Title :
Complexity reduction of joint temporal-spatial bit allocation using R-D models for video streaming
Author :
Liu, Shan ; Kuo, C. C Jay
Author_Institution :
Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
The joint temporal-spatial bit allocation problem was examined in our previous work to achieve proper temporal-spatial quality tradeoff for low bit rate video coding. Both theoretical analysis and performance benchmark of several optimal/suboptimal algorithms were presented. However, the high computational complexities of these solutions prevent them from being used in practical applications. To solve this problem, rate-distortion (R-D) models are adopted in this work to reduce the complexity of the proposed rate control scheme. Different R-D models are applied to intra, inter and skipped frames, respectively, with consideration of both prediction and interpolation dependencies among successive frames. A look ahead window (LAW) structure is implemented, with buffer and delay constraints applied, for continuous and smooth video playback. The approximation errors of the proposed R-D models are very small, which results in small degradation of the compressed video quality, while the complexity of rate control is greatly reduced so that it is suitable for streaming applications. It is shown by experiments that the proposed rate control method can achieve better overall quality than the standard MPEG-4/TM7 rate control.
Keywords :
approximation theory; buffer storage; computational complexity; data compression; delays; interpolation; optimisation; rate distortion theory; video coding; MPEG-4/TM7 rate control; R-D models; approximation errors; buffer constraint; compressed video quality; computational complexity reduction; delay constraint; inter-frames; interpolation; intra-frames; joint temporal-spatial bit allocation; look ahead window; low bit rate video coding; optimal/suboptimal algorithms; performance benchmark; rate control complexity; rate-distortion models; skipped frames; streaming applications; temporal-spatial quality; video playback; video streaming; Algorithm design and analysis; Bit rate; Computational complexity; Interpolation; Performance analysis; Predictive models; Rate-distortion; Streaming media; Video coding; Video compression;
Conference_Titel :
Image Processing. 2002. Proceedings. 2002 International Conference on
Print_ISBN :
0-7803-7622-6
DOI :
10.1109/ICIP.2002.1038128