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
  • [1] Rate-Distortion Optimization Using Adaptive Lagrange Multipliers
    Zhang, Fan
    Bull, David R.
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2019, 29 (10) : 3121 - 3131
  • [2] Audio coding based on rate-distortion and perceptual optimization
    Erne, M
    Moschytz, G
    WAVELET APPLICATIONS VII, 2000, 4056 : 235 - 246
  • [3] An Adaptive Rate-Distortion Optimization Algorithm for HEVC-SCC with High Perceptual Quality
    Ding, Jiajun
    Chen, Jing
    Zeng, Huanqiang
    DIGITAL TV AND MULTIMEDIA COMMUNICATION, 2019, 1009 : 401 - 409
  • [4] An adaptive rate-distortion optimization algorithm for HEVC-SCC with high perceptual quality
    Ding, Jiajun
    Chen, Jing
    Zeng, Huanqiang
    Communications in Computer and Information Science, 2019, 1009 : 401 - 409
  • [5] Perceptual Rate-Distortion Optimization Using Structural Similarity Index as Quality Metric
    Huang, Yi-Hsin
    Ou, Tao-Sheng
    Su, Po-Yen
    Chen, Homer H.
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2010, 20 (11) : 1614 - 1624
  • [6] IMPROVING VIDEO CODING QUALITY BY PERCEPTUAL RATE-DISTORTION OPTIMIZATION
    Chen, Homer H.
    Huang, Yi-Hsin
    Su, Po-Yen
    Ou, Tao-Sheng
    2010 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME 2010), 2010, : 1287 - 1292
  • [7] Adaptive rate-distortion optimization for H.264
    Oh, KJ
    Ho, YS
    ADVANCES IN MULTIMEDIA INFORMATION PROCESSING - PCM 2005, PT 2, 2005, 3768 : 617 - 628
  • [8] Subjective Rate-distortion Optimization in HEVC with Perceptual Model of Multiple Faces
    Liu, Yufan
    Hu, Haoji
    Xu, Mai
    2015 VISUAL COMMUNICATIONS AND IMAGE PROCESSING (VCIP), 2015,
  • [9] Perceptual video coding based on MB classification and rate-distortion optimization
    Guillotel, P.
    Aribuki, A.
    Olivier, Y.
    Urban, F.
    SIGNAL PROCESSING-IMAGE COMMUNICATION, 2013, 28 (08) : 832 - 842
  • [10] Rate-Distortion Optimization for Adaptive Gradient Quantization in Federated Learning
    Chen, Guojun
    Yu, Lu
    Luo, Wenqiang
    Xu, Yinfei
    Song, Tiecheng
    2023 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, WCNC, 2023,