IMAGE-CODING USING WAVELET TRANSFORMS AND ENTROPY-CONSTRAINED TRELLIS-CODED QUANTIZATION

被引:38
作者
SRIRAM, P [1 ]
MARCELLIN, MW [1 ]
机构
[1] UNIV ARIZONA, DEPT ELECT & COMP ENGN, TUCSON, AZ 85721 USA
基金
美国国家科学基金会;
关键词
D O I
10.1109/83.388075
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The discrete wavelet transform has recently emerged as a powerful technique for decomposing images into various multi-resolution approximations. Multi-resolution decomposition schemes have proven to be very effective for high-quality, low bit-rate image coding, In this work, we investigate the use of entropy-constrained trellis-coded quantization (ECTCQ) for encoding the wavelet coefficients of both monochrome and color images, ECTCQ is known as an effective scheme for quantizing memoryless sources with low to moderate complexity, The ECTCQ approach to data compression has led to some of the most effective source codes found to date for memoryless sources. Performance comparisons are made using the classical quadrature mirror filter bank of Johnston and nine-tap spline filters that were built from biorthogonal wavelet bases, We conclude that the encoded images obtained from the system employing nine-tap spline filters are marginally superior although at the expense of additional computational burden. Excellent peak-signal-to-noise ratios are obtained for encoding monochrome and color versions of the 512 x 512 ''Lenna'' image, Comparisons with other results from the literature reveal that the proposed wavelet coder is quite competitive.
引用
收藏
页码:725 / 733
页数:9
相关论文
共 40 条
[1]   Image coding using wavelet transform [J].
Antonini, Marc ;
Barlaud, Michel ;
Mathieu, Pierre ;
Daubechies, Ingrid .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1992, 1 (02) :205-220
[2]   ENTROPY-CONSTRAINED VECTOR QUANTIZATION [J].
CHOU, PA ;
LOOKABAUGH, T ;
GRAY, RM .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1989, 37 (01) :31-42
[3]   BIORTHOGONAL BASES OF COMPACTLY SUPPORTED WAVELETS [J].
COHEN, A ;
DAUBECHIES, I ;
FEAUVEAU, JC .
COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS, 1992, 45 (05) :485-560
[4]   DIGITAL CODING OF SPEECH IN SUB-BANDS [J].
CROCHIERE, RE ;
WEBBER, SA ;
FLANAGAN, JL .
BELL SYSTEM TECHNICAL JOURNAL, 1976, 55 (08) :1069-1085
[5]  
CROISIER A, 1976, 1976 C P IEEE INT C
[6]   ORTHONORMAL BASES OF COMPACTLY SUPPORTED WAVELETS [J].
DAUBECHIES, I .
COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS, 1988, 41 (07) :909-996
[7]  
DEGARRIDO DP, 1991, 1991 C P SPIE C VIS
[8]  
FARVARDIN N, 1993, 1993 C P INT C AC SP
[9]   ENTROPY-CONSTRAINED TRELLIS-CODED QUANTIZATION [J].
FISCHER, TR ;
MIN, W .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1992, 38 (02) :415-426
[10]   VITERBI ALGORITHM [J].
FORNEY, GD .
PROCEEDINGS OF THE IEEE, 1973, 61 (03) :268-278