable as input is trained. Then, the network-driven high-dimensional prior information embedded DAE priori is utilized in the iterative restoration procedure. We first map the intermediate color image to be 6 dimensional and employ the higher-dimensional network to handle its corrupted version. The average operator is used to turn it back to the 3-channel image. The higher-dimensional prior alleviates the issue of the basic DAE that getting trapped in local optimal solution and effectively overcomes the instability. Experimental results on single image super-restoration (SISR) and deblurring demonstrate that the proposed algorithm can achieve good performance and prime visual inspection.

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Paper Details

Authors:
Yuan Yuan, Jinjie Zhou, Zhuonan He, Shanshan Wang, Biao Xiong,Qiegen Liu
Submitted On:
19 September 2019 - 9:32pm
Short Link:
Type:
Presentation Slides
Event:
Paper Code:
MP.L7.2
Document Year:
2019
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High-dimensional embedding denoising autoencoding prior for color image restoration

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[1] Yuan Yuan, Jinjie Zhou, Zhuonan He, Shanshan Wang, Biao Xiong,Qiegen Liu, "High-dimensional embedding denoising autoencoding prior for color image restoration", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4671. Accessed: Nov. 14, 2019.
@article{4671-19,
url = {http://sigport.org/4671},
author = {Yuan Yuan; Jinjie Zhou; Zhuonan He; Shanshan Wang; Biao Xiong;Qiegen Liu },
publisher = {IEEE SigPort},
title = {High-dimensional embedding denoising autoencoding prior for color image restoration},
year = {2019} }
TY - EJOUR
T1 - High-dimensional embedding denoising autoencoding prior for color image restoration
AU - Yuan Yuan; Jinjie Zhou; Zhuonan He; Shanshan Wang; Biao Xiong;Qiegen Liu
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4671
ER -
Yuan Yuan, Jinjie Zhou, Zhuonan He, Shanshan Wang, Biao Xiong,Qiegen Liu. (2019). High-dimensional embedding denoising autoencoding prior for color image restoration. IEEE SigPort. http://sigport.org/4671
Yuan Yuan, Jinjie Zhou, Zhuonan He, Shanshan Wang, Biao Xiong,Qiegen Liu, 2019. High-dimensional embedding denoising autoencoding prior for color image restoration. Available at: http://sigport.org/4671.
Yuan Yuan, Jinjie Zhou, Zhuonan He, Shanshan Wang, Biao Xiong,Qiegen Liu. (2019). "High-dimensional embedding denoising autoencoding prior for color image restoration." Web.
1. Yuan Yuan, Jinjie Zhou, Zhuonan He, Shanshan Wang, Biao Xiong,Qiegen Liu. High-dimensional embedding denoising autoencoding prior for color image restoration [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4671