Matching pursuits over a basis of separable Gabor functions has been demonstrated to outperform DCT methods for displaced frame difference coding for video compression. Unfortunately, apart from very low bit-rate applications, the algorithm involves an extremely high computational load. This paper contains an original contribution to the issues of dictionary selection and fast implementation for matching pursuits video coding. First, it is shown that the PSNR performance of existing matching pursuits codecs can be improved and the implementation cost reduced by a better selection of dictionary functions. Secondly, dictionary factorization is put forward to further reduce implementation costs. A reduction of the computational load by a factor of 20 is achieved compared to implementations reported to date. For a majority of test conditions, this reduction is supplemented by an improvement in reconstruction quality. Finally, a pruned full-search algorithm is introduced, which offers significant quality gains compared to the better-known heuristic fast-search algorithm, while keeping the computational cost low.
|Translated title of the contribution||Matching pursuits video coding: dictionaries and fast implementation|
|Pages (from-to)||1103 - 1115|
|Journal||IEEE Transactions on Circuits and Systems for Video Technology|
|Publication status||Published - Oct 2000|
Bibliographical noteOther: Invited Paper
Rose publication type: Journal article
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- matching pursuit
- displaced frame difference
- low-complexity algorithm
- pruned full search
- video coding