Improving the accuracy of linear pixel unmixing via appropriate endmember dimensionality reduction

2003 IEEE Workshop on Advances in Techniques for Analysis of Remotely Sensed Data

Volumn , Issue , 2004, Pages 157-162

  Li, Jiang ^a   Bruce, L M ^a  

^a MISSISSIPPI STATE UNIVERSITY   (United States)

Author keywords

dimensionality reduction; hyperspectral; linear unmixing; subpixel target detection; wavelet

Indexed keywords

DISCRETE COSINE TRANSFORMS; DISCRETE WAVELET TRANSFORMS; LEAST SQUARES APPROXIMATIONS; PIXELS; PRINCIPAL COMPONENT ANALYSIS; RADAR TARGET RECOGNITION; REMOTE SENSING; WAVELET TRANSFORMS;

DIMENSIONALITY REDUCTION; HYPERSPECTRAL; LINEAR UNMIXING; SUBPIXEL TARGET DETECTION; WAVELET;

MATHEMATICAL TRANSFORMATIONS;

EID: 84945317108     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WARSD.2003.1295187     Document Type: Conference Paper

References (14)

1. J.B. Adams, M.O. Smith and P.E. Johnson, "Spectral mixture modeling: A new analysis of rock and soil types at the Viking Lander 1 site," J. Geophys. Res., vol.91, no.B8, pp.8098-8112, July 1986.
2. A.M. Cross, J.J. Settle, N.A. Drake and R.T. Paivinen, "Subpixel measurement of tropical forest cover using AVHRR data," Int. J. Remote Sensing, vol.12, no.5, pp.1119-1129, 1991.
3. M.O. Smith, S.L. Ustin, J.B. Adams and A.R. Gillespie, "Vegetation in deserts: I. A regional measure of abundance from multispectral images," Remote Sensing Environ., vol.31, pp.1-26, 1990.
4. Y.E. Shimabukuru and J.A. Smith, "The least squares mixing models to generate fraction images derived from remote sensing multispectral data," IEEE Trans. Geosci. Remote Sensing, vol.29, no.1, pp.16-20, January 1991.
5. J.J. Settle and N.A. Drake, "Linear mixing and the estimation of ground cover proportion," Int. J. Remote Sensing, vol.14, no.6, pp.1159-1177, 1993.
6. Y.H. Hu, H.B. Lee and F.L. Scarpace, "Optimal linear spectral unmixing," IEEE Trans. Geosci. Remote Sensing, vol.37, no.1, pp.639-644, January 1999.
7. M. Brown, H.G. Lewis and S.R. Gunn, "Linear spectral mixture models and support vector machines for remote sensing," IEEE Trans. Geosci. Remote Sensing, vol.38, no.5, pp.2346-2360, September 2000.
8. J. Li, Linear Unmixing of Hyperspectral Signals via Wavelet Feature Extraction, Ph.D. Dissertation, Mississippi State University, December 2002.
9. L.M. Bruce, C. Morgan, S. Larsen, "Automated detection of subpixel targets with continuous and discrete wavelet transforms," IEEE Trans. Geoscience and Remote Sensing, vol. 39, no. 10, pp. 2217-2226, 2001.
10. L.M. Bruce, C.H. Koger, J. Li, "Dimensionality Reduction of Hyperspectral Data Using Discrete Wavelet Transform Feature Extraction," IEEE Trans. Geoscience and Remote Sensing, vol. 40, no. 10, pp. 2331-2338, 2002.
11. R.O. Duda, P.E. Hart, and D.G. Stork, Pattern Classification, 2/e, John Wiley & Sons, 2001.
12. R.C. Gonzalez and R.E. Woods, Digital Image Processing, 2/e, Prentice Hall, New Jersey, 2002.
13. R.A. Schowengerdt, Remote Sensing: Models and Methods for Image Processing, 2/e, Academic Press, San Diego, 1997.
14. A. Mathur, L.M. Bruce, J. Byrd, "Discrimination of Subtly Different Vegetative Species via Hypertspectral Data," Proc. IEEE Geoscience and Remote Sensing Symposium, Toronto, Canada, July 2002.