DocumentCode :
1302394
Title :
Remote-Sensing Image Compression Using Two-Dimensional Oriented Wavelet Transform
Author :
Li, Bo ; Yang, Rui ; Jiang, Hongxu
Author_Institution :
Digital Media Lab., Beihang Univ., Beijing, China
Volume :
49
Issue :
1
fYear :
2011
Firstpage :
236
Lastpage :
250
Abstract :
In this paper, a 2-D oriented wavelet transform (OWT) is introduced for efficient remote-sensing image compression. The proposed 2-D OWT can perform integrative oriented transform in arbitrary direction and achieve a significant transform coding gain. To maximize the transform coding gain, two separable 1-D transforms are implemented in the same direction for local areas with direction consistency. Subpixel interpolation rules are designed for rectangular subbands generation. In addition, semidirection displacement is adjusted to handle direction mismatch after the first 1-D transform. Experimental results demonstrate that the proposed 2-D OWT compression scheme outperforms JPEG2000 for remote-sensing images with high resolution, up to 0.43 dB in peak signal-to-noise ratio (PSNR), 0.0261 in the measure of structural similarity, 0.44% in Kappa coefficients, respectively, and significant subjective improvement. Meanwhile, it outperforms JPEG2000, previous adaptive directional lifting and weighted adaptive lifting methods, up to 1.98, 0.36, and 0.19 dB in PSNR for natural images. Furthermore, it is suitable for real-time remote-sensing processing for its low computational cost.
Keywords :
data compression; geophysical image processing; image coding; remote sensing; wavelet transforms; 2-D OWT; JPEG2000; integrative oriented transform; peak signal-to-noise ratio; remote-sensing image compression; subpixel interpolation; transform coding gain; two-dimensional oriented wavelet transform; Image coding; Image edge detection; Pixel; Remote sensing; Transform coding; Wavelet transforms; Image compression; oriented resample; remote-sensing image; wavelet transform;
fLanguage :
English
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
Publisher :
ieee
ISSN :
0196-2892
Type :
jour
DOI :
10.1109/TGRS.2010.2056691
Filename :
5555998
Link To Document :
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