Interactive classification of urban areas using decision trees

2011 Joint Urban Remote Sensing Event, JURSE 2011 - Proceedings

Volumn , Issue , 2011, Pages 373-376

  Abelen, S ^a,b   Taubenbock H ^a   Stilla, U ^b  

^a GERMAN AEROSPACE CENTER DLR   (Germany)

^b TECHNICAL UNIVERSITY OF MUNICH   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

BROAD APPLICATION; CLASSIFICATION PERFORMANCE; FEATURE SETS; FIXED STRUCTURE; FIXED THRESHOLD; INTERACTIVE CLASSIFICATION; LAND COVER; LANDSAT 7; RESEARCH QUESTIONS; TEST SITE; URBAN AREAS; URBAN ENVIRONMENTS;

DECISION TREES; FIXED PLATFORMS; PLANT EXTRACTS; REMOTE SENSING; URBAN PLANNING;

USER INTERFACES;

EID: 79957633627     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/JURSE.2011.5764797     Document Type: Conference Paper

References (13)

1. D. Lu and Q. Weng, "Spectral mixture analysis of the urban landscape in Indianapolis with Landsat ETM+ imagery," Photogrammetric Engineering and Remote Sensing, vol. 70, no. 9, pp. 1053-1062, 2004.
2. S. McCauley and S. J. Goetz, "Mapping residential density patterns using multi-temporal Landsat data and a decision-tree classifier," International Journal of Remote Sensing, vol. 25, no. 6, pp. 1077- 1094, 2004.
3. H. Taubenböck, T. Esch, M. Wurm, A. Roth, and S. Dech, "Object-based feature extraction using high spatial resolution satellite data of urban areas," Journal of Spatial Science, vol. 55, no. 1, pp. 117-133, 2010.
4. J. Jensen, Introductory digital image processing: a remote sensing perspective, 3. ed. Upper Saddle River N.J.: Prentice Hall, 2005.
5. Q. Weng and D. Lu, "Subpixel analysis of urban landscapes," in Urban remote sensing, CRC Press, 2007.
6. H. Taubenböck, "Vulnerabilitätsabschätzung der erdbebengefährdeten Megacity Istanbul mit Methoden der Fernerkundung," Bayerische Julius-Maximilian Universität, 2008.
7. J. W. Rouse, R. H. Haas, J. A. Schell, and D. W. Deering, "Monitoring vegetation systems in the great plains with ERTS," in Third ERTS Symposium, NASA SP-351 I, vol. 351, pp. 309-317, 1973.
8. A. Huete, "A soil-adjusted vegetation index (SAVI)," Remote Sensing of Environment, vol. 25, no. 3, pp. 295-309, 1988.
9. M. Dash and H. Liu, "Feature selection for classification," Intelligent data analysis, vol. 1, no. 3, pp. 131-156, 1997.
10. C. Chang, Hyperspectral imaging: techniques for spectral detection and classification. Springer, 2003.
11. P. Mausel, W. J. Kramber, and J. K. Lee, "Optimum band selection for supervised classification of multispectral data," Photogrammetric Engineering and Remote Sensing, vol. 56, no. 1, pp. 55-60, 1990.
12. P. K. Varshney and M. K. Arora, Advanced image processing techniques for remotely sensed hyperspectral data. Springer, 2004.
13. H. Taubenböck, M. Klotz, A. Felbier, M. Wegmann, and R. Ludwig, "Spatio-temporal cross-city comparison using multi-sensoral remote sensing for Mexican cities," Joint Urban Remote Sensing Event 2011 (to appear in the same proceedings).