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Multiple-image Super Resolution Using Both Reconstruction Optimization and Deep Neural Network

Abstract: 

We present an efficient multi-image super resolution (MISR) method. Our solution consists of a L1-norm optimized reconstruction scheme for super resolution (SR), and a three-layer convolutional network for artifacts removal, in a concatenated fashion. Such a two-stage method achieves excellent performance, which outperforms the existing state-of-the-art SR methods in both subjective and objective measurements (e.g., 5 to 7 dB improvements on popular image database using PSNR metric).

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Paper Details

Authors:
Jie Wu, Tao Yue, Qiu Shen, Xun Cao, Zhan Ma
Submitted On:
9 November 2017 - 10:11pm
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Jie Wu
Paper Code:
GlobalSIP#1190
Document Year:
2017
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[1] Jie Wu, Tao Yue, Qiu Shen, Xun Cao, Zhan Ma, "Multiple-image Super Resolution Using Both Reconstruction Optimization and Deep Neural Network", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/2279. Accessed: Jul. 17, 2018.
@article{2279-17,
url = {http://sigport.org/2279},
author = {Jie Wu; Tao Yue; Qiu Shen; Xun Cao; Zhan Ma },
publisher = {IEEE SigPort},
title = {Multiple-image Super Resolution Using Both Reconstruction Optimization and Deep Neural Network},
year = {2017} }
TY - EJOUR
T1 - Multiple-image Super Resolution Using Both Reconstruction Optimization and Deep Neural Network
AU - Jie Wu; Tao Yue; Qiu Shen; Xun Cao; Zhan Ma
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/2279
ER -
Jie Wu, Tao Yue, Qiu Shen, Xun Cao, Zhan Ma. (2017). Multiple-image Super Resolution Using Both Reconstruction Optimization and Deep Neural Network. IEEE SigPort. http://sigport.org/2279
Jie Wu, Tao Yue, Qiu Shen, Xun Cao, Zhan Ma, 2017. Multiple-image Super Resolution Using Both Reconstruction Optimization and Deep Neural Network. Available at: http://sigport.org/2279.
Jie Wu, Tao Yue, Qiu Shen, Xun Cao, Zhan Ma. (2017). "Multiple-image Super Resolution Using Both Reconstruction Optimization and Deep Neural Network." Web.
1. Jie Wu, Tao Yue, Qiu Shen, Xun Cao, Zhan Ma. Multiple-image Super Resolution Using Both Reconstruction Optimization and Deep Neural Network [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/2279