Lossless hyperspectral compression using KLT

被引:0
|
作者
Galli, L [1 ]
Salzo, S [1 ]
机构
[1] ACS SpA, Space Div, I-00139 Rome, Italy
关键词
D O I
暂无
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
In this paper we propose an algorithm for the construction of a nearly optimal integer to integer approximation of the Karhlunen-Loeve Transform. The algorithm is based on the method of of P. Hao e Q. Shi as described in [1] but unlike described in the paper- we vary the pivoting in order to obtain a better approximation of the linear transform. We have then developed an algorithm for hyper-spectral image lossless compression that uses first an Integer Wavelet Transform for the spatial decorrelation, then our Integer-KLT for the spectral decorrelation, and finally a 3D context-based adaptive arithmetic coding (3D-CBAC), which exploits the dependencies among symbols. The results on the AVIRIS images are better than those indicated in literature.
引用
收藏
页码:313 / 316
页数:4
相关论文
共 50 条
  • [11] Lossless compression of hyperspectral images using hybrid context prediction
    Liang, Yuan
    Li, Jianping
    Guo, Ke
    OPTICS EXPRESS, 2012, 20 (07): : 8199 - 8206
  • [12] Lossless Compression of Hyperspectral Images Using Multiband Lookup Tables
    Aiazzi, Bruno
    Baronti, Stefano
    Alparone, Luciano
    IEEE SIGNAL PROCESSING LETTERS, 2009, 16 (06) : 481 - 484
  • [13] Lossless Hyperspectral Image Compression Using Intraband and Interband Predictors
    Mamatha, A. S.
    Singh, Vipula
    2014 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), 2014, : 332 - 337
  • [14] Multiband and Lossless Compression of Hyperspectral Images
    Pizzolante, Raffaele
    Carpentieri, Bruno
    ALGORITHMS, 2016, 9 (01)
  • [15] Lossless compression methods for hyperspectral images
    Kubasova, O
    Toivanen, P
    PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 2, 2004, : 803 - 806
  • [16] A lossless compression algorithm for hyperspectral data
    Gladkova, I.
    Grossberg, M.
    SATELLITE DATA COMPRESSION, COMMUNICATIONS AND ARCHIVING II, 2006, 6300
  • [17] Multiband Lossless Compression of Hyperspectral Images
    Magli, Enrico
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2009, 47 (04): : 1168 - 1178
  • [18] A New Low Complexity KLT for Lossy Hyperspectral Data Compression
    Penna, Barbara
    Tillo, Tammam
    Magli, Enrico
    Olmo, Gabriella
    2006 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-8, 2006, : 3525 - 3528
  • [19] Bandwidth compression of hyperspectral imagery data using a simplified KLT/JPEG 2000 approach
    Saghri, JA
    Tescher, AG
    Planinac, AM
    APPLICATIONS OF DIGITAL IMAGE PROCESSING XXVII, PTS 1AND 2, 2004, 5558 : 579 - 585
  • [20] Lossless compression for hyperspectral image using deep recurrent neural networks
    Jiqiang Luo
    Jiaji Wu
    Shihui Zhao
    Lei Wang
    Tingfa Xu
    International Journal of Machine Learning and Cybernetics, 2019, 10 : 2619 - 2629