Classification of hyperspectral data using extended attribute profiles based on supervised and unsupervised feature extraction techniques

References

• Benediktsson , JA , Palmason , JA and Sveinsson , JR . 2005 . Classification of hyperspectral data from urban areas based on extended morphological profiles . IEEE Transactions on Geoscience and Remote Sensing , 43 ( 3 ) : 480 – 491 .
   Web of Science ®Google Scholar
• Benediktsson , JA , Pesaresi , M and Arnason , K . 2003 . Classification and feature extraction for remote sensing images from urban areas based on morphological transformations . IEEE Transactions on Geoscience and Remote Sensing , 41 ( 9 ) : 1940 – 1949 .
   Web of Science ®Google Scholar
• Breen , EJ and Jones , R . 1996 . Attribute openings, thinnings, and granulometries . Computer Vision and Image Understanding , 64 ( 3 ) : 377 – 389 .
   Web of Science ®Google Scholar
• Breiman , L . 2001 . Random forests . Machine Learning , 45 ( 1 ) : 5 – 32 .
   Web of Science ®Google Scholar
• Castaings , T . 2010 . On the influence of feature reduction for the classification of hyperspectral images based on the extended morphological profile . International Journal of Remote Sensing , 31 ( 22 ) : 5921 – 5939 .
   Web of Science ®Google Scholar
• Dalla Mura , M , Benediktsson , JA and Bruzzone , L . 2010a. Classification of hyperspectral images with extended attribute profiles and feature extraction techniques. In: International geoscience and remote sensing symposium (IGARSS), Honolulu, HI, 76–79
   Google Scholar
• Dalla Mura , M . et al., 2011a. The evolution of the morphological profile: from panchromatic to hyperspectral images. In: S. Prasad, L. Mann Bruce and J. Chanussot, eds. Optical remote sensing – advances in signal processing and exploitation techniques. Springer Verlag, 123–146
   Google Scholar
• Dalla Mura , M . 2010b . Extended profiles with morphological attribute filters for the analysis of hyperspectral data . International Journal of Remote Sensing , 31 ( 22 ) : 5975 – 5991 .
   Web of Science ®Google Scholar
• Dalla Mura , M . 2010c . Morphological attribute profiles for the analysis of very high resolution images . IEEE Transactions on Geoscience and Remote Sensing , 48 ( 10 ) : 3747 – 3762 .
   Web of Science ®Google Scholar
• Dalla Mura , M . 2011b . Classification of hyperspectral images by using extended morphological attribute profiles and independent component analysis . IEEE Geoscience and Remote Sensing Letters , : 541 – 545 .
   Google Scholar
• Datcu , M , Seidel , K and Walessa , M . 1998 . Spatial information retrieval from remote-sensing images – part I: information theoretical perspective . IEEE Transactions on Geoscience and Remote Sensing , 36 ( 5 ) : 1431 – 1445 .
   Web of Science ®Google Scholar
• Daya Sagar , BS and Serra , J . 2010 . Spatial information retrieval, analysis, reasoning and modelling . International Journal of Remote Sensing , 31 ( 22 ) : 5747 – 5750, 2010 .
   Web of Science ®Google Scholar
• Fauvel , M . Chanussot, J., and Benediktsson, J. A., 2009. Kernel principal component analysis for the classification of hyperspectral remote sensing data over urban areas. EURASIP Journal on Advances in Signal Processing, 2009, 14
   Google Scholar
• Fukunaga , K . 1990 . Introduction to statistical pattern recognition , 2nd , London , , UK : Academic Press .
   Google Scholar
• Hoffbeck , J and Landgrebe , DA . 1996 . Covariance matrix estimation and classification with limited training data . IEEE Transactions on Pattern Analysis and Machine Intelligence , 18 ( 7 ) : 763 – 767 .
   Web of Science ®Google Scholar
• Landgrebe , DA . 2003 . Signal theory methods in multispectral remote sensing , London : Wiley-Inter Science .
   Google Scholar
• Licciardi , G . et al., 2012. Linear versus non-linear PCA for the classification of hyperspectral data based on the extended morphological profiles. IEEE Geoscience and Remote Sensing Letters, 9 (3), 447–451
   Google Scholar
• Maragos , P and Ziff , R . 1990 . Threshold superposition in morphological image analysis systems . IEEE Transactions on Pattern Analysis and Machine Intelligence , 12 ( 5 ) : 498 – 504 .
   Web of Science ®Google Scholar
• Marpu , PR . et al., 2012. Automatic generation of standard deviation attribute profiles for spectral-spatial classification of remote sensing data. IEEE Geoscience and Remote Sensing Letters, accepted for publication
   Google Scholar
• Ouzounis G.K., and Soille, P., 2009. Differential area profiles. In: 20th International conference on pattern recognition, 23–26 August 2009, Istanbul, Turkey, 4085–4089
   Google Scholar
• Peeters , S . et al., 2011. Classification using Extended Morphological Attribute Profiles based on different feature extraction techniques. In: IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 24–29 July 2011, Vancouver, Canada, 4453–4456
   Google Scholar
• Pesaresi , M and Benediktsson , JA . 2001 . A new approach for the morphological segmentation of high-resolution satellite imagery . IEEE Transactions on Geoscience and Remote Sensing , 39 ( 2 ) : 309 – 320 .
   Web of Science ®Google Scholar
• Salembier , P , Oliveras , A and Garrido , L . 1998 . Anti-extensive connected operators for image and sequence processing . IEEE Transactions on Image Processing , 7 ( 4 ) : 555 – 570 .
   Web of Science ®Google Scholar
• Salembier , P and Wilkinson , MHF . 2009 . Connected operators . IEEE Signal Processing Magazine , 26 ( 6 ) : 136 – 157 .
   Web of Science ®Google Scholar
• Schölkopf B., and Smola A.J., 2002. Learning with kernels: support vector machines, regularization, optimization, and beyond. Cambridge, MA, USA: MIT Press
   Google Scholar
• Schölkopf , B , Smola , AJ and Müller , K-R . 1998 . Nonlinear component analysis as a kernel eigenvalue problem . Neural Computation , 10 : 1299 – 1319 .
   Web of Science ®Google Scholar
• Soille , P . 2003 . Morphological image analysis. Principles and applications , 2nd , Berlin , , Germany : Springer Verlag .
   Google Scholar
• Soille , P and Pesaresi , M . 2002 . Advances in mathematical morphology applied to geosciences and remote sensing . IEEE Transactions on Geoscience and Remote Sensing , 40 : 2042 – 2055 .
   Web of Science ®Google Scholar
• Wilkinson , MHF . 2008 . Concurrent computation of attribute filters on shared memory parallel machines . IEEE Transactions on Pattern Analysis and Machine Intelligence , 30 ( 10 ) : 1800 – 1813 .
   Web of Science ®Google Scholar
• Wilkinson M.H.F., Soille P., and Ouzounis, G.K., 2010. Concurrent computation of differential morphological profiles for remote sensing. In: Workshop on Applications of Digital Geometry and Mathematical Morphology, 26–29 September, Istanbul, Turkey
   Google Scholar
• Wilkinson , MH . 2011 . “ Concurrent computation of differential morphological profiles on giga-pixel images ” . In Mathematical morphology and its applications to image and signal processing , Edited by: Soille , P , Pesaresi , M and Ouzounis , G . 331 – 342 . Berlin, Heidelberg : Springer .
   Google Scholar