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A No-Reference Autoencoder Video Quality Metric

Abstract: 

In this work, we introduce the No-reference Autoencoder VidEo (NAVE) quality metric, which is based on a deep au-toencoder machine learning technique. The metric uses a set of spatial and temporal features to estimate the overall visual quality, taking advantage of the autoencoder ability to produce a better and more compact set of features. NAVE was tested on two databases: the UnB-AVQ database and the LiveNetflix-II database. Results show that the method is able to estimate the perceived video quality with a good correlation performance and a small error, when compared to currently available no-reference and full-reference video quality objective metrics.

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Paper Details

Authors:
Helard B. Martinez ; Mylène C. Q. Farias ; Andrew Hines
Submitted On:
22 September 2019 - 12:53pm
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Mylene Farias
Paper Code:
2637
Document Year:
2019
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Document Files

2019-09-ICIP-presentation.pdf

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[1] Helard B. Martinez ; Mylène C. Q. Farias ; Andrew Hines , "A No-Reference Autoencoder Video Quality Metric", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4816. Accessed: Feb. 18, 2020.
@article{4816-19,
url = {http://sigport.org/4816},
author = { Helard B. Martinez ; Mylène C. Q. Farias ; Andrew Hines },
publisher = {IEEE SigPort},
title = {A No-Reference Autoencoder Video Quality Metric},
year = {2019} }
TY - EJOUR
T1 - A No-Reference Autoencoder Video Quality Metric
AU - Helard B. Martinez ; Mylène C. Q. Farias ; Andrew Hines
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4816
ER -
Helard B. Martinez ; Mylène C. Q. Farias ; Andrew Hines . (2019). A No-Reference Autoencoder Video Quality Metric. IEEE SigPort. http://sigport.org/4816
Helard B. Martinez ; Mylène C. Q. Farias ; Andrew Hines , 2019. A No-Reference Autoencoder Video Quality Metric. Available at: http://sigport.org/4816.
Helard B. Martinez ; Mylène C. Q. Farias ; Andrew Hines . (2019). "A No-Reference Autoencoder Video Quality Metric." Web.
1. Helard B. Martinez ; Mylène C. Q. Farias ; Andrew Hines . A No-Reference Autoencoder Video Quality Metric [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4816