Object-oriented change detection for landslide rapid mapping

IEEE Geoscience and Remote Sensing Letters

Volumn 8, Issue 4, 2011, Pages 701-705

  Lu, Ping ^a   Stumpf, André ^b,c   Kerle, Norman ^b   Casagli, Nicola ^a  

^a UNIVERSITY OF FLORENCE   (Italy)

^b UNIVERSITY OF TWENTE   (Netherlands)

^c UNIVERSITÉ DE STRASBOURG   (France)

Author keywords

Change detection; landslide; object oriented analysis (OOA); rapid mapping

Indexed keywords

AERIAL PHOTOGRAPHS; CHANGE DETECTION; EVENT-BASED; FIELD SURVEYS; LANDSLIDE HAZARD ASSESSMENT; MAJOR EVENTS; MAPPING METHOD; MULTI-SCALE OPTIMIZATION; MULTI-TEMPORAL; MULTI-TEMPORAL ANALYSIS; OBJECT ORIENTED; OBJECT-ORIENTED ANALYSIS; RAPID MAPPING; SOUTHERN ITALY; VERY HIGH RESOLUTION OPTICAL IMAGES;

GEOMETRICAL OPTICS; IMAGE SEGMENTATION; MAPPING; PHOTOGRAPHY; SIGNAL DETECTION;

LANDSLIDES;

EID: 79959738208     PISSN: 1545598X     EISSN: None     Source Type: Journal    
DOI: 10.1109/LGRS.2010.2101045     Document Type: Article

References (23)

