H.264/AVC motion vector concealment solutions using online and offline polynomial regression

被引:2
作者
Shanableh, Tamer [1 ]
Assaleh, Khaled [2 ]
机构
[1] Amer Univ Sharjah, Dept Comp Sci & Engn, Sharjah, U Arab Emirates
[2] Amer Univ Sharjah, Dept Elect Engn, Sharjah, U Arab Emirates
关键词
Video compression; Error concealment; Machine learning; Regression; ERROR CONCEALMENT; ALGORITHM;
D O I
10.1007/s11760-013-0489-3
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper introduces two polynomial regression solutions for error concealment by predicting the values of motion vectors (MVs) of lost macroblocks. The two solutions are online and offline polynomial regression modeling. In the former solution, the regression model is built during the decoding process, while in the latter solution, the model is built during the encoding or the transcoding process and then used at the decoder for concealment. Both solutions make use of the spatially and temporally neighboring MVs for building the regression models. The advantages and disadvantages of the proposed solutions are elaborated upon. In comparison with existing work, the experimental results show that the proposed solutions have clear advantages of computational time requirements and MV prediction accuracy.
引用
收藏
页码:581 / 588
页数:8
相关论文
共 11 条
  • [1] Enhanced error concealment with mode selection
    Agrafiotis, Dimitris
    Bull, David R.
    Canagarajah, C. Nishan
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2006, 16 (08) : 960 - 973
  • [2] Dynamic multi-mode switching error concealment algorithm for H.264/AVC video applications
    Chen, Xiaoming
    Chung, Yuk Ying
    Bae, Changseok
    [J]. IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2008, 54 (01) : 154 - 162
  • [3] An Efficient Error Concealment Algorithm for H.264/AVC using Regression Modeling-Based Prediction
    Chen, Xiaoming
    Chung, Yuk Ying
    Bae, Changseok
    He, Xiangjian
    Yeh, Wei-Chang
    [J]. IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2010, 56 (04) : 2694 - 2701
  • [4] Frame error concealment technique using adaptive inter-mode estimation for H.264/AVC
    Hwang, Min-Cheol
    Kim, Jun-Hyung
    Yang, Hae-Yong
    Ko, Sung-Jea
    Morales, Aldo W.
    [J]. IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2008, 54 (01) : 163 - 170
  • [5] Kleinbaum D.G., 2003, Applied regression analysis and other multivariable methods, VThird
  • [6] Error resiliency schemes in H.264/AVC standard
    Kumar, Sunil
    Xu, Liyang
    Mandal, Mrinal K.
    Panchanathan, Sethuraman
    [J]. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2006, 17 (02) : 425 - 450
  • [7] Loss concealment using B-pictures motion information
    Shanableh, T
    Ghanbari, M
    [J]. IEEE TRANSACTIONS ON MULTIMEDIA, 2003, 5 (02) : 257 - 266
  • [8] H.264/AVC over IP
    Wenger, S
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2003, 13 (07) : 645 - 656
  • [9] H.264 video communication based refined error concealment schemes
    Xu, YL
    Zhou, YH
    [J]. IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2004, 50 (04) : 1135 - 1141
  • [10] A Hybrid Frame Concealment Algorithm for H.264/AVC
    Yan, Bo
    Gharavi, Hamid
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2010, 19 (01) : 98 - 107