JOURNAL ARTICLE

An Efficient Reordering Prediction-Based Lossless Compression Algorithm for Hyperspectral Images

Jing ZhangGuizhong Liu

Year: 2007 Journal:   IEEE Geoscience and Remote Sensing Letters Vol: 4 (2)Pages: 283-287   Publisher: Institute of Electrical and Electronics Engineers

Abstract

In this letter, we propose an efficient lossless compression algorithm for hyperspectral images; it is based on an adaptive spectral band reordering algorithm and an adaptive backward previous closest neighbor (PCN) prediction with error feedback. The adaptive spectral band reordering algorithm has some strong points. It can adaptively determine the range of spectral bands needed to be reordered, and it can efficiently find the optimum branches. Hyperspectral images have a large number of spectral bands, which express the same land cover structure and have high correlation. The adaptive backward PCN prediction with error feedback can sufficiently make use of this correlation. Experiments show that implementing both the reordering of the spectral bands before prediction and the prediction with error feedback improve compression performance

Keywords:
Hyperspectral imaging Lossless compression Computer science Data compression Algorithm Compression (physics) Spectral bands Artificial intelligence Pattern recognition (psychology) Remote sensing

Metrics

37
Cited By
2.10
FWCI (Field Weighted Citation Impact)
24
Refs
0.88
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 Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Algorithms and Data Compression
Physical Sciences →  Computer Science →  Artificial Intelligence

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