Matching pursuits video coding: Dictionaries and fast implementation

Citation
P. Czerepinski et al., Matching pursuits video coding: Dictionaries and fast implementation, IEEE CIR SV, 10(7), 2000, pp. 1103-1115
Citations number
19
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
ISSN journal
10518215 → ACNP
Volume
10
Issue
7
Year of publication
2000
Pages
1103 - 1115
Database
ISI
SICI code
1051-8215(200010)10:7<1103:MPVCDA>2.0.ZU;2-S
Abstract
Matching pursuits over a basis of separable Gabor functions has been demons trated 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 c ontains original contribution to the issues of dictionary selection and fas t implementation for matching pursuits video coding. First, it is shown tha t the PSNR performance of existing matching pursuits codecs can be improved and the implementation cost reduced by a better selection of dictionary fu nctions. Secondly, dictionary factorization is put forward to further reduc e implementation costs. A reduction of the computational load by a factor o f 20 is achieved compared to implementations reported to date. For a majori ty of test conditions, this reduction is supplemented by an improvement in reconstruction quality. Finally, a pruned full-search algorithm is introduc ed, which offers significant quality gains compared to the better-known heu ristic fast-search algorithm, while keeping the computational cost low.