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Learning Optimal Parameters for Binary Sensing Image Reconstruction Algorithms

Abstract: 

A novel data-driven reconstruction algorithm for quantum image sensors (QIS) is proposed. Observations are efficiently decoded by modeling the reconstruction structure as a two-layer neural network, where optimal coefficients are obtained via error backpropagation. Our model encapsulates the structure of state-of-the-art algorithms, yet it presents a faster alternative which adapts to input examples without a priori statistical information. Simulations on natural and synthetic datasets show accurate reconstructions consistent with the state of the art, while requiring 5 times less computational cost.

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Paper Details

Authors:
Renán A. Rojas, Wangyu Luo, Victor Murray, and Yue M. Lu
Submitted On:
14 September 2017 - 9:54pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Renan A. Rojas
Paper Code:
2926
Document Year:
2017
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Document Files

rojas_2017_learning_poster.pdf

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[1] Renán A. Rojas, Wangyu Luo, Victor Murray, and Yue M. Lu, "Learning Optimal Parameters for Binary Sensing Image Reconstruction Algorithms", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/2063. Accessed: Dec. 13, 2018.
@article{2063-17,
url = {http://sigport.org/2063},
author = {Renán A. Rojas; Wangyu Luo; Victor Murray; and Yue M. Lu },
publisher = {IEEE SigPort},
title = {Learning Optimal Parameters for Binary Sensing Image Reconstruction Algorithms},
year = {2017} }
TY - EJOUR
T1 - Learning Optimal Parameters for Binary Sensing Image Reconstruction Algorithms
AU - Renán A. Rojas; Wangyu Luo; Victor Murray; and Yue M. Lu
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/2063
ER -
Renán A. Rojas, Wangyu Luo, Victor Murray, and Yue M. Lu. (2017). Learning Optimal Parameters for Binary Sensing Image Reconstruction Algorithms. IEEE SigPort. http://sigport.org/2063
Renán A. Rojas, Wangyu Luo, Victor Murray, and Yue M. Lu, 2017. Learning Optimal Parameters for Binary Sensing Image Reconstruction Algorithms. Available at: http://sigport.org/2063.
Renán A. Rojas, Wangyu Luo, Victor Murray, and Yue M. Lu. (2017). "Learning Optimal Parameters for Binary Sensing Image Reconstruction Algorithms." Web.
1. Renán A. Rojas, Wangyu Luo, Victor Murray, and Yue M. Lu. Learning Optimal Parameters for Binary Sensing Image Reconstruction Algorithms [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/2063