Lossless to Lossy Dual-Tree BEZW Compression for Hyperspectral Images

被引:30
作者
Cheng, Kai-jen [1 ]
Dill, Jeffrey [1 ]
机构
[1] Ohio Univ, Sch Elect Engn & Comp Sci, Athens, OH 45701 USA
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2014年 / 52卷 / 09期
关键词
Embedded zerotree wavelet (EZW); hyperspectral images; Karhunen-Loeve transform (KLT); matrix factorization; predictive coding; Set Partitioning in Hierarchical Trees (SPIHT); transform-based coding; wavelet transform;
D O I
10.1109/TGRS.2013.2292366
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
This paper proposes a lossless to lossy compression scheme for hyperspectral images based on dual-tree Binary Embedded Zerotree Wavelet (BEZW) algorithm. The algorithm adapts Karhunen-Loeve Transform and Discrete Wavelet Transform to achieve 3-D integer reversible hybrid transform and decorrelate spectral and spatial data. Since statistics of the hyperspectral image are not symmetrical, the asymmetrical dual-tree structure is introduced. The 3-D BEZW algorithm compresses hyperspectral images by implementing progressive bitplane coding. The lossless and lossy compression performance is compared with other state-of-the-art predictive coding and transform-based coding algorithms on Airborne Visible/Infrared Imaging Spectrometer images. Results show that the 3-D-BEZW lossless compression performance is comparable with the best predictive algorithms, while its computational cost is comparable with those of transform-based algorithms.
引用
收藏
页码:5765 / 5770
页数:6
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