A new scheme for decomposition of mixed pixels based on nonnegative matrix factorization

International Geoscience and Remote Sensing Symposium (IGARSS)

Volumn , Issue , 2007, Pages 1759-1762

  Tao, Xuetao ^a   Wang, Bin ^a   Zhang, Liming ^a   Zhang, Jian Qiu ^a  

^a FUDAN UNIVERSITY   (China)

Author keywords

Decomposition of mixed pixels; Hyperspectral multispectral remote sensing images; Nonnegative matrix factorization

Indexed keywords

HYPERSPECTRAL/MULTISPECTRAL REMOTE SENSING IMAGES; NONNEGATIVE MATRIX FACTORIZATION;

FACTORIZATION; MATRIX ALGEBRA; PIXELS; REMOTE SENSING;

IMAGE ANALYSIS;

EID: 79957631704     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IGARSS.2007.4423160     Document Type: Conference Paper

References (9)

1. C.-I Chang, "Multispectral Imaging: Techniques for Spectral Detection and Classification," New York: Plenum, 2003.
2. J. Boardman, "Automating spectral unmixing of AVIRIS data using convex geometry concepts," in Summaries 4th Annu. JPL Airborne Geoscience Workshop, vol. 1, JPL Pub. 93-26, pp. 11-14, 1993.
3. A. Ifarraguerri and C.-I Chang, "Multispectral and multispectral image analysis with convex cones, " IEEE Trans. Geosci. Remote Sens., vol. 37, no. 2, pp. 756-770, Mar. 1999.
4. M. E. Winter: N-FINDR, "An algorithm for fast autonomous spectral end-member determination in multispectral data, " in Proc. SPIE Conf. Imaging Spectrometry V, 1999, pp. 266-275.
5. J. Boardman, F. A. Kruse, and R. O. Green, "Mapping target signatures via partial unmixing of AVIRIS data, " in Summaries 5th JPL Airborne Earth Science Workshop, vol. 1, 1995, pp. 23-26.
6. M. L. Mavrovouniotis, A. M. Harper, and A. Ifarraguerri, "Classification of pyrolysis mass spectra of biological agents using convex cones, " J. Chemometrics, vol.8, pp.305-333, 1994.
7. José M. P. Nascimento, and José M. Bioucas Dias, "Vertex Component Analysis: A fast algorithm to unmix multispectral data," IEEE Transactions on Geoscience and Remote Sensing, vol. 43, No. 4, April 2005.
8. D. D. Lee and H. S. Seung, "Learning the parts of objects by non-negative matrix factorization, " Nature, vol. 401, pp.788-791, 1999.
9. D. D. Lee and H. S. Seung, "Algorithms for non-negativematrix factorization, " in Proceedings of Neural Information Processing Systems, vol. 13, pp. 556-562, 2001.