DocumentCode :
347949
Title :
A hybrid approach of wavelet packet and directional decomposition for image compression
Author :
Zhang, Chang-N ; Wu, Xiangyou
Author_Institution :
Dept. of Comput. Sci., Regina Univ., Sask., Canada
Volume :
2
fYear :
1999
fDate :
9-12 May 1999
Firstpage :
755
Abstract :
In this paper, a novel image compression technique, the combination of wavelet packet transform and directional decomposition, is proposed. Wavelet packet transform is an increasingly remarkable approach which outperforms the standard wavelet transform in image coding. It can be employed to exploit the image redundancy efficiently and therefore obtain a high compression ratio. Directional filtering coding technique, as one of the "second generation image coding techniques", first introduced the concept of directional decomposition. By placing emphasis on edge detection to preserve edge information to exploit the fact that the human visual system is more sensitive to image edge features, it is generally capable to obtain a relatively high compression ratio. The approach proposed in this paper decomposed an image into a low frequency component and a number of high frequency components, with the edges on each high frequency component at its own directions. By a combination process of Cartesian coordinate rotation transform, interpolation, wavelet packet transform, and a coding algorithm, the image is reconstructed at an improved visual quality at the same bitrate compared to the common wavelet pyramid algorithm.
Keywords :
data compression; edge detection; image coding; image reconstruction; interpolation; low-pass filters; wavelet transforms; Cartesian coordinate rotation transform; coding algorithm; directional decomposition; directional filtering coding technique; edge detection; high compression ratio; high frequency components; hybrid approach; image coding; image compression; image edge features; image reconstruction; image redundancy; interpolation; low frequency component; second generation image coding techniques; wavelet packet transform; Filtering; Frequency; Humans; Image coding; Image edge detection; Image generation; Interpolation; Visual system; Wavelet packets; Wavelet transforms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrical and Computer Engineering, 1999 IEEE Canadian Conference on
Conference_Location :
Edmonton, Alberta, Canada
ISSN :
0840-7789
Print_ISBN :
0-7803-5579-2
Type :
conf
DOI :
10.1109/CCECE.1999.808039
Filename :
808039
Link To Document :
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