A novel technique for hyperspectral signal subspace estimation in target detection applications

International Geoscience and Remote Sensing Symposium (IGARSS)

Volumn 3, Issue 1, 2008, Pages

  Acito, N ^a   Corsini, G ^a   Diani, M ^a   Matteoli, S ^a   Resta, S ^a  

^a UNIVERSITY OF PISA   (Italy)

Author keywords

Dimensionality reduction; Signal rank estimation; Signal subspace estimation

Indexed keywords

AVIRIS DATA; CLASSICAL METHODS; DIMENSIONALITY REDUCTION; HYPER-SPECTRAL IMAGES; HYPERSPECTRAL SIGNALS; NOVEL TECHNIQUES; SECOND ORDER STATISTICS; SIGNAL COMPONENTS; SIGNAL RANK ESTIMATION; SIGNAL SUB-SPACE; SIGNAL SUBSPACE ESTIMATION; TARGET DETECTION;

ESTIMATION; RADAR TARGET RECOGNITION; REMOTE SENSING; SIGNAL ANALYSIS; TARGET DRONES; TARGET TRACKING;

SIGNAL DETECTION;

EID: 67649780436     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IGARSS.2008.4779291     Document Type: Conference Paper

References (10)

1. W. C. Therrien, Discrete Random Signals and Statistical Signal Processing, Prentice-Hall Signal Processing Series, April 1992.
2. A. Green, M. Berman, P. Switzer, and M. D. Craig, "A transformation for ordering multispectral data in terms of image quality with implications for noise removal," IEEE Trans. Geosci. Remote Sens., vol. 26, no. 1, pp. 65-74, Jan. 1988.
3. J. B. Lee, A. S.Woodyatt, and M. Berman, "Enhancement of high spectral resolution remote sensing data by a noise-adjusted principal components transform," IEEE Trans. Geosci. Remote Sens., vol. 28, no. 3, pp. 295-304, May 1990.
4. P. Stoica and Y. Selen, "Model order selection: a review of information criterion rules", IEEE Signal Processing Magazine, vol. 21, Issue 4, July 2004, pp. 36-47.
5. C. I. Chang and Q. Du, "Estimation of Number of Spectrally Distinct Signal Sources in Hyperspectral Imagery", IEEE Transactions on Geoscience and Remote Sensing, vol. 42, no. 3, March 2004.
6. Hyvarinen, J. Karhunen, and E. Oja, Independent Component Analysis. Hoboken, NJ: Wiley, 2001.
7. O. Kuybeda, D. Malah and M. Barzohar, "Rank estimation and redundancy reduction of high dimensional noisy signals with preservation of rare vectors", IEEE Signal Processing Magazine, vol. 55, Issue 12, Decemder 2007, pp. 5579-5592.
8. N. Keshava, J. F. Mustard, "Spectral Unmixing", IEEE Signal Processing Magazine, Vol. 19, Issue 1, January 2002, pp. 29-43.
9. R. E. Roger and J. F. Arnold, "Reliably estimating the noise in AVIRIS hyperspectral imagers," Int. J. Remote Sens., vol. 17, no. 10, pp. 1951-1962, 1996.
10. http://www.ece.purdue.edu/-biehl/MultiSpec/documentation.html.