4-D wavelet-based multiview video coding

Wenxian Yang, Yan Lu, Feng Wu, Jianfei Cai, King Ngi Ngan, Shipeng Li

Research output: Contribution to journalArticleResearchpeer-review

42 Citations (Scopus)

Abstract

The conventional multiview video coding (MVC) schemes, utilizing both neighboring temporal frames and view frames as possible references, have only shown a slight gain over those using temporal frames alone in terms of coding efficiency. The reason for this is that the neighboring temporal frames exhibit stronger correlation with the current frame and the view frames often fail to be selected as references. This paper proposes an elegant MVC framework using high dimensional wavelet, which rightly matches the inherent high dimension property of multiview video. It also makes a better usage of both temporal and view correlations thanks to the hierarchical decomposition. Besides the proposed framework, this paper also investigates MVC coding from the following aspects. First, a disparity-compensated view filter (DCVF) with pixel alignment is proposed, which can accommodate both global and local view disparities among view frames. The proposed DCVF and the existing motion-compensated temporal filter (MCTF) unify the view and temporal decompositions as a generic lifting transform. Second, an adaptive decomposition structure based on the analysis of the temporal and view correlations is proposed. A Lagrangian cost function is derived to determine the optimum decomposition structure. Third, the major components of the proposed MVC coding are figured out, including macroblock type design, subband coefficient coding, and rate allocation. Extensive experiments are carried out on the MPEG 3DAV test sequences and the superior performance of the proposed MVC coding is demonstrated. In addition, the proposed MVC framework can easily support temporal, spatial, SNR, as well as view scalabilities.

Original languageEnglish
Pages (from-to)1385-1395
Number of pages11
JournalIEEE Transactions on Circuits and Systems for Video Technology
Volume16
Issue number11
DOIs
Publication statusPublished - Nov 2006
Externally publishedYes

Keywords

  • Global and local motion alignment
  • High dimensional wavelet
  • Lifting
  • Multiview video coding (MVC)

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