A case study of spectral signature detection in multimodal and outlier-contaminated scenes

IEEE Geoscience and Remote Sensing Letters

Volumn 10, Issue 5, 2013, Pages 1021-1025

  Thompson, David R ^a   Mandrake, Lukas ^a   Green, Robert O ^a   Chien, Steve A ^a  

^a CALIFORNIA INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

Clustering methods; filters; geoscience and remote sensing; hyperspectral imaging; hyperspectral sensors; matched filters; pattern clustering; pattern recognition; remote sensing; signal processing

Indexed keywords

CLUSTERING METHODS; GEOSCIENCES; HYPERSPECTRAL IMAGING; HYPERSPECTRAL SENSORS; PATTERN CLUSTERING;

FILTERS (FOR FLUIDS); MATCHED FILTERS; PATTERN MATCHING; PATTERN RECOGNITION; REMOTE SENSING; SIGNAL PROCESSING; SPECTROSCOPY;

STATISTICS;

EID: 84879910976     PISSN: 1545598X     EISSN: None     Source Type: Journal    
DOI: 10.1109/LGRS.2012.2227932     Document Type: Article

References (26)

1. R. Green, "AVIRIS and related 21st century imaging spectrometers for Earth and space science," in High Performance Computing in Remote Sensing. Boca Raton, FL: CRC Press, 2008, p. 335.
2. B. Ehlmann, J. Mustard, S. Murchie, F. Poulet, J. Bishop, A. J. Brown, W. M. Calvin, R. N. Clark, D. J. Des Marais, R. E. Milliken, L. H. Roach, T. L. Roush, G. A. Swayze, and J. J. Wray, "Orbital identification of carbonate-bearing rocks on Mars," Science, vol. 322, no. 5909, pp. 1828- 1832, Dec. 2008.
3. F. A. Kruse, J. W. Boardman, and J. F. Huntington, "Comparison of airborne hyperspectral data and EO-1 Hyperion for mineral mapping," IEEE Trans. Geosci. Remote Sens., vol. 41, no. 6, pp. 1388-1400, Jun. 2003.
4. M. Clark, D. Roberts, and D. Clark, "Hyperspectral discrimination of tropical rain forest tree species at leaf to crown scales," Remote Sens. Environ., vol. 96, no. 3/4, pp. 375-398, Jun. 2005. (Pubitemid 40912438)
5. S. Ustin, D. Roberts, J. Gamon, G. Asner, and R. Green, "Using imaging spectroscopy to study ecosystem processes and properties," BioScience, vol. 54, no. 6, pp. 523-534, Jun. 2004. (Pubitemid 38751838)
6. M. Herold, M. Gardner, and D. Roberts, "Spectral resolution requirements for mapping urban areas," IEEE Trans. Geosci. Remote Sens., vol. 41, no. 9, pp. 1907-1919, Sep. 2003.
7. G. A. Swayze, "The hydrothermal and structural history of the cuprite mining district, Southwestern Nevada: An integrated geological and geophysical approach," Ph.D. dissertation, Univ. Colorado, Boulder, CO, 1997.
8. R. N. Clark, G. A. Swayze, K. E. Livo, R. F. Kokaly, S. J. Sutley, J. B. Dalton, R. R. McDougal, and C. A. Gent, "Imaging spectroscopy: Earth and planetary remote sensing with the USGS Tetracorder and expert systems," J. Geophys. Res., vol. 108, no. E12, pp. 5131-1-5131-44, Dec. 2003.
9. N. Keshava and J. Mustard, "Spectral unmixing," IEEE Signal Process. Mag., vol. 19, no. 1, pp. 44-57, Jan. 2002. (Pubitemid 34237207)
10. A. D. Stocker, I. S. Reed, and X. Yu, "Mu1tidimensiona1 signal processing for electro-optical target detection," in Proc. SPIE Signal Data Process. Small Targets, 1990, pp. 218-231.
