DocumentCode :
1203820
Title :
Bit allocation for dependent quantization with applications to multiresolution and MPEG video coders
Author :
Ramchandran, Kannan ; Ortega, Antonio ; Vetterli, Martin
Author_Institution :
Dept. of Electr. & Comput. Eng., Illinois Univ., Urbana, IL, USA
Volume :
3
Issue :
5
fYear :
1994
fDate :
9/1/1994 12:00:00 AM
Firstpage :
533
Lastpage :
545
Abstract :
We address the problem of efficient bit allocation in a dependent coding environment. While optimal bit allocation for independently coded signal blocks has been studied in the literature, we extend these techniques to the more general temporally and spatially dependent coding scenarios. Of particular interest are the topical MPEG video coder and multiresolution coders. Our approach uses an operational rate-distortion (R-D) framework for arbitrary quantizer sets. We show how a certain monotonicity property of the dependent R-D curves can be exploited in formulating fast ways to obtain optimal and near-optimal solutions. We illustrate the application of this property in specifying intelligent pruning conditions to eliminate suboptimal operating points for the MPEG allocation problem, for which we also point out fast nearly-optimal heuristics. Additionally, we formulate an efficient allocation strategy for multiresolution coders, using the spatial pyramid coder as an example. We then extend this analysis to a spatio-temporal 3-D pyramidal coding scheme. We tackle the compatibility problem of optimizing full-resolution quality while simultaneously catering to subresolution bit rate or quality constraints. We show how to obtain fast solutions that provide nearly optimal (typically within 0.3 dB) full resolution quality while providing much better performance for the subresolution layer (typically 2-3 dB better than the full-resolution optimal solution)
Keywords :
analogue-digital conversion; image coding; video signals; MPEG video coders; allocation strategy; arbitrary quantizer sets; dependent quantization; efficient bit allocation; fast nearly-optimal heuristics; full-resolution quality optimisation; intelligent pruning conditions; monotonicity property; multiresolution coders; near-optimal solutions; operational rate-distortion framework; optimal solutions; spatial pyramid coder; spatially dependent coding; spatio-temporal 3-D pyramidal coding scheme; subresolution bit rate; temporally dependent coding; Analytical models; Bit rate; Constraint optimization; Helium; Image coding; Quantization; Rate-distortion; Signal resolution; Source coding; Spatial resolution;
fLanguage :
English
Journal_Title :
Image Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1057-7149
Type :
jour
DOI :
10.1109/83.334987
Filename :
334987
Link To Document :
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