On the use of overcomplete dictionaries for spectral unmixing

Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing

Volumn , Issue , 2012, Pages

  Bieniarz, Jakub ^a   Muller, Rupert ^a   Zhu, Xiaoxiang ^a   Reinartz, Peter ^a  

^a GERMAN AEROSPACE CENTER DLR   (Germany)

Author keywords

coherence; derivative; Hyperspectral image; sparse approximation; unmixing

Indexed keywords

COHERENT LIGHT; DERIVATIVES; SIGNAL PROCESSING; SPECTROSCOPY;

APPROXIMATION ERRORS; COMPRESSIVE SENSING; HYPER-SPECTRAL IMAGES; HYPERSPECTRAL UNMIXING; OVER-COMPLETE DICTIONARIES; SPARSE APPROXIMATIONS; SUB-PIXEL CLASSIFICATION; UNMIXING;

INDEPENDENT COMPONENT ANALYSIS;

EID: 84904686327     PISSN: 21586276     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WHISPERS.2012.6874232     Document Type: Conference Paper

References (9)

1. J.M. Bioucas-Dias and A. Plaza, "An overview on hyperspectral unmixing: Geometrical, statistical, and sparse regression based approaches," in Geoscience and Remote Sensing Symposium (IGARSS), 2011 IEEE International, july 2011, pp. 1135-1138.
2. M.-D. Iordache, J. M. Bioucas-Dias, and A. Plaza, "Sparse unmixing of hyperspectral data," Geoscience and Remote Sensing, IEEE Transactions on, vol. 49, no. 6, pp. 2014-2039, 2011.
3. J. M. Bioucas-Dias and M. A. T. Figueiredo, "Alternating direction algorithms for constrained sparse regression: Application to hyperspectral unmixing," ArXiv eprints, Feb. 2010.
4. Scott Shaobing Chen, David L. Donoho, Michael, and A. Saunders, "Atomic decomposition by basis pursuit," SIAM Journal on Scientific Computing, vol. 20, pp. 33-61, 1998.
5. Jean-Luc Starck, Fionn Murtagh, and Jalal M. Fadili, Sparse Image and Signal Processing: Wavelets, Curvelets, Morphological Diversity, New York: Springer, 2010.
6. Gerhard Talsky, Derivative Spectrophotometry of First and Higher Orders, VCH Verlagsgesellschaft mbH, Weinheim (Federal Republic of Germany) VCH Publishers, Inc., New York, NY (USA), 1994.
7. Fuan Tsai and William Philpot, "Derivative analysis of hyperspectral data," Remote Sensing of Environment, vol. 66, pp. 4151, October 1998.
8. JPL, "http://aviris.jpl.nasa.gov/html/aviris.freedata.html," 1996.
9. Roger N. Clark, Gregg A. Swayze, K. Eric Livo, Raymond F. Kokaly, Steve J. Sutley, J. Brad Dalton, Robert R. McDougal, and Carol A. Gent., "Imaging spectroscopy: Earth and planetary remote sensing with the usgs tetracorder and expert systems," Journal of Geophysical Research, vol. 108, pp. 5131, 2003.