DocumentCode :
2400230
Title :
Quantization of wavelet coefficients for image compression
Author :
Mohammed, Aziz ; Sayood, Khalid
Author_Institution :
Dept. of Electr. Eng., Nebraska Univ., Lincoln, NE, USA
fYear :
1995
fDate :
28-30 Mar 1995
Firstpage :
483
Abstract :
Summary form only given, as follows. The use of wavelets and multiresolution analysis is becoming increasingly popular for image compression. We examine several different approaches to the quantization of wavelet coefficients. A standard approach in subband coding is to use DPCM to encode the lowest band while the higher bands are quantized using a scalar quantizer for each band or a vector quantizer. We implement these schemes using a variety of quantizer including PDF optimized quantizers and recursively indexed scalar quantizers (RISQ). We then incorporate a threshold operation to prevent the removal of perceptually important information. We show that there is a both subjective and objective improvements in performance when we use the RISQ and the perceptual thresholds. The objective performance measure shows a consistent two to three dB improvement over a wide range of rates. Finally we use a recursively indexed vector quantizer (RIVQ) to encode the wavelet coefficients. The RIVQ can operate at relatively high rates and is therefore particularly suited for quantizing the coefficients in the lowest band
Keywords :
differential pulse code modulation; image coding; image resolution; probability; recursive estimation; vector quantisation; wavelet transforms; DPCM; PDF optimized quantizers; image compression; multiresolution analysis; objective performance measure; perceptual thresholds; perceptually important information; performance improvements; recursively indexed scalar quantizers; recursively indexed vector quantizer; subband coding; threshold operation; wavelet coefficients; Image coding; Multiresolution analysis; NASA; Vector quantization; Wavelet analysis; Wavelet coefficients;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Data Compression Conference, 1995. DCC '95. Proceedings
Conference_Location :
Snowbird, UT
ISSN :
1068-0314
Print_ISBN :
0-8186-7012-6
Type :
conf
DOI :
10.1109/DCC.1995.515593
Filename :
515593
Link To Document :
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