Adaptive rate-distortion optimization using perceptual hints

被引:14
|
作者
Tsai, CJ [1 ]
Tang, CW [1 ]
Chen, CH [1 ]
Yu, YH [1 ]
机构
[1] Natl Chiao Tung Univ, Dept Comp Sci & Informat Engn, Hsinchu, Taiwan
关键词
D O I
10.1109/ICME.2004.1394280
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A novel video coding approach that performs adaptive rate-distortion optimization guided by perceptual hints is proposed in this paper The key idea is to adaptively adjust the Lagrange multipliers of the RDO coder control module based on visual attention analysis. The observation is that human vision is sensitive to movement of well structured objects while tolerates large distortion in moving areas with random structure (texture-wise and motion-wise). The proposed algorithm analyzes permissible perceptual distortions and, accordingly, assigns larger Lagrange multipliers to regions that are perceptually less sensitive to distortion so that rate-reduction is weighted more than distortion reduction in these regions. Experiments show that this scheme achieves bit-rate saving of 5-7% with virtually same perceptual quality and is very promising for practical systems.
引用
收藏
页码:667 / 670
页数:4
相关论文
共 50 条
  • [21] Rate-distortion optimization for video compression
    Sullivan, GJ
    Wiegand, T
    IEEE SIGNAL PROCESSING MAGAZINE, 1998, 15 (06) : 74 - 90
  • [22] Binocular-Combination-Oriented Perceptual Rate-Distortion Optimization for Stereoscopic Video Coding
    Liu, Yanwei
    Liu, Jinxia
    Argyriou, Antonios
    Ci, Song
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2018, 28 (08) : 1949 - 1959
  • [23] Motion and disparity field estimation using rate-distortion optimization
    Tzovaras, D
    Strintzis, MG
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1998, 8 (02) : 171 - 180
  • [24] Adaptive Progressive Motion Vector Resolution Selection Based on Rate-Distortion Optimization
    Wang, Zhao
    Wang, Shiqi
    Zhang, Jian
    Ma, Siwei
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2017, 26 (01) : 400 - 413
  • [25] Perceptually adaptive Lagrange multiplier for rate-distortion optimization in H.264
    Sun, Chang
    Wang, Hong-Jun
    Kim, Tai-hoon
    Li, Hua
    PROCEEDINGS OF FUTURE GENERATION COMMUNICATION AND NETWORKING, MAIN CONFERENCE PAPERS, VOL 1, 2007, : 458 - +
  • [26] Rate-distortion optimized adaptive transform coding
    Lim, Sung-Chang
    Kim, Dae-Yeon
    Jeong, Seyoon
    Choi, Jin Soo
    Choi, Haechul
    Lee, Yung-Lyul
    OPTICAL ENGINEERING, 2009, 48 (08)
  • [27] Rate-distortion optimization in dynamic mesh compression
    Mueller, K.
    Smolic, A.
    Kautzner, M.
    Wiegand, T.
    2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS, 2006, : 533 - +
  • [28] Rate-distortion optimization algorithm for JPEG 2000
    Kim, T
    Kim, HM
    Tsai, PS
    Acharya, T
    MATHEMATICS OF DATA/IMAGE CODING, COMPRESSION, AND ENCRYPTION V, WITH APPLICATIONS, 2002, 4793 : 36 - 41
  • [29] Rate-distortion optimization for compressive video sampling
    Liu, Ying
    Vijayanagar, Krishna Rao
    Kim, Joohee
    COMPRESSIVE SENSING III, 2014, 9109
  • [30] Rate-distortion optimization of scalable video codecs
    Roodaki, Hoda
    Rabiee, Hamid R.
    Ghanbari, Mohammad
    SIGNAL PROCESSING-IMAGE COMMUNICATION, 2010, 25 (04) : 276 - 286