Robust unmixing of hyperspectral images: Application to mars

International Geoscience and Remote Sensing Symposium (IGARSS)

Volumn , Issue , 2011, Pages 1291-1294

  Parente, Mario ^a   Mustard, John F ^a   Murchie, Scott ^b   Seelos, Frank ^b  

^a BROWN UNIVERSITY   (United States)

^b JOHNS HOPKINS UNIVERSITY APPLIED PHYSICS LABORATORY   (United States)

Author keywords

five; four; One; three; two

Indexed keywords

FIVE; FOUR; ONE; THREE; TWO;

AUTOMATION; REMOTE SENSING;

GEOLOGY;

EID: 80955150889     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IGARSS.2011.6049436     Document Type: Conference Paper

References (15)

1. S.L. Murchie et al., "Compact reconnaissance imaging spectrometer for mars (crism) on mars reconnaissance orbiter (mro)," J. Geophys. Res, vol. 112-5, 2007.
2. S.L Murchie et al., "Compact reconnaissance imaging spectrometer for mars investigation and data set from the mars reconnaissance orbiter's primary science phase," J. Geophys. Res., vol. 114, no. E00D07, 2009.
3. M. Parente, "A New Approach to Denoising CRISM Images," in Lunar and Plan. Sci. Conf. XXXIX, 2008, number 2528.
4. M Parente, J.T Clark, and J.L Bishop, "End-to-end simulation and analytical model of remote-sensing systems:Application to crism," IEEE Trans. Geosc. and Rem. Sens., vol. 48, no. 11, pp. 3877-3888, 2010.
5. M. Parente and J.L. Bishop, "Extracting endmember spectra from crism images: comparison of new direx image transform technique with mnf," in Lunar and Plan. Sci. Conf. XXXX, 2010, number 2633.
6. S. Pelkey et al., "Crism multispectral summary products: Parameterizing mineral diversity on mars from reflectance," J. Geophys. Res., vol. 112, no. E08S14, 2007.
7. M. Parente et al., "Unsupervised unmixing of hyperspectral images: Imaging the martian surface," IEEE Trans. Geosci. Remote Sens. (submitted), 2010.
8. L. van der Maaten and G. Hinton, "Visualizing data using t-sne," J. of Mach. Learn. Res., vol. 9, pp. 2579-2605, 2008.
9. AY Ng, MI Jordan, and Y Weiss, "On spectral clustering: Analysis and an algorithm," Advances in neural information processing systems, vol. 2, pp. 849-856, 2002.
10. M Parente, JL Bishop, and JF Bell, "Spectral unmixing for mineral identification in pancam images of soils in gusev crater, mars," Icarus, vol. 203, no. 2, pp. 421-436, 2009.
11. J.F. Mustard et al., "Hydrated silicate minerals on Mars observed by the CRISM instrument on MRO," Nature, vol. 454, pp. 305-309, 2008. (Pubitemid 352009992)
12. J.M.P. Nascimento and J.M. Bioucas-Dias, "Vertex component analysis: A fast algorithm to unmix hyperspectral data," IEEE Trans. Geosc. and Rem. Sens., vol. 43, no. 4, pp. 898-910, 2005. (Pubitemid 40476033)
13. J. Gruninger, A. Ratkowski, and M. Hoke, "The sequential maximum angle convex cone (smacc) endmember model," Proceedings of SPIE, vol. 5425, 2004.
14. J. Boardman, F.A. Kruse, and R.O. Green, "Mapping target signatures via partial unmixing of AVIRIS data,"in Summaries of the JPL Airborne Earth Science Workshop. JPL Publication, 1995, pp. 23-26.
15. M.E. Winter, "N-FINDR: an algorithm for fast autonomous spectral end-member determination in hyperspectral data," in Proceedings of SPIE, 1999, vol. 3753, pp. 266-270.