DocumentCode :
1403359
Title :
DCT-based motion estimation
Author :
Koc, Ut-Va ; Liu, K. J Ray
Author_Institution :
AT&T Bell Labs., Murray Hill, NJ, USA
Volume :
7
Issue :
7
fYear :
1998
fDate :
7/1/1998 12:00:00 AM
Firstpage :
948
Lastpage :
965
Abstract :
We propose novel discrete cosine transform (DCT) pseudophase techniques to estimate shift/delay between two one-dimensional(1-D) signals directly from their DCT coefficients by computing the pseudophase shift hidden in DCT and then employing the sinusoidal orthogonal principles, applicable to signal delay estimation remote sensing. Under the two-dimensional (2-D) translational motion model, we further extend the pseudophase techniques to the DCT-based motion estimation (DXT-ME) algorithm for 2-D signals/images. The DXT-ME algorithm has certain advantages over the commonly used full search block-matching approach (BKM-ME) for application to video coding despite certain limitations. In addition to its robustness in a noisy environment and low computational complexity, O(M2) for an M×M search range in comparison to the O(N2·M2) complexity of BKM-ME for an N×N block, its ability to estimate motion completely in DCT domain makes possible the fully DCT-based motion-compensated video coder structure, which has only one major component in the feedback loop instead of three as in the conventional hybrid video coder design, and thus results in a higher system throughput. Furthermore, combination of the DCT and motion estimation units can provide space for further optimization of the overall coder. In addition, the DXT-ME algorithm has solely highly parallel local operations and this property makes feasible parallel implementation suitable for very large scale integration (VLSI) design. Simulation on a number of video sequences is presented with comparison to BKM-ME and other fast block search algorithms for video coding applications even though DXT-ME is completely different from any block search algorithms
Keywords :
computational complexity; delays; discrete cosine transforms; image matching; image sequences; motion compensation; motion estimation; parallel algorithms; signal processing; transform coding; video coding; 1D signals; 2D signals/images; 2D translational motion model; DCT coefficients; DCT-based motion estimation; DXT-ME algorithm; VLSI design; block-matching approach; discrete cosine transform; fast block search algorithms; feedback loop; hybrid video coder design; low computational complexity; motion-compensated video coder; noisy environment; optimization; parallel implementation; pseudophase techniques; remote sensing; signal delay estimation; signal shift estimation; simulation; sinusoidal orthogonal principles; system throughput; very large scale integration; video coding; video sequences; Computational complexity; Delay estimation; Discrete cosine transforms; Motion estimation; Remote sensing; Robustness; Two dimensional displays; Very large scale integration; Video coding; Working environment noise;
fLanguage :
English
Journal_Title :
Image Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1057-7149
Type :
jour
DOI :
10.1109/83.701146
Filename :
701146
Link To Document :
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