Title :
Adaptive rate-distortion optimization using perceptual hints
Author :
Tsai, Chun-Jen ; Tang, Chih-Wei ; Chen, Ching-Ho ; Yu, Ya-Hui
Author_Institution :
Dept. of Comput. Sci. & Inf. Eng., Nat. Chiao Tung Univ., Hsinchu
Abstract :
The paper proposes a novel video coding approach that performs adaptive rate-distortion optimization guided by perceptual hints. The key idea is to adjust adaptively 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 tolerating 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 the same perceptual quality and is very promising for practical systems
Keywords :
optical distortion; optimisation; rate distortion theory; video coding; visual perception; Lagrange multipliers; adaptive rate-distortion optimization; bit-rate saving; human vision; perceptual distortions; perceptual hints; perceptual quality; random structure; video coding; visual attention analysis; well-structured objects; Computer science; Distortion measurement; Humans; Lagrangian functions; Performance analysis; Psychology; Quadratic programming; Rate-distortion; Signal analysis; Video codecs;
Conference_Titel :
Multimedia and Expo, 2004. ICME '04. 2004 IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
0-7803-8603-5
DOI :
10.1109/ICME.2004.1394280