Title :
Quantitative evaluation of hyperspectral data compressed by near lossless onboard compression techniques
Author :
Qian, Shen-En ; Hu, Baoxin ; Bergeron, Martin ; Hollinger, Allan ; Oswald, Peter
Author_Institution :
Canadian Space Agency, Saint-Hubert, Que., Canada
Abstract :
The Canadian Space Agency is investigating an onboard compressor for a hyperspectral satellite using its two innovative data compression techniques. It is essential to verify the quality of the compressed data and users´ acceptability in terms of their remote sensing applications. Hyperspectral data cubes acquired by hyperspectral sensors such as casi, AVIRIS, Probe-1 and Hyperion were tested. Statistical hypothesis tests were used to assess if the means and variances in each spectral band of specified zones calculated from the reconstructed data cubes are significantly different from those calculated from the original data cube. Remote sensing end products, such as red edge, chlorophyll content and spectral unmixing were used to evaluate the compressed data. Preliminary test results show that hyperspectral data compressed using the two compression techniques at compression ratio up to 30:1 are acceptable in terms of statistical tests and remote sensing end products.
Keywords :
data compression; geophysical signal processing; geophysical techniques; image processing; multidimensional signal processing; remote sensing; terrain mapping; vegetation mapping; IR; chlorophyll; data compression; data cube; geophysical measurement technique; hyperspectral remote sensing; image compression; infrared; land surface; lossless method; multispectral remote sensing; onboard method; quantitative evaluation; red edge; satellite remote sensing; spectral band; statistical hypothesis test; terrain mapping; vegetation mapping; visible; Calibration; Data compression; Hyperspectral imaging; Hyperspectral sensors; Image coding; Reflectivity; Remote sensing; Satellites; Testing; Vector quantization;
Conference_Titel :
Geoscience and Remote Sensing Symposium, 2002. IGARSS '02. 2002 IEEE International
Print_ISBN :
0-7803-7536-X
DOI :
10.1109/IGARSS.2002.1026137