DocumentCode :
294780
Title :
Weighted universal bit allocation: optimal multiple quantization matrix coding
Author :
Effros, M. ; Chou, P.A.
Author_Institution :
Dept. of Electr. Eng., California Inst. of Technol., Pasadena, CA, USA
Volume :
4
fYear :
1995
fDate :
9-12 May 1995
Firstpage :
2343
Abstract :
We introduce a two-stage bit allocation algorithm analogous to the algorithm for weighted universal vector quantization (WUVQ). The encoder uses a collection of possible bit allocations (typically in the form of a collection of quantization matrices) rather than a single bit allocation (or single quantization matrix). We describe both an encoding algorithm for achieving optimal compression using a collection of bit allocations and a technique for designing locally optimal collections of bit allocations. We demonstrate performance on a JPEG style coder using the mean squared error (MSE) distortion measure. On a sequence of medical brain scans, the algorithm achieves up to 2.5 dB improvement over a single bit allocation system, up to 5 dB improvement over a WUVQ with first- and second-stage vector dimensions equal to 16 and 4 respectively, and up to 12 dB improvement over an entropy constrained vector quantizer (ECVQ) using 4 dimensional vectors
Keywords :
brain; discrete cosine transforms; image coding; matrix algebra; medical image processing; transform coding; vector quantisation; DCT; JPEG style coder; MSE; encoder; encoding algorithm; first-stage vector dimension; mean squared error distortion measure; medical brain scans; optimal compression; optimal multiple quantization matrix coding; quantization matrices; second-stage vector dimension; two-stage bit allocation algorithm; weighted universal bit allocation; weighted universal vector quantization; Algorithm design and analysis; Biomedical imaging; Bit rate; Discrete cosine transforms; Distortion measurement; Encoding; Entropy; Mirrors; Quantization; Radio spectrum management; Statistics; Transform coding; Vector quantization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1995. ICASSP-95., 1995 International Conference on
Conference_Location :
Detroit, MI
ISSN :
1520-6149
Print_ISBN :
0-7803-2431-5
Type :
conf
DOI :
10.1109/ICASSP.1995.479962
Filename :
479962
Link To Document :
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