Integer PCA and wavelet transforms for multispectral image compression

被引:0
|
作者
Kaarna, A [1 ]
机构
[1] Lappeenranta Univ Technol, Dept Informat Technol, FIN-53851 Lappeenranta, Finland
来源
IGARSS 2001: SCANNING THE PRESENT AND RESOLVING THE FUTURE, VOLS 1-7, PROCEEDINGS | 2001年
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Remote sensing produces large amounts of digital data which are collected into databases. Since a variety of applications utilize the multispectral data, the data cannot be compressed with lossy methods. In this paper, we propose the combination of two reversible methods for the lossless compression of the multispectral images: first, the principal component analysis is applied to the spectra of the image and then, the integer wavelet transform is applied to the residual image to further concentrate the energy and reduce the entropy. The coding quality of the method is measured with the the zero-order entropy, and it is clearly lower with this method than with the methods found from the literature. Depending on the AVIRIS image, the entropies varied from 5.6 to 5.9 bits per pixel. With the same images, the actual compression ratios, calculated from the files sizes, were in the range from 2.8 to 2.9.
引用
收藏
页码:1853 / 1855
页数:3
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