TY - JOUR
T1 - DCT coefficient distribution modeling and quality dependency analysis based frame-level bit allocation for HEVC
AU - Gao, Wei
AU - Kwong, Sam
AU - Yuan, Hui
AU - Wang, Xu
PY - 2016/1
Y1 - 2016/1
N2 - 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.
AB - 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.
KW - Bit allocation
KW - Discrete cosine transform distribution
KW - High Efficiency Video Coding (HEVC)
KW - Quality dependency
KW - Rate control
KW - ρ-domain
UR - http://www.scopus.com/inward/record.url?scp=85009413755&partnerID=8YFLogxK
UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-85009413755&origin=recordpage
U2 - 10.1109/TCSVT.2015.2444671
DO - 10.1109/TCSVT.2015.2444671
M3 - RGC 21 - Publication in refereed journal
SN - 1051-8215
VL - 26
SP - 139
EP - 153
JO - IEEE Transactions on Circuits and Systems for Video Technology
JF - IEEE Transactions on Circuits and Systems for Video Technology
IS - 1
M1 - 7123182
ER -