Automatic fusion and classification using random forests and features extracted with deep learning

International Geoscience and Remote Sensing Symposium (IGARSS)

Volumn 2015-November, Issue , 2015, Pages 2943-2946

  Merentitis, Andreas ^a   Debes, Christian ^a  

^a AGT Group (RandD) GmbH   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 84962541943     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IGARSS.2015.7326432     Document Type: Conference Paper

References (7)

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2. C. Debes, A. Merentitis, R. Heremans, J. Hahn, N. Frangiadakis, T. van Kasteren, Wenzhi Liao, R. Bellens, A. Pizurica, S. Gautama, W. Philips, S. Prasad, Qian Du, and F. Pacifici, "Hyperspectral and lidar data fusion: Outcome of the 2013 grss data fusion contest, " Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of, vol. 7, no. 6, pp. 2405-2418, June 2014.
3. A. Merentitis, C. Debes, and R. Heremans, "Application of ensemble learning in hyperspectral image classification: Towards selecting favorable spots in the bias-variance plane, " IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 7, pp. 1089-1102, April 2014.
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5. Q. V. Le, A. Karpenko, J. Ngiam, and A. Y. Ng, "ICA with reconstruction cost for efficient overcomplete feature learning, " in Advances in Neural Information Processing Systems 24, J. Shawe-Taylor, R. S. Zemel, P. L. Bartlett, F. Pereira, and K. Q. Weinberger, Eds., pp. 1017-1025. Curran Associates, Inc., 2011.
6. J. Ngiam, A. Khosla, M. Kim, J. Nam, H. Lee, and A. Y. Ng, "Multimodal deep learning., " in ICML, Lise Getoor and Tobias Scheffer, Eds. 2011, pp. 689-696, Omnipress.
7. A. Merentitis, C. Debes, R. Heremans, and N. Frangiadakis, "Automatic fusion and classification of hyperspectral and Li-DAR data using random forests, " in 2014 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), July 2014, pp. 1245-1248.