基于显著特征的HEVC帧内率失真优化

李金龙; 陈芬; 彭宗举; 蒋刚毅; 郁梅

doi:10.11959/j.issn.1000-0801.2017250

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基于显著特征的HEVC帧内率失真优化

研究与开发 | 更新时间：2024-06-05

- 基于显著特征的HEVC帧内率失真优化
- Rate distortion optimization based on saliency characteristic for HEVC intra coding
- 电信科学 2017年33卷第10期页码：124-133
- 作者机构：
- 作者简介：
  
  [ "李金龙（1993-），男，宁波大学信息科学与工程学院硕士生，主要研究方向为视频编码。" ]
  [ "陈芬（1973-），女，博士，宁波大学信息科学与工程学院副教授，主要研究方向为三维视频信号处理与编码。" ]
  [ "彭宗举（1973-），男，博士，宁波大学信息科学与工程学院教授，主要研究方向为三维视频信号处理与编码。" ]
  [ "蒋刚毅（1964-），男，博士，宁波大学信息科学与工程学院教授，主要研究方向为三维视频信号处理与编码。" ]
  [ "郁梅（1968-），女，博士，宁波大学信息科学与工程学院教授，主要研究方向为三维视频信号处理与编码。" ]
- 基金信息：
  
  国家自然科学基金资助项目;The National Natural Science Foundation of China(61620106012);国家自然科学基金资助项目;The National Natural Science Foundation of China(61771269);国家自然科学基金资助项目;The National Natural Science Foundation of China(U1301257);浙江省自然科学基金资助项目;The Natural Science Foundation of Zhejiang Province of China(LY16F010002);浙江省自然科学基金资助项目;The Natural Science Foundation of Zhejiang Province of China(LY15F010005);浙江省自然科学基金资助项目;The Natural Science Foundation of Zhejiang Province of China(LY17F010005)
- DOI：10.11959/j.issn.1000-0801.2017250
  中图分类号： TN919.81
- 网络出版日期：2017-10，
  
  纸质出版日期：2017-10-15
- 稿件说明：
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李金龙, 陈芬, 彭宗举, 等. 基于显著特征的HEVC帧内率失真优化[J]. 电信科学, 2017,33(10):124-133.

Jinlong LI, Fen CHEN, Zongju PENG, et al. Rate distortion optimization based on saliency characteristic for HEVC intra coding[J]. Telecommunications science, 2017, 33(10): 124-133.
李金龙, 陈芬, 彭宗举, 等. 基于显著特征的HEVC帧内率失真优化[J]. 电信科学, 2017,33(10):124-133. DOI： 10.11959/j.issn.1000-0801.2017250.

Jinlong LI, Fen CHEN, Zongju PENG, et al. Rate distortion optimization based on saliency characteristic for HEVC intra coding[J]. Telecommunications science, 2017, 33(10): 124-133. DOI： 10.11959/j.issn.1000-0801.2017250.

摘要

引入感知因素的RDO算法和感知编码可以提高编码视频主观质量，但也产生了明显的率失真性能损失。针对上述问题，提出了一种基于显著特征的 RDO 方法。首先探索了 HEVC 编码树单元的码率分布和显著特征之间的相关性，提出显著码率先验模型并确定了模型的初始参数；然后建立了码率差异最小化的率失真代价模型，并根据该模型推导得到自适应拉格朗日乘子计算方法；最后设计了模型参数更新规则。实验结果表明，算法在率失真性能基本不变的情况下，提高了视频的主观质量。

Abstract

Although the perception based rate distortion optimization (RDO) and coding algorithms can improve subjective quality

they significantly decrease rate distortion performance.For the above questions

a saliency-based RDO method was proposed.Firstly

according to the relation between rate distribution and saliency features of coding tree unit in HEVC

a priori saliency-rate model was designed.Furthermore

the initial parameters of the model were determined.Secondly

the rate difference minimization rate distortion model was proposed

and then a calculation method of the adaptive Lagrangian multiplier was derived from the model.Finally

update mechanism of model parameters was designed.Experimental results show that the proposed algorithm can improve the subjective quality while it maintains rate distortion performance.

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references

赵翠 , 张诚 , 欧阳峰 . 有线电视网络的发展现状与趋势 [J ] . 电信科学 , 2017 , 33 ( 6 ): 146 - 153 .

ZHAO C , ZHANG C , OUYANG F . Development status and trends of cable TV networks [J ] . Telecommunications Science , 2017 , 33 ( 6 ): 146 - 153 .

SULLIVAN G J , OHM J , HAN W J , et al . Overview of the high efficiency video coding (HEVC) standard [J ] . IEEE Transactions on Circuits and Systems for Video Technology , 2012 , 22 ( 12 ): 1649 - 1668 .

姚英彪 , 李晓娟 . 基于图像空间相关性与纹理的HEVC块划分快速算法 [J ] . 电信科学 , 2015 , 31 ( 1 ): 38 - 46 .

YAO Y B , LI X J . Fast block partitioning algorithm for HEVC based on spatial correlation and image texture [J ] . Telecommu-nications Science , 2015 , 31 ( 1 ): 38 - 46 .

