Robust minimum volume simplex analysis for hyperspectral unmixing

European Signal Processing Conference

Volumn , Issue , 2014, Pages 1582-1586

  Agathos, Alexander ^a   Li, Jun ^b   Bioucas Dias, José M ^c   Plaza, Antonio ^d  

^a WEST UNIVERSITY OF TIMISOARA   (Romania)

^b SUN YAT SEN UNIVERSITY   (China)

^c INSTITUTO SUPERIOR TÉCNICO   (Portugal)

^d UNIVERSITY OF EXTREMADURA   (Spain)

Author keywords

chance constraints; endmember identification; Hyperspectral imaging; minimum volume simplex analysis (MVSA); spectral unmixing

Indexed keywords

FACTORIZATION; SPECTROSCOPY;

CHANCE CONSTRAINT; ENDMEMBERS; HYPERSPECTRAL DATA; HYPERSPECTRAL UNMIXING; MATRIX FACTORIZATIONS; MINIMUM VOLUMES; SPECTRAL UNMIXING; STATE OF THE ART;

HYPERSPECTRAL IMAGING;

EID: 84911868957     PISSN: 22195491     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (17)

1. J. Bioucas-Dias, A. Plaza, N. Dobigeon, M. Parente, Q. Du, P. Gader, and J. Chanussot, "Hyperspectral unmixing overview: Geometrical, statistical, and sparse regression-based approaches, " IEEE J. Sel. Topics Appl. Earth Observ. and Remote Sens., vol. 5, no. 2, pp. 354-379, 2012.
2. W.-K. Ma, J. Bioucas-Dias, T.-H. Chan, N. Gillis, P. Gader, A. Plaza, A. Ambikapathi, and C.-Y. Chi, "A signal processing perspective on hyperspectral unmixing: Insights from remote sensing, " Signal Processing Magazine, IEEE, vol. 31, no. 1, pp. 67-81, Jan 2014.
3. N. Keshava and J. F. Mustard, "Spectral unmixing, " IEEE Signal Processing Magazine, vol. 19, no. 1, pp. 44-57, 2002.
4. M. Petrou and P. G. Foschi, "Confidence in linear spectral unmixing of single pixels, " IEEE Trans. Geosci. and Remote Sens., vol. 37, pp. 624-626, 1999.
5. J. Settle, "On the effect of variable endmember spectra in the linear mixture model, " IEEE Transactions on Geoscience and Remote Sensing, vol. 44, pp. 389-396, 2006.
6. M. Parente and A. Plaza, "Survey of geometric and statistical unmixing algorithms for hyperspectral images, " in Proc. IEEE GRSS Workshop Hyperspectral Image SIgnal Process.: Evolution in Remote Sens. (WHISPERS), 2010, pp. 1-4.
7. L. Miao and H. Qi, "Endmember extraction from highly mixed data using minimum volume constrained nonnegative matrix factorization, " IEEE Transactions on Geoscience and Remote Sensing, vol. 45, no. 3, pp. 765-777, 2007.
8. J. Li and J. Bioucas-Dias, "Minimum volume simplex analysis: a fast algorithm to unmix hyperspectral data, " Proc. IEEE International Geoscience and Remote sensing Symposium, vol. 3, pp. 250-253, 2008.
9. J. Bioucas-Dias, "A variable splitting augmented lagragian approach to linear spectral unmixing, " in Proc. IEEE GRSS Workshop Hyperspectral Image SIgnal Process.: Evolution in Remote Sens. (WHISPERS), 2009, pp. 1-4.
10. T.-H. Chan, C.-Y. Chi, Y.-M. Huang, and W.-K. Ma, "Convex analysis based minimum-volume enclosing simplex algorithm for hyperspectral unmixing, " in Proc. IEEE international conference on Acoustics, Speech and Signal Processing, 2009, pp. 1089-1092.
11. J. Li, J. Bioucas-Dias, and A. Plaza, "Collaborative nonnegative matrix factorization for remotely sensed hyperspectral unmixing, " in Submitted to IEEE Geoscience and Remote Sensing Symposium (IGARSS'12), 2012.
12. A. Ambikapathi, T.-H. Chan, W.-K. Ma, and C.-Y. Chi, "Chance-constrained robust minimum-volume enclosing simplex algorithm for hyperspectral unmixing, " IEEE Transactions on Geoscience and Remote Sensing, vol. 49, no. 11, pp. 4194-4209, Nov 2011.
13. S. Boyd and L. Vandenberghe, Convex Optimization. Cambridge University Press, 2004.
14. J. Bioucas-Dias and J. Nascimento, "Hyperspectral subspace identification, " IEEE Trans. Geosci. and Remote Sens., vol. 46, no. 8, pp. 2435-2445, 2008.
15. D. Manolakis, C. Siracusa, and G. Shaw, "Hyperspectral subpixel target detection using linear mixing model, " IEEE Trans. Geosci. Remote Sens., vol. 39, no. 7, p. 13921709, 2001.
16. M. E. Winter, "N-FINDR: an algorithm for fast autonomous spectral end-member determination in hyperspectral data, " Proc. SPIE Image Spectrometry V, vol. 3753, pp. 266-277, 2003.
17. R. N. Clark, G. A. Swayze, R. Wise, E. Livo, T. Hoefen, R. Kokaly, and S. Sutley, "Usgs digital spectral library splib06a, " U. S. Geological Survey, Digital Data Series 231, vol. 1, 2007.