Research on correlation noise modeling of a generalized Gamma distribution in distributed coding

Jie-ping LIU; Qin-ling WANG; Yue-sheng HE; Gang WEI

doi:10.11959/j.issn.1000-436x.2016050

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Research on correlation noise modeling of a generalized Gamma distribution in distributed coding

Academic paper | 更新时间：2024-06-05

- Research on correlation noise modeling of a generalized Gamma distribution in distributed coding
- Journal on Communications Vol. 37, Issue 3, Pages: 33-39(2016)
- 作者机构：
  
  华南理工大学电子与信息学院，广东广州510640
- 作者简介：
- 基金信息：
  
  The National Natural Science Foundation of China(61327005);The National Engineering Technology Re-search Center for Mobile Ultrasonic Detection(2013FU125X02)
- DOI：10.11959/j.issn.1000-436x.2016050
  CLC： TN919.8
- Online First：2016-03，
  
  Published：25 March 2016
- 稿件说明：
移动端阅览
Jie-ping LIU, Qin-ling WANG, Yue-sheng HE, et al. Research on correlation noise modeling of a generalized Gamma distribution in distributed coding[J]. Journal on Communications, 2016, 37(3): 33-39.
DOI：

Jie-ping LIU, Qin-ling WANG, Yue-sheng HE, et al. Research on correlation noise modeling of a generalized Gamma distribution in distributed coding[J]. Journal on Communications, 2016, 37(3): 33-39. DOI： 10.11959/j.issn.1000-436x.2016050.

摘要

针对现有相关噪声模型—Laplacian 模型不能精确描述相关噪声，导致分布式视频编码(DVC

distributed video coding)系统的率失真性能不高的问题，提出像素域DVC中广义伽马分布相关噪声模型。首先分析了相关噪声的统计特性，发现 Laplacian 分布的峰值比实际相关噪声分布的低，然后采用广义伽马分布对相关噪声进行拟合，并给出在线估计广义伽马分布参数的方法。实验结果表明，提出的模型能较精确地描述相关噪声，且有效地改善了系统的率失真性能，并减少了解码端计算复杂度。

Abstract

Due to the inaccuracy of modeling the correlated noise (CN) with Laplacian distribution

the rate-distortion performance of DVC is relatively low.CN modeling via generalized Gamma (GGA)distribution was proposed for pix-el-domain DVC.Statistical features of the CN modeling were analyzed.It was found that Laplacian distribution peak was lower than actual CN distribution.GGA distribution was exploited to fit CN and the GGA distribution parameters were estimated online.The simulation results indicate that the proposed model can more accurately reflect the statistics fea-tures of CN

improve rate distortion performance

and reduce computation complexity.

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references

SLEPIAN J D , WOLF J K . Noiseless coding of correlated information sources [J ] . IEEE Transactions on Information Theory , 1973 , 19 ( 4 ): 471 - 480 .

WYNER A , ZIV J . The rate-distortion function for source coding with side information at the decoder [J ] . IEEE Transactions n Information Theory , 1976 , 22 ( 1 ): 1 - 10 .

AARON A , ZHANG R , GIROD B . Wyner-Ziv coding of motion video [C ] // Asilomar Conference on Signals,Systems and uters.Pacific Grove , CA,USA,IEEE , c 2002 : 240 - 244 .

WANG A H , ZHAO Y , BAI H H . Robust multiple description distri-buted video coding using optimized zero-padding [J ] . Science in China Series F:Information Sciences , 2009 , 52 ( 2 ): 206 - 214 .

ABOU-ELAILAH A , DUFAUX F , FARAH J , et al . Fusion of global and local motion estimation using foreground objects for distributed video coding [J ] . IEEE Transactions on Circuits and Systems for Video Technology , 2014 , 25 ( 6 ): 973 - 987 .

SONG X D , PENG X L , XU J Z , et al . Cloud-based distributed image coding [J ] . IEEE Transactions on Circuits and Systems for Video Technology , 2015 , 25 ( 12 ): 1 .

