A Novel Consistent Quality Driven for JEM Based Distributed Video Coding

Distributed video coding (DVC) is an attractive and promising solution for low complexity constrained video applications, such as wireless sensor networks or wireless surveillance systems. In DVC, visual quality consistency is one of the most important issues to evaluate the performance of a DVC cod...

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Main Authors: Dinh Trieu Duong, Huy Phi Cong, Xiem Hoang Van
Format: Article
Language:English
Published: MDPI AG 2019-06-01
Series:Algorithms
Subjects:
Online Access:https://www.mdpi.com/1999-4893/12/7/130
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spelling doaj-ef6e78ed1d0e44be86d36acbe2c3c11e2020-11-25T01:40:07ZengMDPI AGAlgorithms1999-48932019-06-0112713010.3390/a12070130a12070130A Novel Consistent Quality Driven for JEM Based Distributed Video CodingDinh Trieu Duong0Huy Phi Cong1Xiem Hoang Van2VNU—University of Engineering and Technology, Hanoi 100000, VietnamVNU—University of Engineering and Technology, Hanoi 100000, VietnamVNU—University of Engineering and Technology, Hanoi 100000, VietnamDistributed video coding (DVC) is an attractive and promising solution for low complexity constrained video applications, such as wireless sensor networks or wireless surveillance systems. In DVC, visual quality consistency is one of the most important issues to evaluate the performance of a DVC codec. However, it is the fact that the quality of the decoded frames that is achieved in most recent DVC codecs is not consistent and it is varied with high quality fluctuation. In this paper, we propose a novel DVC solution named Joint exploration model based DVC (JEM-DVC) to solve the problem, which can provide not only higher performance as compared to the traditional DVC solutions, but also an effective scheme for the quality consistency control. We first employ several advanced techniques that are provided in the Joint exploration model (JEM) of the future video coding standard (FVC) in the proposed JEM-DVC solution to effectively improve the performance of JEM-DVC codec. Subsequently, for consistent quality control, we propose two novel methods, named key frame quantization (KF-Q) and Wyner-Zip frame quantization (WZF-Q), which determine the optimal values of the quantization parameter (QP) and quantization matrix (QM) applied for the key and WZ frame coding, respectively. The optimal values of QP and QM are adaptively controlled and updated for every key and WZ frames to guarantee the consistent video quality for the proposed codec unlike the conventional approaches. Our proposed JEM-DVC is the first DVC codec in literature that employs the JEM coding technique, and then all of the results that are presented in this paper are new. The experimental results show that the proposed JEM-DVC significantly outperforms the relevant DVC benchmarks, notably the DISCOVER DVC and the recent H.265/HEVC based DVC, in terms of both Peak signal-to-noise ratio (PSNR) performance and consistent visual quality.https://www.mdpi.com/1999-4893/12/7/130distributed video codingjoint exploration model (JEM)future video coding (FVC)visual quality consistencyDISCOVER DVC
collection DOAJ
language English
format Article
sources DOAJ
author Dinh Trieu Duong
Huy Phi Cong
Xiem Hoang Van
spellingShingle Dinh Trieu Duong
Huy Phi Cong
Xiem Hoang Van
A Novel Consistent Quality Driven for JEM Based Distributed Video Coding
Algorithms
distributed video coding
joint exploration model (JEM)
future video coding (FVC)
visual quality consistency
DISCOVER DVC
author_facet Dinh Trieu Duong
Huy Phi Cong
Xiem Hoang Van
author_sort Dinh Trieu Duong
title A Novel Consistent Quality Driven for JEM Based Distributed Video Coding
title_short A Novel Consistent Quality Driven for JEM Based Distributed Video Coding
title_full A Novel Consistent Quality Driven for JEM Based Distributed Video Coding
title_fullStr A Novel Consistent Quality Driven for JEM Based Distributed Video Coding
title_full_unstemmed A Novel Consistent Quality Driven for JEM Based Distributed Video Coding
title_sort novel consistent quality driven for jem based distributed video coding
publisher MDPI AG
series Algorithms
issn 1999-4893
publishDate 2019-06-01
description Distributed video coding (DVC) is an attractive and promising solution for low complexity constrained video applications, such as wireless sensor networks or wireless surveillance systems. In DVC, visual quality consistency is one of the most important issues to evaluate the performance of a DVC codec. However, it is the fact that the quality of the decoded frames that is achieved in most recent DVC codecs is not consistent and it is varied with high quality fluctuation. In this paper, we propose a novel DVC solution named Joint exploration model based DVC (JEM-DVC) to solve the problem, which can provide not only higher performance as compared to the traditional DVC solutions, but also an effective scheme for the quality consistency control. We first employ several advanced techniques that are provided in the Joint exploration model (JEM) of the future video coding standard (FVC) in the proposed JEM-DVC solution to effectively improve the performance of JEM-DVC codec. Subsequently, for consistent quality control, we propose two novel methods, named key frame quantization (KF-Q) and Wyner-Zip frame quantization (WZF-Q), which determine the optimal values of the quantization parameter (QP) and quantization matrix (QM) applied for the key and WZ frame coding, respectively. The optimal values of QP and QM are adaptively controlled and updated for every key and WZ frames to guarantee the consistent video quality for the proposed codec unlike the conventional approaches. Our proposed JEM-DVC is the first DVC codec in literature that employs the JEM coding technique, and then all of the results that are presented in this paper are new. The experimental results show that the proposed JEM-DVC significantly outperforms the relevant DVC benchmarks, notably the DISCOVER DVC and the recent H.265/HEVC based DVC, in terms of both Peak signal-to-noise ratio (PSNR) performance and consistent visual quality.
topic distributed video coding
joint exploration model (JEM)
future video coding (FVC)
visual quality consistency
DISCOVER DVC
url https://www.mdpi.com/1999-4893/12/7/130
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