Hyperspectral image compression employing a model of anomalous pixels

被引:26
作者
Penna, Barbara [1 ]
Tillo, Tammam [1 ]
Magli, Enrico [1 ]
Olmo, Gabriella [1 ]
机构
[1] Politecn Torino, Dipartimento Elettr, I-10129 Turin, Italy
关键词
anomaly detection; discrete wavelet transform (DWT); hyperspectral data; JPEG; 2000; Karhunen-Loeve transform (KLT); lossy compression; Reed-Xiaoli (RX) algorithm; wavelet;
D O I
10.1109/LGRS.2007.903976
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
We propose a new lossy compression algorithm for hyperspectral images, which is based on the spectral KarhunenLoeve transform, followed by spatial JPEG 2000, which employs a model of anomalous pixels during the compression process. Results on Airborne Visible/Infrared Imaging Spectrometer scenes show-that the new algorithm provides better rate-distortion performance, as well as improved anomaly detection performance, with respect to the state of the art.
引用
收藏
页码:664 / 668
页数:5
相关论文
共 10 条
[1]  
[Anonymous], 154442 ISOIEC
[2]   Anomaly detection and classification for hyperspectral imagery [J].
Chang, CI ;
Chiang, SS .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2002, 40 (06) :1314-1325
[3]   Progressive 3-D coding of hyperspectral images based on JPEG 2000 [J].
Penna, B ;
Tillo, T ;
Magli, E ;
Olmo, G .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2006, 3 (01) :125-129
[4]   Transform coding techniques for lossy hyperspectral data compression [J].
Penna, Barbara ;
Tillo, Tammam ;
Magli, Enrico ;
Olmo, Gabriella .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2007, 45 (05) :1408-1421
[5]  
Rucker JT, 2005, INT GEOSCI REMOTE SE, P128
[6]   Anomaly detection from hyperspectral imagery [J].
Stein, DWJ ;
Beaven, SG ;
Hoff, LE ;
Winter, EM ;
Schaum, AP ;
Stocker, AD .
IEEE SIGNAL PROCESSING MAGAZINE, 2002, 19 (01) :58-69
[7]  
Tang X., 2005, HYPERSPECTRAL DATA C
[8]  
Tang XL, 2004, IEEE IMAGE PROC, P3283
[9]  
van Trees H. L., 2002, Detection, estimation, and modulation theory, part I: detection, estimation, and linear modulation theory
[10]   Three-Dimensional Tarp Coding for the Compression of Hyperspectral Images [J].
Wang, Yonghui ;
Rucker, Justin T. ;
Fowler, James E. .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2004, 1 (02) :136-140