Filter banks with nonlinear lifting steps for lossless image compression

Citation
M. Okuda et al., Filter banks with nonlinear lifting steps for lossless image compression, IEICE T FUN, E84A(3), 2001, pp. 797-801
Citations number
10
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES
ISSN journal
09168508 → ACNP
Volume
E84A
Issue
3
Year of publication
2001
Pages
797 - 801
Database
ISI
SICI code
0916-8508(200103)E84A:3<797:FBWNLS>2.0.ZU;2-5
Abstract
Most natural images are well modeled as smoothed areas segmented by edges. The smooth areas can be well represented by a wavelet transform with high r egularity and with fewer coefficients which requires highpass filters with some vanishing moments. However for the regions around edges, short highpas s filters are preferable. In one recently proposed approach, this problem w as solved by switching filter banks using longer filters for smoothed areas of the images and shorter filters for areas with edges [1]. This approach was applied to lossy image coding resulting in a reduction of ringing artif acts. As edges were predicted using neighboring pixels, the nonlinear trans forms made the decorrelation more flexible. In this paper we propose a time -varying filterbank and apply it to lossless image coding. In this scheme, we estimate the standard deviation of the neighboring pixels of the current pixel by solving the maximum likelihood problem. The filterbank is switche d between three filter banks, depending on the estimated standard deviation .