Hyperspectral band selection based on the aggregation of proximity measures for automated target detection

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 9088, Issue , 2014, Pages

  Ball, John E ^a   Anderson, Derek T ^a   Samiappan, Sathish ^a  

^a MISSISSIPPI STATE UNIVERSITY   (United States)

Author keywords

Aggregation; Band selection; Hyperspectral; Proximity measure; Target detection

Indexed keywords

AGGLOMERATION; EXPERIMENTS; IMAGE PROCESSING; INTEGRAL EQUATIONS; SPECTROSCOPY; SUPPORT VECTOR MACHINES; TARGET TRACKING;

AUTOMATED TARGET DETECTION; BAND SELECTION; COMBINATION STRATEGIES; DIMENSIONALITY REDUCTION; HYPERSPECTRAL; HYPERSPECTRAL IMAGE PROCESSING; KULLBACK LEIBLER DIVERGENCE; PROXIMITY MEASURE;

MATHEMATICAL OPERATORS;

EID: 84906274934     PISSN: 0277786X     EISSN: 1996756X     Source Type: Conference Proceeding    
DOI: 10.1117/12.2050638     Document Type: Conference Paper

References (24)

1. Ball, J. E., Bruce, L. M., "Level Set Hyperspectral Segmentation: Near-Optimal Speed Functions using Best Band Analysis and Scaled Spectral Angle Mapper," Proc. IEEE Geoscience and Remote Sens. Symp., pp. 2596-2600 (2006). (Pubitemid 47516094)
2. Huang, R., He, M., "Band Selection Based on Feature Weighting for Classification of Hyperspectral Data," IEEE Geoscience and Remote Sensing Letters, Vol. 2, No. 2, pp. 156-159 (2005). (Pubitemid 40680165)
3. Li, S., Wu, H., Wan, D., Zhu, J., "An effective feature selection method for hyperspectral image classification based on genetic algorithm and support vector machine," Knowledge-Based Systems, Vol. 24, 2011, pp. 40-48.
4. Du, Q., and Yang, H., "Similarity-Based Unsupervised Band Selection for Hyperspectral Image Analysis," IEEE Geoscience and Remote Sensing Letters, Vol. 5, No. 4, pp. 564-568 (2008).
5. West, T.R., Bruce, L.M., "Detecting Invasive Species via Hyperspectral Imagery using Sequential Projection Pursuits," Proc. IEEE Geoscience and Remote Sens. Symp., pp. 2465-2468 (2006). (Pubitemid 47516061)
6. Li, W., Prasad, S., Fowler, J.E., Bruce, L.M., "Locality-Preserving Dimensionality Reduction and Classification for Hyperspectral Image Analysis," IEEE Trans. Geoscience and Remote Sensing, Vol. 50, No. 4, pp. 1185-1198 (2012).
7. Prasad, S., Bruce, L.M., Kalluri, H., "A Robust Multi-Classifier Decision Fusion Framework for Hyperspectral, Multi-Temporal Classification, " Proc. IEEE Geoscience and Remote Sens. Symp., pp. II-273-II-276 (2008).
8. Wang, J., Chang, C.-I., "Independent component analysis-based dimensionality reduction with applications in hyperspectral image analysis," IEEE Trans. Geoscience and Remote Sensing, Vol. 44, No. 6, pp. 1586-1600 (2006). (Pubitemid 43824505)
9. Duda, R., Hart, P. and Stork, D., [Pattern Classification], 2nd ed. New York: John Wiley &Sons (2001).
10. Papoulis, A., [Probability, Random Variables, and Stochastic Processes], McGraw Hill, New York, (1965).
11. Whitsitt, S. J., Landgrebe, D. A., "Error estimation and separability measure in feature selection for multiclass pattern recognition," School Elect. Eng., Purdue Univ., West Lafayette, IN, Tech. Rep. 77-34, (1977).
12. Cortes, C., Vapnik, V. "Support-vector networks," Machine Learning, vol. 20 (3), doi:10.1007/BF00994018 (1995).
13. Scholkopf, B. and Smola, A. J., [Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond], MIT Press, (2001).
14. Online, http://www.csie.ntu.edu.tw/cjlin/libsvm/.
15. Online, http://www.csie.ntu.edu.tw/cjlin/liblinear/.
16. Klir, G., Yuan, B., Fuzzy Sets and Fuzzy Logic, Prentice Hall (1995).
17. Grabisch, M., Nguyen, E., Walker, E., [Fundamentals of uncertainty calculi with applications to fuzzy inference], Kluwer Academic, Dordrecht, (1995).
18. Grabisch, M., Murofushi, T., Sugeno, M., [Fuzzy measures and integrals: theory and applications, Studies in fuzziness and soft computing], Physica-Verlag, (2000).
19. Hu, L., Anderson, D. T., Havens, T. C., Fuzzy Integral for Multiple Kernel Aggregation, IEEE International Conference on Fuzzy Systems, (2013).
20. Sugeno, M., "Theory of fuzzy integrals and its applications," Ph.D. Thesis, Tokyo Institute of Technology, (1974).
21. "ITRES Inc. Compact Airborne Spectrographic Imager," (2007). http://itres.com/cgi-bin/products.cgi.
22. Tahani, H., Keller, J., Information fusion in computer vision using the fuzzy integral, IEEE Trans. on Systems, Man, and Cyber., vol. 20, pp. 733-741, (1990). (Pubitemid 20714342)
23. Anderson, D. T., Havens, T. C., Wagner, C., Keller, J. M., Anderson, M., Wescott, D., Extension of the Fuzzy Integral for General Fuzzy Set-Valued Information, IEEE Trans. on Fuzzy Systems, doi:10.1109/TFUZZ.2014.2302479, (2014).
24. Online, https://engineering.purdue.edu/biehl/MultiSpec/hyperspectral.html (2014).