Title :
Generalized rate-distortion optimization for motion-compensated video coders
Author :
Yang, Yan ; Hemami, Sheila S.
Author_Institution :
Cornell Univ., Ithaca, NY, USA
fDate :
9/1/2000 12:00:00 AM
Abstract :
This paper addresses jointly rate-distortion optimal selection of coding parameters in a general motion-compensated video coder. The general coder uses variable-block-size motion estimation and multimode residual coding. This is essentially the optimal bit-allocation problem for an individual frame at a given rate constraint. This paper not only gives the general formulation and solution using the Lagrange multiplier method and dynamic programming, but also demonstrates how the general theory can he adapted and applied to both an MPEG-like coder and a motion-compensated wavelet coder. Simulations demonstrate that both proposed coders outperform MPEG (TM5) by 0.7-1.3 dB at a variety of bit rates, with the gain provided by both better motion estimation and the joint-parameter optimization. The technique is applicable to MPEG-compliant coders with fixed block-size motion estimation and provides a gain of 0.5-0.7 dB over TM5. The optimization approach can also be applied to distortion-constrained coding, and therefore allows a fine tuning of either the rate or distortion to follow any desired profile
Keywords :
data compression; dynamic programming; motion compensation; motion estimation; rate distortion theory; transform coding; video coding; wavelet transforms; Lagrange multiplier method; MPEG-compliant coders; MPEG-like coder; TM5; coding parameters; distortion-constrained coding; dynamic programming; generalized rate-distortion optimization; joint-parameter optimization; motion-compensated video coders; motion-compensated wavelet coder; multimode residual coding; optimal bit-allocation problem; rate constraint; rate-distortion optimal selection; simulations; variable-block-size motion estimation; Design for disassembly; Discrete cosine transforms; Dynamic programming; Lagrangian functions; Motion compensation; Motion estimation; Quantization; Rate-distortion; Transform coding; Video coding;
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on