11. S. Kraut, L. Scharf, and R. Butler, "The adaptive coherence estimator: A uniformly most-owerful-invariant adaptive detection statistic," IEEE Trans. Signal Process., vol. 53, no. 2, pp. 427-438, Feb. 2005. (Pubitemid 40181740)
12. S. Kraut, L. L. Scharf, and L. T. McWhorter, "Adaptive subspace detectors," IEEE Trans. Signal Process., vol. 49, no. 1, pp. 1-16, Jan. 2001. (Pubitemid 32137119)
13. A. Schaum and A. Stocker, "Spectrally selective target detection," in Proc. Int. Symp. Spectr. Sens. Res., 1997.
14. H. Kwon and N. Nasrabadi, "Kernel spectral matched filter for hyperspectral imagery," Int. J. Comput. Vis., vol. 71, no. 2, pp. 127-141, Feb. 2007. (Pubitemid 44359117)
15. D. G. Manolakis, C. Siracusa, D.Marden, and G. A. Shaw, "Hyperspectral adaptive matched-filter detectors: Practical performance comparison," in Proc. SPIE 4381, Algorithms for Multispectral, Hyperspectral, and Ultraspectral Imagery VII, 18, Aug. 20, 2001. doi:10.1117/12.437006. (Pubitemid 33060155)
16. D. Manolakis and G. Shaw, "Detection algorithms for hyperspectral imaging applications," IEEE Signal Process. Mag., vol. 19, no. 1, pp. 29-43, Jan. 2002. (Pubitemid 34237206)
17. M. Eismann, "Strategies for hyperspectral target detection in complex background environments," in Proc. IEEE Aerosp. Conf., 2006, p. 10.
18. M. Eismann, J. Meola, and A. Stocker, "Automated hyperspectral target detection and change detection from an airborne platform: Progress and challenges," in Proc. IEEE IGARSS, 2010, pp. 4354-4357.
19. C. C. Funk, J. Theiler, D. A. Roberts, and C. C. Borel, "Clustering to improve matched filter detection of weak gas plumes in hyperspectral thermal imagery," IEEE Trans. Geosci. Remote Sens., vol. 39, no. 7, pp. 1410-1420, Jul. 2001. (Pubitemid 32736637)
20. J. W. Boardman and F. A. Kruse, "Analysis of imaging spectrometer data using N-dimensional geometry and a mixture-tuned matched filtering (MTMF) approach," IEEE Trans. Geosci. Remote Sens., vol. 49, no. 11, pp. 4138-4152, Nov. 2011.
21. B. Gao, "An operational method for estimating signal to noise ratios from data acquired with imaging spectrometers," Remote Sens. Environ., vol. 43, no. 1, pp. 23-33, Jan. 1993. (Pubitemid 23634038)
22. B. Zhu, X. Wang, L. Tang, and C. Li, "Review on methods for SNR estimation of optical remote sensing imagery," Remote Sens. Technol. Appl., vol. 25, no. 2, pp. 303-309, 2010.
23. C. M. Bishop, Pattern Recognition and Machine Learning. NewYork: Springer-Verlag, 2006.
24. R. DiPietro, D. Manolakis, R. Lockwood, T. Cooley, and J. Jacobson, "Performance evaluation of hyperspectral detection algorithms for subpixel objects," in Proc. SPIE, 2010, vol. 7695, p. 76951W.
25. L. L. Scharf and L. T. McWhorter, "Adaptive matched subspace detectors and adaptive coherence estimators," Proc. 30th Asilomar Conf. Signals, Syst., Comput., pp. 1114-1117, 1996.
26. R. Green, M. Eastwood, C. Sarture, T. Chrien, M. Aronsson, B. Chippendale, J. Faust, B. Pavri, C. Chovit, M. Solis, M. R. Olah, and O. Williams, "Imaging spectroscopy and the Airborne Visible/Infrared Imaging Spectrometer (AVIRIS)," Remote Sens. Environ., vol. 65, no. 3, pp. 227-248, Sep. 1998. (Pubitemid 29360700)