WANG Z , BOVIK A C . Mean squared error:love it or leave it? a new look at signal fidelity measures [J ] . IEEE Signal Processing Magazine , 2009 , 26 ( 1 ): 98 - 117 .

BAE S H , KIM J , KIM M . HEVC-based perceptually adaptive video coding using a DCT-based local distortion detection probability model [J ] . IEEE Transactions on Image Processing , 2016 , 25 ( 7 ): 3343 - 3357 .

WEI H , ZHOU X , ZHOU W , et al . Visual saliency based perceptual video coding in HEVC [C ] // IEEE International Symposium on Circuits and Systems,May 22-25,2016,Montreal,QC,Canada . New Jersey:IEEE Press , 2016 : 2547 - 2550 .

SHOHAM Y , GERSHO A . Efficient bit allocation for an arbitrary set of quantizers [J ] . IEEE Transactions on Acoustics Speech and Signal Processing , 1988 , 36 ( 9 ): 1445 - 1453 .

WIEGAND T , SULLIVAN G J , BJONTEGAARD G , et al . Overview of the H.264/AVC video coding standard [J ] . IEEE Transactions on Circuits and Systems for Video Technology , 2003 , 13 ( 7 ): 560 - 576 .

YANG E H , YU X.Rate distortion optimization for H . 264 inter-frame coding:a general framework and algorithms [J ] . IEEE Transactions on Image Processing , 2007 , 16 ( 7 ): 1774 - 1784 .

LI B , . QP determination by lambda value [C ] // Document JCTVC-I0426,Joint Collaborative Team on Video Coding (JCT-VC) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 9th Meeting,April 27-May 7,2012,Geneva,Switzerland [S.l.:s.n. ] , 2012 .

LI S , ZHU C , GAO Y . Lagrangian multiplier adaptation for rate-distortion optimization with inter-frame dependency [J ] . IEEE Transactions on Circuits and Systems for Video Technology , 2016 , 26 ( 1 ): 117 - 129 .

HUANG T Y , CHEN H H . Efficient quantization based on rate-distortion optimization for video coding [J ] . IEEE Transactions on Circuits and Systems for Video Technology , 2016 , 26 ( 6 ): 1099 - 1106 .

HUANG Y H , OU T S , SU P Y , et al . Perceptual rate-distortion optimization using structural similarity index as quality metric [J ] . IEEE Transactions on Circuits and Systems for Video Technology , 2010 , 20 ( 11 ): 1614 - 1624 .

YEO C , TAN H L , TAN Y H . On rate distortion optimization using SSIM [J ] . IEEE Transactions on Circuits and Systems for Video Technology , 2013 , 23 ( 7 ): 1170 - 1181 .

WANG S , REHMAN A , WANG Z , et al . SSIM-motivated rate distortion optimization for video coding [J ] . IEEE Transactions on Circuits and Systems for Video Technology , 2012 , 22 ( 4 ): 516 - 529 .

ZHU X , HONG W , XU H , et al . Spatial quality index based rate perceptual-distortion optimization for video coding [J ] . Journal of Visual Communication and Image Representation , 2016 , 38 ( C ): 423 - 432 .

YANG A , ZENG H , CHEN J , et al . Perceptual feature guided rate distortion optimization for high efficiency video coding [J ] . Multidimensional Systems and Signal Processing , 2016 : 1 - 18 .

CEN F , LU Q , XU W . SSIM based rate-distortion optimization for intra-only coding in HEVC [C ] // IEEE International Conference on Consumer Electronics,January 10-13,2014,Las Vegas,NV,USA . New Jersey:IEEE Press , 2014 : 17 - 18 .

ZHAO P , LIU Y , LIU J , et al . Perceptual rate-distortion optimization for H.264/AVC video coding from both signal and vision perspectives [J ] . Multimedia Tools and Applications , 2016 , 75 ( 5 ): 1 - 20 .

BRUCE N D B . Saliency,attention and visual search:an information theoretic approach [J ] . Journal of Vision , 2009 , 9 ( 3 ): 1 - 24 .

GISH H , PIERCE J . Asymptotically efficient quantizing [J ] . IEEE Transactions on Information Theory , 1968 , 14 ( 5 ): 676 - 683 .

BOSSEN F , . Common test conditions and software reference configurations [C ] // Document JCTVC-G1200,Joint Collaborative Team on Video Coding (JCT-VC) of ITU-T SG16 WP3 and ISO/IEC JTC1/SC29/WG11 7th Meeting,November 21-30,2011,Geneva,Switzerland [S.l.:s.n ] , 2011 .

WANG Z , SIMONCELLI E P , BOVIK A C . Multiscale structural similarity for image quality assessment [C ] // Conference Record of the Thirty-Seventh Asilomar Conference on Signals,Systems and Computers,November 9-12,2003,Pacific Grove,CA,USA . New Jersey:IEEE Press , 2003 : 1398 - 1402 .

WANG Z , LI Q . Information content weighting for perceptual image quality assessment [J ] . IEEE Transactions on Image Processing , 2011 , 20 ( 5 ): 1185 - 1198 .

BJONTEGAARD G , . Calculation of average PSNR differences between RD-curves [C ] // Austin:13th Video Coding Experts Group (VCEG) Meeting,April 2-4,2001,Austin,TX,USA .[S.l.:s.n ] , 2001 .

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