Nonlinear wavelet transforms for image coding via lifting

被引:196
作者
Claypoole, RL [1 ]
Davis, GM
Sweldens, W
Baraniuk, RG
机构
[1] USAF, Inst Technol, Dept Elect & Comp Engn, Wright Patterson AFB, OH 45433 USA
[2] Sigma Xi, Sci Res Soc, Res Triangle Pk, NC 27709 USA
[3] Bell Labs, Lucent Technol, Murray Hill, NJ 07974 USA
[4] Rice Univ, Dept Elect & Comp Engn, Houston, TX 77005 USA
基金
美国国家科学基金会;
关键词
adaptive signal processing; image coding; wavelet transforms;
D O I
10.1109/TIP.2003.817237
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We investigate central issues such as invertibility, stability, synchronization, and frequency characteristics for nonlinear wavelet transforms built using the lifting framework. The nonlinearity comes from adaptively choosing between a class of linear predictors within the lifting framework. We also describe how earlier families of nonlinear filter banks can be extended through the use of prediction functions operating on a causal neighborhood of pixels. Preliminary compression results for model and real-world images demonstrate the promise of our techniques.
引用
收藏
页码:1449 / 1459
页数:11
相关论文
共 27 条
[1]  
[Anonymous], 1992, 10 LECT WAVELETS
[2]   Lossless image compression based on optimal prediction, adaptive lifting, and conditional arithmetic coding [J].
Boulgouris, NV ;
Tzovaras, D ;
Strintzis, MC .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (01) :1-14
[3]   THE LAPLACIAN PYRAMID AS A COMPACT IMAGE CODE [J].
BURT, PJ ;
ADELSON, EH .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1983, 31 (04) :532-540
[4]   Wavelet transforms that map integers to integers [J].
Calderbank, AR ;
Daubechies, I ;
Sweldens, W ;
Yeo, BL .
APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 1998, 5 (03) :332-369
[5]   Efficient context-based entropy coding for lossy wavelet image compression [J].
Chrysafis, C ;
Ortega, A .
DCC '97 : DATA COMPRESSION CONFERENCE, PROCEEDINGS, 1997, :241-250
[6]  
CLARK RJ, 1985, TRANSFORM CODING IMA
[7]  
CLAYPOOLE R, 1997, P AS C SIGN SYST COM
[8]  
CLAYPOOLE RL, 1998, P IEEE INT C AC SPEE
[9]   BIORTHOGONAL BASES OF COMPACTLY SUPPORTED WAVELETS [J].
COHEN, A ;
DAUBECHIES, I ;
FEAUVEAU, JC .
COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS, 1992, 45 (05) :485-560
[10]   Factoring wavelet transforms into lifting steps [J].
Daubechies, I ;
Sweldens, W .
JOURNAL OF FOURIER ANALYSIS AND APPLICATIONS, 1998, 4 (03) :247-269