Hyperspectral image classification using spectral histograms and semi-supervised learning

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 6966, Issue , 2008, Pages

  Rivera, Sol M Cruz ^a   Manian, Vidya ^a  

^a UNIVERSITY OF PUERTO RICO   (Puerto Rico)

Author keywords

Hyperspectral image classification; Semi supervised learning; Spectral angle distance; Spectral histogram

Indexed keywords

ALGORITHMS; BOOLEAN FUNCTIONS; CLASSIFICATION (OF INFORMATION); COMPUTATIONAL METHODS; EVOLUTIONARY ALGORITHMS; FIBER OPTIC SENSORS; IMAGE ANALYSIS; IMAGE CLASSIFICATION; IMAGE ENHANCEMENT; INDEPENDENT COMPONENT ANALYSIS; SCHEDULING ALGORITHMS; SUPERVISED LEARNING; SUPPORT VECTOR MACHINES; TECHNOLOGY; WINDOWS;

HIGH SPATIAL RESOLUTION IMAGES; HYPER-SPECTRAL; HYPERSPECTRAL IMAGE (HSI); HYPERSPECTRAL IMAGE CLASSIFICATION; MULTI-SPECTRAL (MS); NOISE LEVELS; SEMI SUPERVISED LEARNING (SSL); SPECTRAL ANGLES; SPECTRAL HISTOGRAMS; TEXTURE INFORMATION; ULTRASPECTRAL; WINDOW SIZES;

LEARNING ALGORITHMS;

EID: 44949218491     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.778222     Document Type: Conference Paper

References (17)

1. Plaza A., et. al., "Dimensionality Reduction and Classification Hyperspectral Image Data Using Sequences Extended Morphological Transformations", IEEE Trans. Geosci. Remote Sens., 43(3), 466-479 (2005).
2. Harsanyi J.C. and Chang C., "Hyperspectral Image Classification and Dimensionality Reduction: An Orthogonal Subspace Projection Approach", IEEE Trans. Geosci. Remote Sens., 32(4), 779- 785 (1994).
3. Kaewpijit S., Le Moigne J. and El-Ghazawi T., "Automatic Reduction of Hyperspectral Imagery Using Wavelet Spectral Analysis" , IEEE Trans. Geosci. Remote Sens., 41(4), 863-871 (2003).
4. Manian V., Jimenez L.O., "Land Cover and benthic habitat classification using texture features from hyperspectral and multispectral images", SPIE Journal of Electronic Imaging, 16(2), (2007).
5. Camps-Valls G. and Bruzzone L., "Kernel-Based Methods for Hyperspectral Image Classification". IEEE Trans. Geosci. Remote Sens., 43(6), 1351-1362 (2005).
6. Shah C.A. et. al, "Some Recent Results on Hyperspectral Image Classification", IEEE Workshop on Advances in Techniques for Analysis of Remotely Sensed Data, 346-353 (2003).
7. Camps-Valls G., Bandos T.V., and Zhou D. ,"Semi-Supervised Graph-Based Hyperspectral Image Classification", IEEE Trans. Geosci. Remote Sens., 45(10), (2007).
8. Bennett K. and Demiriz A., "Semi-Supervised Support Vector Machines", Preceedings of Neural Information Processing Systems, Denver, (1998).
9. Rellier G., Descombes X., Falzon F. and Zerubia J., "Texture Feature Analysis Using a Gauss-Markov Model in Hyperspectral Image Classification" , IEEE Trans. Geosci. Remote Sens., 42(7), 1543-1551 (2004).
10. Hong P.S., Kaplan L.M. and Smith M.J.T., "Hyperspectral Image Segmentation using Filter Banks for Texture Augmentation", IEEE Workshop on Advances in Techniques for Analysis of Remotely Sensed Data, 254-258 (2003).
11. Mercier G. and Lennon M., "On the Characterization of Hyperspectral Texture", IEEE Geosci. Remote Sens. Symposium, 2584-2586 (2002).
12. Benediktsson J.A., Palmason J.A. and Svinsson J.R., "Classification of Hyperspectral Data from Urban Areas Based on Extended Morphological Profiles", IEEE Trans. Geosci. Remote Sens., 43(3) (2005).
13. Chapelle O. and Zien A., "Semi-Supervised Classification by Low Density Separation". Proc. of the Tenth International Workshop on Artificial Intelligence and Statistics, 57-64 (2005).
14. rd International Conference on Machine Learning, (2006).
15. Rosario S., "Iterative Algorithms for Abundance Estimation on Unmixing of Hyperspectral Imaging". Thesis (M.S.) University of Puerto Rico, Mayagüez Campus, (2004).
16. Benediktsson J.A., Palmason J.A. and Svinsson J.R., "Classification of Hyperspectral Data from Urban Areas Bases on Extended Morphological Profiles", IEEE Trans. Geosci. Remote Sens.,43(3) (2005).
17. D. A. Landgrebe, Signal Theory Methods in Multispectral Remote Sensing. Hoboken, NJ: Wiley, (2003)