Generalized Graph-Based Fusion of Hyperspectral and LiDAR Data Using Morphological Features

作者: Wenzhi Liao , Aleksandra Pizurica , Rik Bellens , Sidharta Gautama , Wilfried Philips

DOI: 10.1109/LGRS.2014.2350263

关键词:

摘要: Nowadays, we have diverse sensor technologies and image processing algorithms that allow one to measure different aspects of objects on the Earth [eg, spectral characteristics in hyperspectral images (HSIs), height in light detection and ranging (LiDAR) data, and geometry in image processing technologies, such as morphological profiles (MPs)]. It is clear that no single technology can be sufficient for a reliable classification, but combining many of them can lead to problems such as the curse of dimensionality, excessive …

参考文章(19)
Wenzhi Liao, Rik Bellens, Aleksandra Pižurica, Wilfried Philips, Youguo Pi, Classification of hyperspectral data over urban areas based on extended morphological profile with partial reconstruction advanced concepts for intelligent vision systems. ,vol. 7517, pp. 278- 289 ,(2012) , 10.1007/978-3-642-33140-4_25
Christian Debes, Andreas Merentitis, Roel Heremans, Jurgen Hahn, Nikolaos Frangiadakis, Tim van Kasteren, Wenzhi Liao, Rik Bellens, Aleksandra Pizurica, Sidharta Gautama, Wilfried Philips, Saurabh Prasad, Qian Du, Fabio Pacifici, Hyperspectral and LiDAR Data Fusion: Outcome of the 2013 GRSS Data Fusion Contest IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. ,vol. 7, pp. 2405- 2418 ,(2014) , 10.1109/JSTARS.2014.2305441
M. Pedergnana, P. R. Marpu, M. Dalla Mura, J. A. Benediktsson, L. Bruzzone, Classification of Remote Sensing Optical and LiDAR Data Using Extended Attribute Profiles IEEE Journal of Selected Topics in Signal Processing. ,vol. 6, pp. 856- 865 ,(2012) , 10.1109/JSTSP.2012.2208177
Lefei Zhang, Liangpei Zhang, Dacheng Tao, Xin Huang, On Combining Multiple Features for Hyperspectral Remote Sensing Image Classification IEEE Transactions on Geoscience and Remote Sensing. ,vol. 50, pp. 879- 893 ,(2012) , 10.1109/TGRS.2011.2162339
Wenzhi Liao, Rik Bellens, Aleksandra Pizurica, Wilfried Philips, Youguo Pi, Classification of Hyperspectral Data Over Urban Areas Using Directional Morphological Profiles and Semi-Supervised Feature Extraction IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. ,vol. 5, pp. 1177- 1190 ,(2012) , 10.1109/JSTARS.2012.2190045
Mathieu Fauvel, JÓn Atli Benediktsson, Jocelyn Chanussot, Johannes R. Sveinsson, Spectral and Spatial Classification of Hyperspectral Data Using SVMs and Morphological Profiles IEEE Transactions on Geoscience and Remote Sensing. ,vol. 46, pp. 3804- 3814 ,(2008) , 10.1109/TGRS.2008.922034
Mauro Dalla Mura, Jon Atli Benediktsson, Björn Waske, Lorenzo Bruzzone, Extended profiles with morphological attribute filters for the analysis of hyperspectral data International Journal of Remote Sensing. ,vol. 31, pp. 5975- 5991 ,(2010) , 10.1080/01431161.2010.512425
Bor-Chen Kuo, D.A. Landgrebe, Nonparametric weighted feature extraction for classification IEEE Transactions on Geoscience and Remote Sensing. ,vol. 42, pp. 1096- 1105 ,(2004) , 10.1109/TGRS.2004.825578