Complexity analysis of scalable motion-compensated wavelet video decoders

被引:3
|
作者
Landge, G [1 ]
van der Schaar, M [1 ]
Akella, V [1 ]
机构
[1] Univ Calif Davis, Dept Elect & Comp Engn, Davis, CA 95616 USA
关键词
D O I
10.1117/12.583233
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Scalable wavelet video coders based on Motion Compensated Temporal Filtering (MCTF) have been shown to exhibit good coding efficiency over a large range of bit-rates, in addition to providing spatial, temporal and SNR scalabilities. However, the complexity of these wavelet video coding schemes has not been thoroughly investigated. In this paper, we analyze the computational complexity of a fully-scalable MCTF-based wavelet video decoder that is likely to become part of the emerging MPEG-21 standard. We model the change in computational complexity of various components of the decoder as a function of bit-rate, encoding parameters such as filter types for spatial and temporal decomposition and the number of decomposition levels, and sequence characteristics. A key by-product of our analysis is the observation that fixed-function hardware accelerators are not appropriate for implementing these next generation fully scalable video decoders. The absolute complexity of the various functional units as well as their relative complexity varies depending on the transmission bit-rate, thereby requiring different hardware/software architecture support at different bit-rates. To cope with these variations, a preliminary architecture comprising of a reconfigurable co-processor and a general purpose processor is proposed as an implementation platform for these video decoders. We also propose an algorithm to utilize the co-processor efficiently.
引用
收藏
页码:444 / 453
页数:10
相关论文
共 50 条
  • [31] Resolution scalable motion-compensated JPEG 2000
    Cohen, Robert A.
    Woods, John W.
    [J]. PROCEEDINGS OF THE 2007 15TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING, 2007, : 459 - +
  • [32] Combined Wavelet-Domain and Motion-Compensated Video Denoising Based on Video Codec Motion Estimation Methods
    Jovanov, Ljubomir
    Pizurica, Aleksandra
    Schulte, Stefan
    Schelkens, Peter
    Munteanu, Adrian
    Kerre, Etienne
    Philips, Wilfried
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2009, 19 (03) : 417 - 421
  • [33] Efficiency analysis of multihypothesis motion-compensated prediction for video coding
    Girod, B
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (02) : 173 - 183
  • [35] Scalable video compression via overcomplete motion compensated wavelet coding
    Li, X
    [J]. SIGNAL PROCESSING-IMAGE COMMUNICATION, 2004, 19 (07) : 637 - 651
  • [36] A multiple description coding and delivery scheme for motion-compensated fine granularity scalable video
    Chan, Yee Sin
    Cosman, Pamela C.
    Milstein, Laurence B.
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2008, 17 (08) : 1353 - 1367
  • [37] Importance of motion in motion-compensated temporal discrete wavelet transforms
    Konrad, J
    Bozinovic, N
    [J]. IMAGE AND VIDEO COMMUNICATIONS AND PROCESSING 2005, PTS 1 AND 2, 2005, 5685 : 354 - 365
  • [38] MOTION-COMPENSATED COMPRESSION OF POINT CLOUD VIDEO
    de Queiroz, R. L.
    Chou, P. A.
    [J]. 2017 24TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2017, : 1417 - 1421
  • [39] An adaptive motion-compensated approach for video deinterlacing
    Trocan, Maria
    Mikovicova, Beata
    Zhanguzin, Daulet
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2012, 61 (03) : 819 - 837
  • [40] Motion-compensated nonlinear filters for video restoration
    Abbas, J
    Domanski, M
    [J]. NONLINEAR IMAGE PROCESSING X, 1999, 3646 : 217 - 227