Classification of pixel-level fused hyperspectral and lidar data using deep convolutional neural networks

Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing

Volumn 0, Issue , 2016, Pages

  Morchhale, Saurabh ^a   Pauca, V Paul ^a   Plemmons, Robert J ^a   Torgersen, Todd C ^a  

^a WAKE FOREST UNIVERSITY   (United States)

Author keywords

Convolutional Neural Networks; Data Fusion; Hyperspectral Imaging; LiDAR

Indexed keywords

CLASSIFICATION (OF INFORMATION); CONVOLUTION; DATA FUSION; DEEP NEURAL NETWORKS; HYPERSPECTRAL IMAGING; IMAGE PROCESSING; LITHIUM COMPOUNDS; MODAL ANALYSIS; NEURAL NETWORKS; PIXELS; REMOTE SENSING; SPECTROSCOPY;

CLASSIFICATION OF PIXELS; CLASSIFICATION PERFORMANCE; CONVOLUTIONAL NEURAL NETWORK; CONVOLUTIONAL NEURAL NETWORKS (CNN); DEEP CONVOLUTIONAL NEURAL NETWORKS; LIGHT DETECTION AND RANGING; MATERIAL COMPOSITIONS; UNIVERSITY OF HOUSTON;

OPTICAL RADAR;

EID: 85031008467     PISSN: 21586276     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WHISPERS.2016.8071715     Document Type: Conference Paper

References (16)

1. C. Debes, A. Merentitis, R. Heremans, J. Hahn, N. Frangiadakis, T. van Kasteren, W. Liao, R. Bellens, A. Pizurica, S. Gautama, et al., "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, 2014.
2. M. Khodadadzadeh, J. Li, S. Prasad, and A. Plaza, "Fusion of hyperspectral and lidar remote sensing data using multiple feature learning, " Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of, vol. 8, no. 6, pp. 2971-2983, 2015.
3. D. Nikic, J. Wu, V. P. Pauca, R. Plemmons, and Q. Zhang, "A novel approach to environment reconstruction in lidar and hsi datasets, " in Advanced Maui Optical and Space Surveillance Technologies Conference, 2012, vol. 1, p. 81.
4. Q. Zhang, V. P. Pauca, R. J. Plemmons, and D. Nikic, "Detecting objects under shadows by fusion of hyperspectral and lidar data: A physical model approach, " in Proc. 5th Workshop Hyperspectral Image Signal Process.: Evol. Remote Sens, 2013, pp. 1-4.
5. M. Dalponte, L. Bruzzone, and D. Gianelle, "Fusion of hyperspectral and lidar remote sensing data for classification of complex forest areas, " Geoscience and Remote Sensing, IEEE Transactions on, vol. 46, no. 5, pp. 1416-1427, 2008.
6. Y. Chen, Z. Lin, X. Zhao, G. Wang, and Y. Gu, "Deep learning-based classification of hyperspectral data, " Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of, vol. 7, no. 6, pp. 2094-2107, 2014.
7. W. Hu, Y. Huang, L. Wei, F. Zhang, and H. Li, "Deep convolutional neural networks for hyperspectral image classification, " Journal of Sensors, vol. 2015, 2015.
8. C. Pohl and J. L. Van Genderen, "Review article multisensor image fusion in remote sensing: concepts, methods and applications, " International journal of remote sensing, vol. 19, no. 5, pp. 823-854, 1998.
9. M. Mangolini, Apport de la fusion d'images satellitaires multicapteurs au niveau pixel en télédétection et photointerpr étation, Ph. D. thesis, Université de Nice Sophia-Antipolis, 1994.
10. S. Morchhale, "Deep convolutional neural networks for classification of fused hyperspectral and LiDAR data, " M. S. thesis, Wake Forest University, MS Thesis, Dept. of Computer Science., 2016, http://csweb. cs. wfu. edu/pauca/MorchhaleThesis16. pdf.
11. N. Kruger, P. Janssen, S. Kalkan, M. Lappe, A. Leonardis, J. Piater, A. Rodriguez-Sanchez, and L. Wiskott, "Deep hierarchies in the primate visual cortex: What can we learn for computer vision?, " Pattern Analysis and Machine Intelligence, IEEE Transactions on, vol. 35, no. 8, pp. 1847-1871, 2013.
12. IEEE Geoscience and Remote Sensing Society 2013 Data Fusion Contest, "http://www. grssieee. org/community/technical-committees/data-fusion, ".
13. Jerome Friedman, Trevor Hastie, and Robert Tibshirani, The elements of statistical learning, vol. 1, Springer series in statistics Springer, Berlin, 2001.
14. P. Gader, A. Zare, R. Close, and G. Tuell, "Co-registered hyperspectral and LiDAR Long Beach, Mississippi data collection, " 2010, University of Florida, University of Missouri, and Optech International.
15. P. Gader, A. Zare, R. Close, J. Aitken, and G. Tuell, "MUUFL gulfport hyperspectral and LiDAR airborne data set, " Tech. rep. REP-2013-570, University of Florida, Oct. 2013.
16. Pengyu Hao and Zheng Niu, "Comparison of different lidar and hypespectral data fusion strategies using svm and abnet, " Remote Sensing Science, vol. 1, no. 3, 2013.