Fusion of multisource data sets from agricultural areas for improved land cover classification

International Geoscience and Remote Sensing Symposium (IGARSS)

Volumn 4, Issue , 2009, Pages

  Waske, Björn ^a   Benediktsson, Jón Atli ^a   Sveinsson, Johannes R ^a  

^a UNIVERSITY OF ICELAND   (Iceland)

Author keywords

Data fusion; Land cover classification; Mathematical morphology; Multispectral; SAR

Indexed keywords

AGRICULTURAL AREAS; CLASSIFICATION ACCURACY; CLASSIFICATION RESULTS; DATA SETS; DATA SOURCE; FUSION STRATEGIES; LAND COVER CLASSIFICATION; MULTI-SPECTRAL; MULTISOURCE DATA; MULTISOURCE REMOTE SENSING DATA; PIXEL CLASSIFICATION; SPATIAL INFORMATIONS; SPECTRAL-SPATIAL CLASSIFICATION;

AGRICULTURAL MACHINERY; CLASSIFICATION (OF INFORMATION); DATA FUSION; GEOLOGY; IMAGE CLASSIFICATION; INFORMATION FUSION; LANDFORMS; MORPHOLOGY; PROBABILITY; REMOTE SENSING; SUPPORT VECTOR MACHINES;

MATHEMATICAL MORPHOLOGY;

EID: 77951260737     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IGARSS.2009.5417536     Document Type: Conference Paper

References (13)

1. J. A. Benediktsson and I. Kanellopoulos, "Classification of Multisource and Hyperspectral Data Based on Decision Fusion," IEEE Trans. Geosci. and Remote Sens., vol.37, pp. 1367-1377, 1999.
2. X. Blaes, L. Vanhalle, and P. Defourny, "Efficiency of crop identification based on optical and SAR image time series," Remote Sens. of Env., vol.96, no.3-4, pp. 352-365, 2005.
3. B. Waske and J. A. Benediktsson, "Fusion of Support Vector Machines for Classification of Multisensor Data," IEEE Trans. Geosci. and Remote Sens., vol.45, no.12, 2007.
4. B. Koetz, F. Morsdorf F, S. van der Linden, T. Curt, B. Allgöwer, "Multi-source land cover classification for forest fire management based on imaging spectrometry and LiDAR data," Forest Ecology and Management, vol.256, no.3, pp. 263-271, 2008.
5. L. Bruzzone, and L. Carlin, "A Multilevel Context-Based System for Classification of Very High Spatial Resolution Images," IEEE Trans. Geosci. and Remote Sens., vol.44, pp. 2587-2600, 2006 (Pubitemid 44321552)
6. B. Waske, and S. van der Linden, "Classifying multilevel imagery from SAR and optical sen-sors by decision fusion," IEEE Trans. Geosci. and Remote Sens., vol.46, no.5, pp. 1457-1466, 2008.
7. P. Soille, M. Pesaresi, "Advances in mathematical morphology applied to geoscience and remote sensing," IEEE Trans. Geosci. and Remote Sens., vol.40, no.9, pp. 2042-2055, 2002
8. J. A. Benediktsson, M. Pesaresi, and K. Arnason, "Classification and feature extraction for remote sensing images from urban areas based on morphological transformations," IEEE Trans. Geosci. Remote Sens.. vol.41, no.9, pp. 1940-1949, Sep. 2003.
9. J. A. Benediktsson, J. A. Palmason, and J. R. Sveinsson, "Classification of hyperspectral data from urban areas based on extended morphological profiles," IEEE Trans. Geosci. Remote Sens., vol.43, no.3, pp. 480-491, 2005. (Pubitemid 40320270)
10. C. J. C. Burges, "A Tutorial on Support Vector Machines for Pattern Recognition," Data Mining and Knowledge Discovery, vol.2, pp. 121-167, 1998. (Pubitemid 128695475)
11. T.-F. Wu, C.-J. Lin, and R.C. Weng, "Probability estimates for multi-class classification by pairwise coupling," J. of Machine Learning Research, vol.5, pp. 975-1005, 2004.
12. H.-T. Lin, C.-J. Lin, and R. C. Weng, "A note on Platt's probabilistic outputs for support vector machines," Technical report, Dep. of Computer Scien., National Taiwan University, http://www.csie.ntu.edu.tw/ ~cjlin/papers/plattprob.ps, 2003.
13. L. I. Kuncheva, Combining Pattern Classifiers: Methods and Algorithms. Wiley-Interscience, 2004.