DocumentCode
769162
Title
An optimal design procedure for intraband vector quantized subband coding
Author
Bradley, J.N. ; Stockham, T.G., Jr. ; Mathews, V. John
Author_Institution
Los Alamos Nat. Lab., NM, USA
Volume
43
Issue
38020
fYear
1995
Firstpage
523
Lastpage
533
Abstract
Subband coding with vector quantization is addressed in this paper. Forming the data vectors from both between and within the subbands is considered. The former of these two schemes is referred to as interband coding and the latter as intraband coding. Interband coder design is relatively straightforward since the design of the single codebook involved follows readily from a representative set of interband data vectors. Intraband coder design is more complicated since it entails the selection of a vector dimension and a bit-rate for each subband. The main contribution of this work is an optimal methodology for intraband subband vector quantizer design. The problem formulation includes constraints on the bit-rate and the encoding complexity and is solved with nonlinear programming methods. Subband vector quantization image coding in conjunction with a human visual system model is thoroughly investigated. Results of a large number of experiments indicate that the optimal intraband coder yields superior results from quantitative as well as subjective points of view than the interband coder for comparable bit-rates. This improvement becomes more pronounced as the computational complexity of the intraband encoder is allowed to increase.<>
Keywords
computational complexity; image coding; nonlinear programming; vector quantisation; VQ; bit-rate for; codebook; computational complexity; encoding complexity; experiments; human visual system model; image coding; interband coder design; interband coding; interband data vectors; intraband coder design; intraband coding; intraband vector quantized subband coding; nonlinear programming methods; vector dimension; vector quantization; Computational complexity; Encoding; Humans; Image coding; Vector quantization; Visual system;
fLanguage
English
Journal_Title
Communications, IEEE Transactions on
Publisher
ieee
ISSN
0090-6778
Type
jour
DOI
10.1109/26.380071
Filename
380071
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