Title :
Time-varying wavelet transforms with lifting steps for lossless image compression
Author :
Okuda, Masahiro ; Mitra, Sanjit K. ; Ikehara, Masaaki ; Takahashi, Shin-Ichi
Author_Institution :
Dept. of Electron. & Electr. Eng., Keio Univ., Tokyo, Japan
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 regularity and with fewer coefficients which requires high-pass filters with some vanishing moments. However for the regions around edges, short highpass filters are preferable. In one recently proposed approach, this problem was solved by switching filter banks using longer filters for smoothed areas of the images and shorter filters for areas with edges. This approach was applied to lossy image coding resulting in a reduction of ringing artifacts. As edges were predicted using neighboring pixels the nonlinear transforms 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 switched between three filter banks, depending on the estimated standard deviation
Keywords :
data compression; decorrelation; high-pass filters; image coding; maximum likelihood estimation; time-varying filters; wavelet transforms; decorrelation; high-pass filters; lifting steps; lossless image coding; lossless image compression; lossy image coding; maximum likelihood problem; neighboring pixels; ringing artifacts; switching filter banks; time-varying filterbank; time-varying wavelet transforms; wavelet transform; Art; Filter bank; Image coding; Image segmentation; Performance loss; Pixel; Satellites; Wavelet transforms;
Conference_Titel :
Image Processing, 1999. ICIP 99. Proceedings. 1999 International Conference on
Conference_Location :
Kobe
Print_ISBN :
0-7803-5467-2
DOI :
10.1109/ICIP.1999.819465