JOURNAL ARTICLE

Lossless hyperspectral image compression using wavelet transform based spectral decorrelation

Abstract

Integer-coefficient Discrete Wavelet Transformation (DWT) filters widely used in the literature are implemented and investigated as spectral decorrelator. As the performance of spectral decorrelation step has direct impact on the compression ratio (CR), it is important to employ the most convenient spectral decorrelator in terms of computational complexity and CR. Tests using AVIRIS image data set are carried out and CRs corresponding to various subband decomposition levels are presented within a lossless hyperspectral compression framework. Two-dimensional images corresponding to each band is compressed using JPEG-LS algorithm. Results suggest that Cohen-Daubechies-Feauveau (CDF) 9/7 integer-coefficient wavelet transform with five levels of spectral subband decomposition would be an efficient spectral decorrelator for onboard lossless hyperspectral image compression.

Keywords:
Decorrelation Lossless compression Hyperspectral imaging Wavelet Wavelet transform Data compression Mathematics Computer science Algorithm Discrete wavelet transform Artificial intelligence Pattern recognition (psychology) Computer vision

Metrics

12
Cited By
1.46
FWCI (Field Weighted Citation Impact)
14
Refs
0.86
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Data Compression Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Fusion Techniques
Physical Sciences →  Engineering →  Media Technology

Related Documents

JOURNAL ARTICLE

Spectral decorrelation of hyperspectral imagery using fractional wavelet transform

Behçet Uğur Töreyın

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 2016 Vol: 9874 Pages: 98740B-98740B
JOURNAL ARTICLE

Lossless image compression using binary wavelet transform

Hong PanWan-Chi SiuNgai-Fong Law

Journal:   IET Image Processing Year: 2007 Vol: 1 (4)Pages: 353-362
JOURNAL ARTICLE

Lossless Image Compression With Wavelet Transform

Jianmin Jiang

Journal:   Zenodo (CERN European Organization for Nuclear Research) Year: 1996 Pages: 1-4
© 2026 ScienceGate Book Chapters — All rights reserved.