DocumentCode :
1289686
Title :
A new rate control scheme using quadratic rate distortion model
Author :
Chiang, Tihao ; Zhang, Ya-Qin
Author_Institution :
David Sarnoff Res. Center, Princeton, NJ, USA
Volume :
7
Issue :
1
fYear :
1997
fDate :
2/1/1997 12:00:00 AM
Firstpage :
246
Lastpage :
250
Abstract :
A new rate control scheme is used to calculate the target bit rate for each frame based on a quadratic formulation of the rate distortion function. The distortion measure is assumed to be the average quantization scale of a frame. The rate distortion function is modeled as a second-order function of the inverse of the distortion measure. We present a closed form solution for the target bit allocation which includes the MPEG-2 TM5 rate control scheme as a special case. The model parameters are estimated using statistical linear regression analysis. Since the estimation uses the past encoded frames of the same picture prediction type (I, P, B pictures), the proposed approach is a single pass rate control technique. Because of the improved accuracy of the rate distortion function, the fluctuations of the bit counts are significantly reduced by 20-65% in the standard deviation of the bit count while the picture quality remains the same. Thus, the buffer requirement is reduced at a small increase in complexity. This technique has been adopted by the MPEG committee as part of VM5.0 in November 1996
Keywords :
channel capacity; code standards; inverse problems; parameter estimation; prediction theory; quantisation (signal); rate distortion theory; statistical analysis; telecommunication standards; video coding; MPEG committee; MPEG-2 TM5 rate control scheme; VM5.0; average quantization scale; buffer requirement reduction; closed form solution; distortion measure; inverse distortion measure; model parameter estimation; picture prediction; picture quality; quadratic formulation; quadratic rate distortion model; rate control; rate distortion function; second-order function; single pass rate control; standard deviation; statistical linear regression analysis; target bit allocation; target bit rate; Bit rate; Closed-form solution; Distortion measurement; Fluctuations; Linear regression; MPEG 4 Standard; Predistortion; Quantization; Rate-distortion; Virtual manufacturing;
fLanguage :
English
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher :
ieee
ISSN :
1051-8215
Type :
jour
DOI :
10.1109/76.554439
Filename :
554439
Link To Document :
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