DocumentCode :
3413182
Title :
Adaptive quantization without side information using scalar-vector quantization and trellis coded quantization
Author :
Yoo, Yoonjong ; Ortega, Antonio
Author_Institution :
Dept. of Electr. Eng. Syst., Univ. of Southern California, Los Angeles, CA, USA
Volume :
2
fYear :
1995
fDate :
Oct. 30 1995-Nov. 1 1995
Firstpage :
1398
Abstract :
We combine backward adaptive quantization with the scalar-vector quantizer (SVQ) and the trellis coded quantizer (TCQ) both of which have an underlying scalar quantizer (USQ) in their structure. The resulting adaptive scalar-vector quantizer (ASVQ) and adaptive trellis coded quantizer (ATCQ) redesign the USQ based on the past quantized outputs. The adaptive quantizers require no side information and also outperform the SVQ and the TCQ, respectively, when the input signal is non-stationary. For an input sequence from a bimodal source switching infrequently between two Gaussian distributions with the same mean and different variances, both adaptive quantizers achieve performance gains of more than 1.3 dB over the non-adaptive quantizers designed on the training set from the same bimodal source. Also the adaptive quantizers demonstrate minimal performance degradation due to adaptation when stationary inputs are considered.
Keywords :
vector quantisation; Gaussian distributions; adaptive quantization; adaptive scalar-vector quantizer; adaptive trellis coded quantizer; bimodal source; input sequence; nonstationary input signal; performance; scalar-vector quantization; side information; stationary inputs; trellis coded quantization; underlying scalar quantizer; Decoding; Degradation; Dynamic range; Engineering profession; Entropy; Gaussian distribution; Image processing; Performance gain; Quantization; Signal processing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signals, Systems and Computers, 1995. 1995 Conference Record of the Twenty-Ninth Asilomar Conference on
Conference_Location :
Pacific Grove, CA, USA
ISSN :
1058-6393
Print_ISBN :
0-8186-7370-2
Type :
conf
DOI :
10.1109/ACSSC.1995.540928
Filename :
540928
Link To Document :
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