Band elimination of hyperspectral imagery using partitioned band image correlation and capacitory discrimination

International Journal of Remote Sensing

Volumn 35, Issue 2, 2014, Pages 554-577

  Datta, Aloke ^a   Ghosh, Susmita ^b   Ghosh, Ashish ^a  

^a INDIAN STATISTICAL INSTITUTE   (India)

^b JADAVPUR UNIVERSITY   (India)

Author keywords

[No Author keywords available]

Indexed keywords

IMAGE ANALYSIS; REMOTE SENSING; SPECTROSCOPY;

CLASSIFICATION ACCURACY; CURSE OF DIMENSIONALITY; DIMENSIONALITY REDUCTION; ELIMINATION METHOD; ELIMINATION TECHNIQUES; EVALUATION MEASURES; HYPER-SPECTRAL IMAGERIES; STATE-OF-THE-ART APPROACH;

ITERATIVE METHODS;

EID: 84892957360     PISSN: 01431161     EISSN: 13665901     Source Type: Journal    
DOI: 10.1080/01431161.2013.871392     Document Type: Article

References (28)

1. Chang, C.-I., Q. Du, T.-L. Sun, and M. L. G. Althouse. 1999. "A Joint Band Prioritization and Band Decorrelation Approach to Band Selection for Hyperspectral Image Classification." IEEE Transaction on Geoscience and Remote Sensing 37 (6): 2631-2641.
2. Chang, C.-I., and S. Wang. 2006. "Constrained Band Selection for Hyperspectral Imagery." IEEE Transaction on Geoscience and Remote Sensing 44 (6): 1575-1585.
3. Congalton, R. G., and K. Green. 2009. Assessing the Accuracy of Remotely Sensed Data. 2nd ed. Boca Raton, FL: CRC Press.
4. Cover, T., and J. Thomas. 2006. Elements of Information Theory. New York: John Wiley & Sons.
5. Devijver, P. A., and J. Kittler. 1982. Pattern Recognition: A Statistical Approach. 1st ed. New Delhi: Prentice-Hall International.
6. Du, Q., and H. Yang. 2008. "Similarity-Based Unsupervised Band Selection for Hyperspec-Tral Image Analysis." IEEE Geoscience and Remote Sensing Letters 5 (4): 564-568.
7. Ghosh, A., A. Datta, and S. Ghosh. 2013. "Self-Adaptive Differential Evolution for Feature Selection in Hyperspectral Image Data." Applied Soft Computing 13 (4): 1969-1977.
8. Gonzalez, R. C., and R. E. Woods. 2007. Digital Image Processing. 2nd ed. New Delhi: Prentice Hall.
9. Guo, B., R. I. Damper, S. R. Gunn, and J. D. B. Nelson. 2008. "A Fast Separability-Based Feature-Selection Method for High-Dimensional Remotely Sensed Image Classificaion." Pattern Recognition 41 (5): 1653-1662.
10. Ham, J., Y. Chen, M. M. Crawford, and J. Ghosh. 2005. "Investigation of the Random Forest Framework for Classification of Hyperspectral Data." IEEE Transaction on Geoscience and Remote Sensing 43 (3): 492-501.
11. Jain, A. K., R. P. W. Duin, and J. Mao. 2000. "Statistical Pattern Recognition: A Review." IEEE Transaction on Pattern Analysis and Machine Intelligence 22 (1): 4-37.
12. Jia, S., Z. Ji, and L. Shen. 2012. "Unsupervised Band Selection for Hyperspectral Imagery Classification Without Manual Band Removal." IEEE Journal of Selected Topics in Applied Earth Observation and Remote Sensing 5 (2): 531-543.
13. Jimenez, L. O., and D. A. Landgrebe. 1999. "Hyperspectral Data Analysis and Supervised Feature Reduction via Projection Pursuit." IEEE Transaction on Geoscience and Remote Sensing 37 (6): 2653-2667.
14. Keller, J. M., M. R. Gray, and J. A. Givens Jr. 1985. "A Fuzzy K-Nearest NEIGHBOUR Algorithm." IEEE Transaction on Systems, Man, and Cybernetics SMC-15 (4): 580-585.
15. Kuo, B. C., and D. A. Landgrebe. 2004. "Nonparametric Weighted Feature Extraction for Classification." IEEE Transaction on Geoscience and Remote Sensing 42 (5): 1096-1105.
16. Martinez-Uso, A., F. Pla, J. M. Sotoca, and P. Garcia-Sevilla. 2007. "Clustering-Based Hyperspectral Band Selection Using Information Measures." IEEE Transaction on Geoscience and Remote Sensing 45 (12): 4158-4171.
17. Mojaradi, B., H. A. Moghaddam, M. J. V. Zoej, and R. P. W. Duin. 2009. "Dimensionality Reduction of Hyperspectral Data via Spectral Feature Extraction." IEEE Transaction on Geoscience and Remote Sensing 47 (7): 2091-2105.
18. Qian, Y., and F. Yao. 2009. "Band Selection for Hyperspectral Imagery Using Affinity Propagation." IET Computer Vision 3 (4): 213-222.
19. Robnik-Šikonja, M., and I. Kononenko. 2003. "Theoretical and Empirical Analysis of ReliefF and RReliefF." Machine Learning Journal 53: 23-69.
20. Serpico, S. B., and G. Moser. 2007. "Extraction of Spectral Channels from Hyperspectral Images for Classification Purposes." IEEE Transaction on Geoscience and Remote Sensing 45 (2): 484-494.
21. Theodoridis, S., and K. Koutroumbas. 2006. Pattern Recognition. 3rd ed. New York: Academic Press.
22. Topsøe, F. 2000. "Some Inequalities for Information Divergence and Related Measures of Discrimination." IEEE Transaction on Information Theory 46 (4): 1602-1609.
23. Varshney, P. K., and M. K. Arora. 2004. Advanced Image Processing Techniques for Remotely Sensed Hyperspectral Data. Berlin: Springer-Verlag.
24. Warner, T. A., and M. C. Shank. 1997. "Spatial Autocorrelation Analysis of Hyperspectral Imagery for Feature Selection." Remote Sensing Environment 60: 58-70.
25. Yang, H., Q. Du, and G. Chen. 2011. "Unsupervised Hyperspectral Band Selection Using Graphics Processing Units." IEEE Journal of Selected Topics in Applied Earth Observation and Remote Sensing 4 (3): 660-668.
26. Yang, J. M., P. T. Yu, and B. C. Kuo. 2010. "A Nonparametric Feature Extraction and Its Application to Nearest NEIGHBOUR Classification for Hyperspectral Image Data." IEEE Transaction on Geoscience and Remote Sensing 48 (3): 1279-1293.
27. Yao, J., M. Dash, S. T. Tan, and H. Liu. 2000. "Entropy-Based Fuzzy Clustering and Fuzzy Modeling." Fuzzy Sets and Systems 113: 381-388.
28. Yu, S., S. D. Backer, and P. Scheunders. 2002. "Genetic Feature Selection Combined with Composite Fuzzy Nearest Neighbour Classifiers for Hyperspectral Satellite Imagery." Pattern Recognition Letters 23: 183-190.