1. L. Borgatti and M. Soldati, "Landslides as a geomorphological proxy for climate change: A record from the Dolomites (northern Italy)," Geomorphology, vol. 120, no. 1/2, pp. 56-64, Aug. 2010.
2. M. Jakob and S. Lambert, "Climate change effects on landslides along the southwest coast of British Columbia," Geomorphology, vol. 107, no. 3/4, pp. 275-284, Jun. 2009.
3. F. Guzzetti, P. Reichenbach, M. Cardinali, M. Galli, and F. Ardizzone, "Probabilistic landslide hazard assessment at the basin scale," Geomorphology, vol. 72, no. 1-4, pp. 272-299, Dec. 2005. (Pubitemid 41754590)
4. J. Hervas, J. I. Barredo, P. L. Rosin, A. Pasuto, F. Mantovani, and S. Silvano, "Monitoring landslides from optical remotely sensed imagery: The case history of Tessina landslide, Italy," Geomorphology, vol. 54, no. 1/2, pp. 63-75, Aug. 2003. (Pubitemid 37027715)
5. A. M. Borghuis, K. Chang, and H. Y. Lee, "Comparison between automated and manual mapping of typhoon-triggered landslides from SPOT-5 imagery," Int. J. Remote Sens., vol. 28, no. 8, pp. 1843-1856, Jan. 2007. (Pubitemid 47096965)
6. J. McKean and J. Roering, "Objective landslide detection and surface morphology mapping using high-resolution airborne laser altimetry," Geomorphology, vol. 57, no. 3/4, pp. 331-351, Feb. 2004. (Pubitemid 38204580)
7. U. C. Benz, P. Hofmann, G. Willhauck, I. Lingenfelder, and M. Heynen, "Multi-resolution, object-oriented fuzzy analysis of remote sensing data for GIS-ready information," ISPRS J. Photogramm. Remote Sens., vol. 58, no. 3/4, pp. 239-258, Jan. 2004. (Pubitemid 38106043)
8. T. Blaschke, "Object based image analysis for remote sensing," ISPRS J. Photogramm. Remote Sens., vol. 65, no. 1, pp. 2-16, Jan. 2010.
9. T. R. Martha, N. Kerle, V. Jetten, C. J. van Westen, and K. V. Kumar, "Characterising spectral, spatial and morphometric properties of landslides for semi-automatic detection using object-oriented methods," Geomorphology, vol. 116, no. 1/2, pp. 24-36, Mar. 2010.
10. J. Barlow, Y.Martin, and S. E. Franklin, "Detecting translational landslide scars using segmentation of Landsat ETM + and DEM data in the northern Cascade Mountains, British Columbia," Can. J. Remote Sen., vol. 29, no. 4, pp. 510-517, 2003.
11. Y. E. Martin and S. E. Franklin, "Classification of soil-and bedrockdominated landslides in British Columbia using segmentation of satellite imagery and DEM data," Int. J. Remote Sens., vol. 26, no. 7, pp. 1505-1509, Apr. 2005. (Pubitemid 40659699)
12. J. Barlow, S. Franklin, and Y. Martin, "High spatial resolution satellite imagery, DEM derivatives, and image segmentation for the detection of mass wasting processes," Photogramm. Eng. Remote Sens., vol. 72, no. 6, pp. 687-692, 2006.
13. J. Nichol and M. S.Wong, "Satellite remote sensing for detailed landslide inventories using change detection and image fusion," Int. J. Remote Sens., vol. 26, no. 9, pp. 1913-1926, May 2005. (Pubitemid 40865114)
14. N.W. Park and K. H. Chi, "Quantitative assessment of landslide susceptibility using high-resolution remote sensing data and a generalized additive model," Int. J. Remote Sens., vol. 29, no. 1, pp. 247-264, Jan. 2008.
15. G. J. Hay, T. Blaschke, D. J. Marceau, and A. Bouchard, "A comparison of three image-object methods for the multiscale analysis of landscape structure," ISPRS J. Photogramm. Remote Sens., vol. 57, no. 5/6, pp. 327-345, Apr. 2003. (Pubitemid 36391580)
16. G. M. Espindola, G. Camara, I. A. Reis, L. S. Bins, and A. M. Monteiro, "Parameter selection for region-growing image segmentation algorithms using spatial autocorrelation," Int. J. Remote Sens., vol. 27, no. 14, pp. 3035-3040, Jul. 2006. (Pubitemid 44219171)
17. L. Drǎguţ, T. Schauppenlehner, A. Muhar, J. Strobl, and T. Blaschke, "Optimization of scale and parametrization for terrain segmentation: An application to soil-landscape modelling," Comput. Geosci., vol. 35, no. 9, pp. 1875-1883, Sep. 2009.
18. T. Esch, M. Thiel, M. Bock, A. Roth, and S. Dech, "Improvement of image segmentation accuracy based on multiscale optimization procedure," IEEE Geosci. Remote Sens. Lett., vol. 5, no. 3, pp. 463-467, Jul. 2008.
19. J. S. Deng, K. Wang, Y. H. Deng, and G. J. Qi, "PCA-based landuse change detection and analysis using multitemporal and multisensor satellite data," Int. J. Remote Sens., vol. 29, no. 16, pp. 4823-4838, Aug. 2008.
20. R. J. Radke, S. Andra, O. Al-Kofahi, and B. Roysam, "Image change detection algorithms: A systematic survey," IEEE Trans. Image Process., vol. 14, no. 3, pp. 294-307, Mar. 2005. (Pubitemid 40351907)
21. F. A. Kruse, A. B. Lefkoff, J. W. Boardman, K. B. Heidebrecht, A. T. Shaprio, P. J. Barloon, and A. F. H. Goetz, "The spectral image processing system (SIPS)-Interactive visualization and analysis of imaging spectrometer data," Remote Sens. Environ., vol. 44, no. 2/3, pp. 145-163, May/Jun. 1993. (Pubitemid 23383101)
22. I. S. Reed and X. Yu, "Adaptive multiple-band CFAR detection of an optical pattern with unknown spectral distribution," IEEE Trans. Acoust., Speech, Signal Process., vol. 38, no. 10, pp. 1760-1770, Oct. 1990.
23. R. M. Haralick, K. Shanmugam, and I. H. Dinstein, "Textural features for image classification," IEEE Trans. Syst., Man, Cybern., vol. SMC-3, no. 6, pp. 610-621, Nov. 1973.