BRITES C , PEREIRA F . Correlation noise modeling for efficient pixel and transform domain Wyner-Ziv video coding [J ] . IEEE Transactions on Circuits and Systems for Video Technology , 2008 , 18 ( 9 ): 1177 - 1190 .

DELIGIANNIS N , MUNTEANU A , CLERCKX T , et al . Correlation channel estimation in pixel-domain distributed video coding [C ] // Image Analysis for Multimedia Interactive Serv London , UK , c 2009 : 93 - 96 .

DELIGIANNIS N , MUNTEANU A , WANG S , et al . Maximum like-lihood Laplacian correlation channel estimation in layered Wyner-Ziv coding [J ] . IEEE Transactions on Signal Processing , 2014 , 62 ( 4 ): 892 - 904 .

王凤琴，樊养余，赵炯，等 . 基于变换域 Wyner-Ziv 视频编码的相关噪声模型 [J ] . 数据采集与处理， 2009 , 24 ( 5 ): 609 - 614 .

WANG F Q , FAN Y Y , ZHAO J , et al . Correlation noise model for transform domain Wyner-Ziv video coding [J ] . Journal of Data Acqui-sition ＆ Processing , 2009 , 24 ( 5 ): 609 - 614 .

房胜，李哲，梁永全，等 . 分布式视频编码虚拟依赖信道模型研究 [J ] . 计算机学报， 2009 , 32 ( 7 ): 1404 - 1412 .

FANG S , LI Z , LIANG Y Q , et al . Research of the virtual dependency channel in distributed video coding [J ] . Chinese Journal of Computers , 2009 , 32 ( 7 ): 1404 - 1412 .

WANG S , CUI L J , STANKOVI C L , et al . Adaptive correlation estimation with particle filtering for distributed video coding [J ] . IEEE Transactions on Circuits and Systems for Video Technology , 2012 , 22 ( 5 ): 649 - 658 .

FANG Y . Asymmetric Slepian-Wolf coding of nonstationarily- corre-lated M-ary sources with sliding-window belief propagation [J ] . IEEE Transactions on Communications , 2013 , 61 ( 12 ): 5114 - 5124 .

杨春玲，吴娟 . 分布式视频编码中基于改进 FCM 聚类的相关噪声模型估计 [J ] . 中国图象图形学报， 2014 , 19 ( 2 ): 0185 - 0193 .

YANG C L , WU J . Correlation noise modeling based on improved fuzzy C-means clustering in distributed video coding [J ] . Journal of Image and Graphics , 2014 , 19 ( 2 ): 0185 - 0193 .

WESTERLAKEN R P , GUNNEWIEK R K , LAGENDIJK R L . The role of the virtual channel in distributed source coding of video [C ] // IEEE International Conference on Image Processi g . Genoa,Italy , c 2005 : 581 - 584 .

MAUGEY T , GAUTHIER J , PESQUET-POPESCU B , et al . Using an exponential power model for Wyner-Ziv video coding [C ] // IEEE Inter-national Conference on Acoustics,Speech and Signal Processing , Dallax Texas , c 2010 : 2338 - 2341 .

尹明，蔡述庭，谢云 . 基于高斯混合模型的Wyner-Ziv视频编码 [J ] . 计算机学报， 2012 , 35 ( 1 ): 173 - 182 .

YIN M , CAI S T , XIE Y . Wyner-Ziv video coding based on Gaussian mixture mode [J ] . Chinese Journal of Computers , 2012 , 35 ( 1 ): 173 - 182 .

WINGO D R . Computing maximum-likelihood parameter estimates of the generalized Gamma distribution by numerical root isolation [J ] . IEEE Transactions on Reliability , 1987 , R-36 ( 5 ): 586 - 590 .

JONES B , WALLER W G , FELDMAN A . Root isolation using func-tion values [J ] . BIT Numerical Mathematics , 1978 , 18 ( 3 ): 311 - 319 .

ASCENSO J , BRITES C , PEREIRA F . Improving frame interpolation with spatial motion smoothing for pixel domain distributed video cod-ing [C ] // 5th EURASIP Conference on Speech and Image Processing,Multimedia Communications and Services , Slo Repub-lic : EURASIP , c 2005 : 593 - 598 .

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