Classification and feature extraction for remote sensing images from urban areas based on morphological transformations

IEEE Transactions on Geoscience and Remote Sensing

Volumn 41, Issue 9 PART I, 2003, Pages 1940-1949

  Benediktsson, Jon Atli ^a   Pesaresi, Martino ^b   Arnason, Kolbeinn ^c  

^a UNIVERSITY OF ICELAND   (Iceland)

^b Digital Mapping Sector   (Italy)

^c National Land Survey of Iceland   (Iceland)

Author keywords

Classification; Feature extraction; Feature selection; High resolution imagery; Mathematical morphology

Indexed keywords

FEATURE EXTRACTION; IMAGE ANALYSIS; IMAGE QUALITY; MATHEMATICAL MORPHOLOGY; MATHEMATICAL TRANSFORMATIONS; NEURAL NETWORKS; URBAN PLANNING;

FEATURE SELECTION; HIGH RESOLUTION IMAGERY;

REMOTE SENSING;

EID: 0142009648     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2003.814625     Document Type: Article

References (12)

1. P. Soille, Morphological Image Analysis - Principles and Applications, 2nd ed. Berlin, Germany: Springer Verlag, 2003.
2. J. Serra, Image Analysis and Mathematical Morphology, London, U.K.: Academic, 1982.
3. M. Pesaresi and J. A. Benediktsson, "A new approach for the morphological segmentation of high-resolution satellite imagery," IEEE Trans. Geosci. Remote Sensing, vol. 39, pp. 309-320, Feb. 2001.
4. J. Crespo, J. Serra, and R. Schafer, "Theoretical aspects of morphological filters by reconstruction," Signal Process., vol. 47, pp. 201-225, 1995.
5. P. Soille and M. Pesaresi, "Advances in mathematical morphology applied to geosciences and remote sensing," IEEE Trans. Geosci. Remote Sensing, vol. 40, pp. 2042-2055, Sept. 2002.
6. M. Pesaresi, "Analisi Numerica dello spazio edificato nella città diffusa," Venice, Italy, Tech. Rep. IUAV DAEST, 1993.
7. A. Bianchin and M. Pesaresi, "Outils de morphologie mathématique appliquée aux images satellite pour l'analyze de l'urbanization diffuse," in Proc. EGIS-MARI 94 Conf., Paris, France, Mar. 29-Apr. 1 1994, pp. 2085-2094.
8. M. Pesaresi and I. Kannellopulos, "Detection of urban features using morphological based segmentation and very high resolution remotely sensed data," in Machine Vision and Advanced Image Processing in Remote Sensing, I. Kanellopoulos, G. G. Wilkinson, and T. Moons, Eds. Berlin, Germany: Springer-Verlag, 1999.
9. K. Fukunaga, Introduction to Statistical Pattern Recognition, 2nd ed. New York: Academic 1990.
10. D. A. Landgrebe, Signal Theory Methods in Multispectral Remote Sensing. Hoboken, NJ: Wiley, 2003.
11. C. Lee and D. A. Landgrebe, "Feature extraction based on decision boundaries," IEEE Trans. Pattern Anal. Machine Intell., vol. 15, pp. 388-400, Apr. 1993.
12. ____, "Decision boundary feature extraction for neural networks," IEEE Trans. Neural Networks, vol. 8, pp. 75-83, Jan. 1997.