Abstract
The spatial relations are essential information that should be considered when analyzing remote sensing images. Attribute profiles (combinations of an anti-granulometry and a granulometry computed with connected operators based on attributes) can be employed for the modeling of the spatial information of the surveyed scene. In this paper we propose self-dual attribute profiles which are attribute profiles computed on an inclusion tree with self-dual operators. The proposed variant of the attribute profile was effectively considered for the classification of a very high geometrical resolution remote sensing image.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsPreview
Unable to display preview. Download preview PDF.
References
Soille, P., Pesaresi, M.: Advances in mathematical morphology applied to geosciences and remote sensing. IEEE Trans. Geosci. Rem. Sens. 40, 2042–2055 (2002)
Salembier, P., Wilkinson, M.H.F.: Connected operators. IEEE Signal Process. Mag. 26(6), 136–157 (2009), doi:10.1109/MSP.2009.934154
Pesaresi, M., Benediktsson, J.A.: A new approach for the morphological segmentation of high-resolution satellite imagery. IEEE Trans. Geosci. Rem. Sens. 39(2), 309–320 (2001), doi:10.1109/36.905239
Dalla Mura, M., Benediktsson, J.A., Waske, B., Bruzzone, L.: Morphological attribute profiles for the analysis of very high resolution images. IEEE Trans. Geosci. Rem. Sens. 48(10), 3747–3762 (2010), doi:10.1109/TGRS.2010.2048116
Benediktsson, J.A., Palmason, J.A., Sveinsson, J.R.: Classification of hyperspectral data from urban areas based on extended morphological profiles. IEEE Trans. Geosci. Rem. Sens. 43(3), 480–491 (2005), doi:10.1109/TGRS.2004.842478
Dalla Mura, M., Benediktsson, J.A., Waske, B., Bruzzone, L.: Extended profiles with morphological attribute filters for the analysis of hyperspectral data. Int. J. Remote Sens. 31(22), 5975–5991 (2010)
Dalla Mura, M., Benediktsson, J.A., Bruzzone, L.: Alternating sequential filters with morphological attribute operators for the analysis of remote sensing images. In: Proceedings of SPIE, vol. 7830 (2010)
Maragos, P.: Pattern spectrum and multiscale shape representation. IEEE Transactions on Pattern Analysis and Machine Intelligence 11(7), 701–716 (1989)
Breen, E.J., Jones, R.: Attribute openings, thinnings, and granulometries. Comput. Vis. Image Underst. 64(3), 377–389 (1996)
Urbach, E.R., Roerdink, J.B.T.M., Wilkinson, M.H.F.: Connected shape-size pattern spectra for rotation and scale-invariant classification of gray-scale images. IEEE Transactions on Pattern Analysis and Machine Intelligence 29(2), 272–285 (2007), doi:10.1109/TPAMI.2007.28
Salembier, P., Oliveras, A., Garrido, L.: Antiextensive connected operators for image and sequence processing. IEEE Trans. Image Process. 7(4), 555–570 (1998), doi:10.1109/83.663500
Caselles, V., Monasse, P.: Geometric Description of Images as Topographic Maps. Springer, Heidelberg (2010)
Monasse, P., Guichard, F.: Fast computation of a contrast-invariant image representation. IEEE Trans. Image Process. 9(5), 860–872 (2000), doi:10.1109/83.841532
Salembier, P., Garrido, L.: Binary partition tree as an efficient representation for image processing, segmentation, and information retrieval. IEEE Trans. Image Process. 9(4), 561–576 (2000), doi:10.1109/83.841934
Keshet, R.: Shape-tree semilattice. Journal of Mathematical Imaging and Vision 22(2), 309–331 (2005)
Keshet, R.: Adjacency lattices and shape-tree semilattices. Image and Vision Computing 25(4), 436–446 (2007)
Levillain, R., Géraud, T., Najman, L.: Milena: Write generic morphological algorithms once, run on many kinds of images. In: Wilkinson, M.H.F., Roerdink, J.B.T.M. (eds.) ISMM 2009. LNCS, vol. 5720, pp. 295–306. Springer, Heidelberg (2009)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2011 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Dalla Mura, M., Benediktsson, J.A., Bruzzone, L. (2011). Self-dual Attribute Profiles for the Analysis of Remote Sensing Images. In: Soille, P., Pesaresi, M., Ouzounis, G.K. (eds) Mathematical Morphology and Its Applications to Image and Signal Processing. ISMM 2011. Lecture Notes in Computer Science, vol 6671. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-21569-8_28
Download citation
DOI: https://doi.org/10.1007/978-3-642-21569-8_28
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-21568-1
Online ISBN: 978-3-642-21569-8
eBook Packages: Computer ScienceComputer Science (R0)