DCT coefficient distribution modeling and quality dependency analysis based frame-level bit allocation for HEVC

Wei GAO, Sam KWONG, Hui YUAN, Xu WANG

Research output: Journal PublicationsJournal Article (refereed)peer-review

52 Citations (Scopus)

Abstract

A frame-level bit allocation optimization method is proposed to improve the rate-distortion performance for High Efficiency Video Coding. First, to avoid the demerits of the mixture Laplacian distribution model on complexity, a new synthesized Laplacian distribution (SynLD) model is proposed to describe the discrete cosine transform transformed coefficients based on Kullback-Leibler-divergence analysis. Second, quality dependencies among frames are investigated, and a linear relationship between quality dependency factor (QDF) and skipmode percentage is proposed for QDF prediction. Based on the proposed SynLD model and QDF prediction method, a ρ-domain-based frame-level bit allocation method is proposed. Experimental results show that when compared with the state-of-the-art pixel-based unified rate-quantization (URQ) model and R-λ-model-based algorithms, 1.75- and 0.16-dB BD-peak signalto-noise ratio (PSNR) gains can be achieved by the proposed bit allocation method, respectively. For quality consistency, the average PSNR standard deviation shows 0.16 and 0.02 dB lower than URQ and R-λ-model-based algorithms, respectively. The proposed method also has a much more stable buffer control status and works well for scene change cases.
Original languageEnglish
Pages (from-to)139-153
JournalIEEE Transactions on Circuits and Systems for Video Technology
Volume26
Issue number1
Early online date12 Jun 2015
DOIs
Publication statusPublished - Jan 2016
Externally publishedYes

Funding

This work was supported in part by the National Natural Science Foundation of China under Grant 61272289 and Grant 61201211, in part by the City University of Hong Kong Applied Research Grant 9667094, in part by the City University of Hong Kong Shenzhen Research Institute, Shenzhen, China, and in part by the Strategic Emerging Industry Development Special Fund of Shenzhen Project under Grant JCYJ20130326105637578.

Keywords

  • Bit allocation
  • Discrete cosine transform distribution
  • High Efficiency Video Coding (HEVC)
  • Quality dependency
  • Rate control
  • ρ-domain

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