期刊文献+

融合视觉感知特性的视频编码率失真优化

Rate Distortion Optimization with Visual Perception for Video Coding
下载PDF
导出
摘要 率失真优化技术在视频编码中占据着重要位置,传统的率失真优化技术从信号处理的角度来度量重建视频的失真,未充分考虑到人的视觉感知特性.为了得到更好的压缩性能,提出了一种利用视觉感知特性的动态率失真优化方法.该方法采用更符合人的视觉特性的基于结构相似性的失真度量方法代替常规的失真度量方法,构建了新的率失真优化模型;同时,引入了人的选择性关注度信息,对不同关注区域采取非均等的资源分配策略,用表征视频内容的特征量来动态调节拉格朗日率失真乘数,在保证视觉质量的前提下更合理地分配有限的码率资源.实验结果表明,在重建视频的视觉质量相当的条件下,文中的方法能够有效地节省视频编码的码率. In the conventional rate distortion optimization (RDO) video coding, the measure of distortion is mainly from the perspective of signal processing, while dose not fully take into account the characteristics of visual perception. In this paper, in order to establish a RDO model which is more consistent with the human visual perception, we introduce the structural similarity and the content saliency information into the distor-tion metric. An adaptive Lagrange multiplier selection scheme is presented to allocate the bit resources more rationally by keeping the balance of the bit-rate and the visual quality. Experimental results show that the proposed method can reduce bit-rate effectively under equal visual quality.
出处 《计算机辅助设计与图形学学报》 EI CSCD 北大核心 2015年第10期1851-1858,共8页 Journal of Computer-Aided Design & Computer Graphics
基金 国家自然科学基金(61025011 61202322 61472389)
关键词 视频编码 率失真优化 时空关联 结构相似性 视觉显著度 video coding rate-distortion optimization temporal-spatial correlation structural similarity visual saliency
  • 相关文献

参考文献21

  • 1Sullivan G J, Wiegand T. Rate-distortion optimization for videocompression[J]. IEEE Signal Processing Magazine, 1998, 15(6):74-90.
  • 2Chen Z Z, Lin W S, Ngan K N. Perceptual video coding: challengesand approaches[C] //Proceedings of the IEEE InternationalConference on Multimedia & Exposition. Los Alamitos:IEEE Computer Society Press, 2010: 784-789.
  • 3Wang Z, Bovik A C, Sheikh H R, et al. Image quality assessment:from error visibility to structural similarity[J]. IEEETransactions on Image Processing, 2004, 13(4): 600-612.
  • 4Wang Z, Bovik A C. Mean squared error: love it or leave it- Anew look at signal fidelity measures[J]. IEEE Signal ProcessingMagazine, 2009, 26(1): 98-117.
  • 5Li X, Oertel N, Hutter A, et al. Laplace distribution based Lagrangianrate distortion optimization for hybrid video coding[J]. IEEE Transactions on Circuits and Systems for VideoTechnology, 2009, 19(2): 193-205.
  • 6Yang C L, Leung R K, Po L M, et al. An SSIM-optimalH.264/AVC inter frame encoder[C] //Proceedings of IEEE InternationalConference on Intelligent Computing and IntelligentSystems. Los Alamitos: IEEE Computer Society Press, 2009, 4:291-295.
  • 7Huang Y H, Ou T S, Su P Y, et al. Perceptual rate-distortion optimizationusing structural similarity index as quality metric[J].IEEE Transactions on Circuits and Systems for Video Technology,2010, 20(11): 1614-1624.
  • 8Wang S Q, Ma S W, Gao W. SSIM based perceptual distortionrate optimization coding[C] //Proceedings of SPIE. Bellingham:Society of Photo-Optical Instrumentation Engineers, 2010,7744: Article No. 774407.
  • 9Wang S Q, Rehman A, Wang Z, et al. SSIM-motivated ratedistortionoptimization for video coding[J]. IEEE Transactions onCircuits and Systems for Video Technology, 2012, 22(4): 516–529.
  • 10佟雨兵,胡薇薇,杨东凯,张其善.视频质量评价方法综述[J].计算机辅助设计与图形学学报,2006,18(5):735-741. 被引量:47

二级参考文献66

  • 1马苗,郝重阳,韩培友,樊养余,黎新伍.基于灰色关联分析的图像保真度准则[J].计算机辅助设计与图形学学报,2004,16(7):978-983. 被引量:22
  • 2吕且妮,葛宝臻,张以谟.数字全息再现像质的影响因素分析[J].光电子.激光,2005,16(1):83-88. 被引量:12
  • 3佟雨兵,胡薇薇,杨东凯,张其善.视频质量评价方法综述[J].计算机辅助设计与图形学学报,2006,18(5):735-741. 被引量:47
  • 4Viterbi A, Omura J. Principles of Digital Communication and Coding. New York: McGraw Hill Electrical Engineering Series, 1979.
  • 5Ramchandran K, Vetterli M. Best wavelet packet bases in a rate-distortion sense. IEEE Transactions on Image Processing, 1993, 2(2):160-175.
  • 6Sullivan G J, Wiegand T. Rate-distortion optimization for video compression. IEEE Signal Processing Magazine, 1998, 15(6): 74-90.
  • 7Wiegand T, Girod B. Lagrange multiplier selection in hybrid video coder eontrol//Proceedings of the IEEE International Conference on Image Processing (ICIP' 01). Thessaloniki, Greece, 2001, 3: 542-545.
  • 8ITU-T/SG16/QI5-D-65. Video Codec Test Model, Near Term,Version 10 (TMN 10), Draft 1. Download via anony- mous ftp to: standard, pictel, comlvideo-sitd9804-Tam/ qlSd65, doc, Apr. 1998.
  • 9Wiegand T, Sullivan G J. Draft ITU-T Recommendation H. 264 and Final Draft International Standard of Joint Video Specification (ITU-T Recommendation H. 264 I ISO/IEC 1449fi-10 AVC). Joint Video Team of ISO/IEC JTC1/SC29/ WGll and ITU-T SG16/Q. 6 Doc. JVT-G050, Pattaya, Thailand, Mar. 2003.
  • 10Zhang Jun, Yi Xiaoquan, Ling Nam, Shang Weijia. Bit rate distribution analysis for motion estimation in H. 264//Pro- ceedings of the IEEE International Conference on Consumer Electronics. Las Vegas, 2006: 483-484.

共引文献175

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部