DocumentCode :
398604
Title :
Reversible integer KLT for progressive-to-lossless compression of multiple component images
Author :
Hao, Pengwei ; Shi, Qingyun
Author_Institution :
Center for Inf. Sci., Peking Univ., Beijing, China
Volume :
1
fYear :
2003
fDate :
14-17 Sept. 2003
Abstract :
In this paper, we presented a method for integer reversible implementation of KLT for multiple component image compression. The progressive-to-lossless compression algorithm employed the JPEG-2000 transform coding strategy using the multiple component transform (MCT) across the components, followed by a 2-dimensional wavelet transform on individual eigen images. The linear MCTs we tested and compared are KLT, discrete wavelet transform (DWT), and a tasselled cap transform (TCT) for TM satellite images only. The computational complexity of the reversible integer implementation is no more than that of naive transformation, and the overhead data is very small. Its effectiveness was evaluated using two 6-band landsat TM satellite images and an 80-component hyper-spectral remotely-sensed image. Experiments with KLT and wavelet based JPEG-2000 show that reversible KLT (RKLT) outperforms other approaches for all of the test images in the case of both lossy and lossless compression.
Keywords :
Karhunen-Loeve transforms; data compression; discrete wavelet transforms; image coding; transform coding; 2-dimensional wavelet transform; 6-band landsat TM satellite images; 80-component hyper-spectral remotely-sensed image; DWT; JPEG-2000 transform coding strategy; eigen images; multiple component transform; progressive-to-lossless compression; reversible integer KLT; tasselled cap transform; Discrete transforms; Discrete wavelet transforms; Image coding; Karhunen-Loeve transforms; Multispectral imaging; Principal component analysis; Propagation losses; Remote sensing; Satellites; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
ISSN :
1522-4880
Print_ISBN :
0-7803-7750-8
Type :
conf
DOI :
10.1109/ICIP.2003.1247041
Filename :
1247041
Link To Document :
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