Packet video error concealment with Gaussian mixture models

被引:34
|
作者
Persson, Daniel [1 ]
Eriksson, Thomas [1 ]
Hedelin, Per [1 ]
机构
[1] Chalmers, Dept Signals & Syst, S-41296 Gothenburg, Sweden
关键词
error concealment; Gaussian mixture model (GMM); packet video; video modeling;
D O I
10.1109/TIP.2007.914151
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, Gaussian mixture modeling is applied to error concealment for block-based packet video. A Gaussian mixture model for video data is obtained offline and is thereafter utilized online in order to restore lost blocks from spatial and temporal surrounding information. We propose estimators on closed form for missing data in the case of varying available neighboring contexts. Our error concealment strategy increases peak signal-tonoise ratio compared to previously proposed schemes. Examples of improved subjective visual quality by means of the proposed method are also supplied.
引用
收藏
页码:145 / 154
页数:10
相关论文
共 50 条
  • [1] Mixture Model- and Least Squares-Based Packet Video Error Concealment
    Persson, Daniel
    Eriksson, Thomas
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2009, 18 (05) : 1048 - 1054
  • [2] A minimum mean square error estimation and mixture-based approach to packet video error concealment
    Persson, Daniel
    Eriksson, Thomas
    [J]. 2007 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL I, PTS 1-3, PROCEEDINGS, 2007, : 749 - 752
  • [3] Packet Video Error Concealment With Auto Regressive Model
    Zhang, Yongbing
    Xiang, Xinguang
    Zhao, Debin
    Ma, Siwe
    Gao, Wen
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2012, 22 (01) : 12 - 27
  • [4] Qualitative analysis of video packet loss concealment with Gaussian mixtures
    Persson, Daniel
    Eriksson, Thomas
    Hedelin, Per
    [J]. 2006 IEEE International Conference on Acoustics, Speech and Signal Processing, Vols 1-13, 2006, : 2209 - 2212
  • [6] Improved interview video error concealment on whole frame packet loss
    Lin, Ting-Lan
    Chang, Tsung-En
    Huang, Gui-Xiang
    Chou, Chi-Chan
    Thakur, Uday Singh
    [J]. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2014, 25 (08) : 1811 - 1822
  • [7] A temporal error concealment algorithm based on structural alignment for packet video
    Bopardikar, AS
    Hillestad, OI
    Perkis, A
    [J]. 2004 INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING & COMMUNICATIONS (SPCOM), 2004, : 373 - 377
  • [8] Syntax and discontinuity based error concealment for compressed video in a packet environment
    Lynch, WE
    Le-Ngoc, T
    [J]. INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY: CODING AND COMPUTING, PROCEEDINGS, 2001, : 258 - 262
  • [9] A Novel Video Error Concealment Technique Based on Gaussian Window Analysis
    Radmehr, Ali
    Ahrabi, Zeinab
    Ghasemi, Abdorasoul
    [J]. 2014 22nd Iranian Conference on Electrical Engineering (ICEE), 2014, : 1844 - 1847
  • [10] Packet Video Error Concealment based on Compressed Sensing and Regularized Least Squares
    Fu Changjun
    Ji Xiangyang
    Zhang, Yongbing
    Dai, Qionghai
    [J]. 2012 DATA COMPRESSION CONFERENCE (DCC), 2012, : 394 - 394