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...
Main Authors: | , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2019-06-01
|
Series: | Algorithms |
Subjects: | |
Online Access: | https://www.mdpi.com/1999-4893/12/7/130 |
id |
doaj-ef6e78ed1d0e44be86d36acbe2c3c11e |
---|---|
record_format |
Article |
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 |
work_keys_str_mv |
AT dinhtrieuduong anovelconsistentqualitydrivenforjembaseddistributedvideocoding AT huyphicong anovelconsistentqualitydrivenforjembaseddistributedvideocoding AT xiemhoangvan anovelconsistentqualitydrivenforjembaseddistributedvideocoding AT dinhtrieuduong novelconsistentqualitydrivenforjembaseddistributedvideocoding AT huyphicong novelconsistentqualitydrivenforjembaseddistributedvideocoding AT xiemhoangvan novelconsistentqualitydrivenforjembaseddistributedvideocoding |
_version_ |
1725047004237660160 |