Title :
A fast rate-optimized motion estimation algorithm for low-bit-rate video coding
Author :
Ju, John C -H ; Chen, Yen-Kuang ; Kung, S.Y.
Author_Institution :
Dept. of Electr. Eng., Princeton Univ., NJ, USA
fDate :
10/1/1999 12:00:00 AM
Abstract :
Motion estimation is known to be the main bottleneck in real-time encoding applications, and the search for an effective motion estimation algorithm (in terms of computational complexity and compression efficiency) has been a challenging problem for years. This paper describes a new block-matching algorithm that is much faster than the full search algorithm and occasionally even produces better rate-distortion curves than the full search algorithms. We observe that a piecewise continuous motion field reduces the bit rate for differentially encoded motion vectors. Our motion estimation algorithm exploits the spatial correlations of motion vectors effectively in the sense of producing better rate-distortion curves. Furthermore, we incorporate such correlations in a multiresolution framework to reduce the computational complexity. Simulation shows that this method is successful because of the homogeneous and reliable estimation of the displacement vectors. In nine out of our ten benchmark simulations, the performance of the full search algorithm and that of our subblock multiresolution method is about the same. In one out of our ten benchmark simulations, our method has improvement
Keywords :
computational complexity; correlation methods; data compression; image matching; image resolution; motion estimation; rate distortion theory; video coding; benchmark simulations; bit rate reduction; block-matching algorithm; compression efficiency; computational complexity reduction; differentially encoded motion vectors; displacement vectors; fast rate-optimized motion estimation algorithm; full search algorithm; full search algorithms; low-bit-rate video coding; multiresolution framework; piecewise continuous motion field; rate-distortion curves; real-time encoding; spatial correlations; subblock multiresolution method; Bit rate; Computational complexity; Computational modeling; Design for disassembly; Image coding; Motion estimation; Rate-distortion; Spatial resolution; Video coding; Video compression;
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on