Title :
A fast rate-distortion optimization algorithm for motion-compensated video coding
Author :
Hu, Stephanie Y. ; Chen, Meng Chang ; Wilson, A.N.
Author_Institution :
Dept. of Electr. Eng., California Univ., Los Angeles, CA, USA
Abstract :
A fast optimization algorithm that jointly selects motion vectors (MVs) and quantization levels based on a rate-distortion (R-D) criterion is developed for a motion-compensated video coding system. In contrast to an optimal R-D algorithm, which requires performing DCT and scalar quantization operations, which can be computationally excessive for practical applications, the proposed algorithm achieves a significant complexity reduction by efficiently pruning MV candidates and modeling residual bit-rate and overall distortion with simple polynomial functions of the quantization level for a given motion vector. Experimental results indicate that our fast algorithm maintains compression performance close to that of the optimal algorithm while keeping computational complexity close to that of conventional heuristic approaches
Keywords :
computational complexity; data compression; motion compensation; quantisation (signal); rate distortion theory; video coding; complexity reduction; compression performance; computational complexity; motion-compensated video coding; overall distortion; polynomial functions; quantization levels; rate-distortion optimization algorithm; Computational complexity; Discrete cosine transforms; Polynomials; Quantization; Rate distortion theory; Rate-distortion; Redundancy; Transform coding; Video coding; Video sequences;
Conference_Titel :
Circuits and Systems, 1997. ISCAS '97., Proceedings of 1997 IEEE International Symposium on
Print_ISBN :
0-7803-3583-X
DOI :
10.1109/ISCAS.1997.622113