Morphological profiles based on differently shaped structuring elements for classi fication of images with very high spatial resolution

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Volumn 7, Issue 12, 2014, Pages 4644-4652

  Lv, Zhi Yong ^a   Zhang, Penglin ^b   Benediktsson, Jon Atli ^c   Shi, Wen Zhong ^d  

^a XI'AN UNIVERSITY OF TECHNOLOGY   (China)

^b WUHAN UNIVERSITY   (China)

^c UNIVERSITY OF ICELAND   (Iceland)

^d HONG KONG POLYTECHNIC UNIVERSITY   (Hong Kong)

Author keywords

High spatial resolution (HSR) images; Index terms classification; Morphological profile (MP); Shape of structuring element (SE)

Indexed keywords

IMAGE RESOLUTION; MATHEMATICAL MORPHOLOGY;

CLASSIFICATION ACCURACY; GRAY LEVEL CO-OCCURRENCE MATRIX; HIGH SPATIAL RESOLUTION; INDEX TERMS; MORPHOLOGICAL PROFILE; STRUCTURAL INFORMATION; STRUCTURING ELEMENT; VERY HIGH SPATIAL RESOLUTIONS;

IMAGE SEGMENTATION;

ACCURACY ASSESSMENT; CLASSIFICATION; IMAGE ANALYSIS; SEGMENTATION; SPATIAL RESOLUTION;

EID: 85027946946     PISSN: 19391404     EISSN: 21511535     Source Type: Journal    
DOI: 10.1109/JSTARS.2014.2328618     Document Type: Article

References (20)

1. F. Dell'Acqua et al., " Exploiting spectral and spatial information in hyperspectral urban data with high resolution," IEEE Geosci. Remote Sens. Lett., vol. 1, no. 4, pp. 322-326, Oct. 2004.
2. L. Zhang, X. Huang, B. Huang, and P. Li, "Apixel shape index coupled with spectral information for classification of high spatial resolution remotely sensed imagery," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 10, pp. 2950-2961, Oct. 2006.
3. L. Bruzzone and L. Carlin, "A multilevel context-based system for classification of very high spatial resolution images," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 9, pp. 2587-2600, Sep. 2006.
4. Y. Tarabalka, J. A. Benediktsson, and J. Chanussot, "Spectral spatial classifi cation of hyperspectral imagery based on partitional clustering techniques," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 8, pp. 2973-2987, Aug. 2009.
5. X. Huang, L. Zhang, and P. Li, "Classification and extraction of spatial features in urban areas using high-resolution multispectral imagery," IEEE Geosci. Remote Sens. Lett., vol. 4, no. 2, pp. 260-264, Apr. 2007.
6. T. Celik and T. Tjahjadi, "Multiscale texture classification using dual-tree complex wavelet transform," Pattern Recognit. Lett., vol. 30, no. 3, pp. 331-339, 2009.
7. X. Huang, L. Zhang, and L. Wang, "Evaluation of morphological texture features for mangrove forest mapping and species discrimination using multispectral IKONOS imagery," IEEE Geosci. Remote Sens. Lett., vol. 6, no. 3, pp. 393-397, Jul. 2009.
8. Y. Zhao, L. Zhang, P. Li, and B. Huang, "Classification of high spatial resolution imagery using improved Gaussian Markov random-field-based texture features," IEEE Trans. Geosci. Remote Sens., vol. 45, no. 5, pp. 1458-1468, May 2007.
9. G. Rellier, X. Descombes, F. Falzon, and J. Zerubia, "Texture feature analysis using a Gauss-Markov model in hyperspectral image classification," IEEE Trans. Geosci. Remote Sens., vol. 42, no. 7, pp. 1543-1551, Jul. 2004.
10. A. Sarkar et al., "Unsupervised and supervised classification of hyperspectral imaging data using projection pursuit and Markov random field segmentation," Int. J. Remote Sens., vol. 33, no. 18, pp. 5799-5818, 2012.
11. J. A. Benediktsson, M. Pesaresi, and K. Arnason, "Classification and feature extraction for remote sensing images from urban areas based on morphological transformations," IEEE Trans. Geosci. Remote Sens., vol. 41, no. 9, pp. 1940-1949, Sep. 2003.
12. J. A. Benediktsson, J. A. Palmason, and J. R. Sveinsson, "Classification of hyperspectral data from urban areas based on extended morphological profiles," IEEE Trans. Geosci. Remote Sens., vol. 43, no. 3, pp. 480-491, Mar. 2005.
13. O. Aytekin, M. Dalla Mura, I. Ulusoy, and J. A. Benediktsson, "Classification of hyperspectral images based on weighted DMPs," in Proc. IEEE Int. Geosci. Remote Sens. Symp. (IGARSS), 2012, pp. 4154-4157.
14. M. Dalla Mura, J. A. Benediktsson, B. Waske, and L. Bruzzone, "Morphological attribute profi les for the analysis of very high resolution images," IEEE Trans. Geosci. Remote Sens., vol. 48, no. 10, pp. 3747-3762, Oct. 2010.
15. M. Dalla Mura, J. A. Benediktsson, B. Waske, and L. Bruzzone, "Extended profiles with morphological attribute filters for the analysis of hyperspectral data," Int. J. Remote Sens., vol. 31, no. 22, pp. 5975-5991, 2010.
16. E. Dougherty, An Introduction to Morphological Image Processing. Bellingham, WA, USA: SPIE Opt. Eng. Press, 1992.
17. Q. Du and J. E. Fowler, "Hyperspectral image compression using jpeg2000 and principal component analysis," IEEE Geosci. Remote Sens. Lett., vol. 4, no. 2, pp. 201-205, Apr. 2007.
18. C. A. Shah, M. K. Arora, and P. K. Varshney, "Unsupervised classification of hyperspectral data: An ICA mixture model based approach," Int. J. Remote Sens., vol. 25, no. 2, pp. 481-487, 2004.
19. F. Melgani and L. Bruzzone, "Classification of hyperspectral remote sensing images with support vector machines," IEEE Trans. Geosci. Remote Sens., vol. 42, no. 8, pp. 1778-1790, Aug. 2004.
20. M. Fauvel, J. A. Benediktsson, J. Chanussot, and J. R. Sveinsson, "Spectral and spatial classification of hyperspectral data using SVMs and morphological profiles," IEEE Trans. Geosci. Remote Sens., vol. 46, no. 11, pp. 3804-3814, Nov. 2008.