Semiautomatic object-oriented landslide recognition scheme from multisensor optical imagery and DEM

IEEE Transactions on Geoscience and Remote Sensing

Volumn 52, Issue 2, 2014, Pages 1336-1349

  Rau, Jiann Yeou ^a   Jhan, Jyun Ping ^a   Rau, Ruey Juin ^a  

^a NATIONAL CHENG KUNG UNIVERSITY   (Taiwan)

Author keywords

Digital evaluation model (DEM); landslide recognition; object oriented analysis (OOA); ortho image

Indexed keywords

DIGITAL EVALUATION MODELS; DIGITAL SINGLE LENS REFLEXES; HIGH SPATIAL RESOLUTION; MULTILEVEL SEGMENTATION; MULTISPECTRAL OPTICAL IMAGERY; OBJECT-ORIENTED ANALYSIS; ORTHOIMAGES; RAINFALL INDUCED LANDSLIDES;

CAMERAS; HURRICANES; SATELLITE IMAGERY; SURVEYING;

LANDSLIDES;

ACCURACY ASSESSMENT; AUTOMATION; DIGITAL ELEVATION MODEL; FEASIBILITY STUDY; FORMOSAT-2; IMAGERY; LANDSLIDE; ORTHOPHOTO; SATELLITE IMAGERY; SPATIAL RESOLUTION; TYPHOON;

TAIWAN;

EID: 84890997760     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2013.2250293     Document Type: Article

References (45)

1. Disaster Survey and Analysis of Morakot Typhoon, National Science and Technology Center for Disaster Reduction, Taipei, Taiwan, 2010.
2. F. Tsai, J. H. Hwang, L. C. Chen, and T. H. Lin, "Post-disaster assessment of landslides in southern Taiwan after 2009 Typhoon Morakot using remote sensing and spatial analysis," Natural Hazards Earth Syst. Sci., vol. 10, no. 10, pp. 2179-2190, 2010.
3. C.-W. Lin, W.-S. Chang, S.-H. Liu, T.-T. Tsai, S.-P. Lee, Y.-C. Tsang, C.-L. Shieh, and C.-M. Tseng, "Landslides triggered by the 7 August 2009 Typhoon Morakot in southern Taiwan," Eng. Geol., vol. 123, nos. 1-2, pp. 3-12, 2011.
4. L.-Y. Fei and Y.-L. Lee, The Rapid Method to Identify Landslide Areas and Disasters Triggered by Typhoon Morakot. Taipei, Taiwan: Sino-Geotech, pp. 61-68, 2009.
5. C. Delacourt, D. Raucoules, S. Le Mouélic, C. Carnec, D. Feurer, P. Allemand, and M. Cruchet, "Observation of a large landslide on la reunion island using differential sar interferometry (JERS and radarsat) and correlation of optical (Spot5 and Aerial) images," Sensors, vol. 9, no. 1, pp. 616-630, 2009.
6. C. J. van Westen, E. Castellanos, and S. L. Kuriakose, "Spatial data for landslide susceptibility, hazard, and vulnerability assessment: An overview," Eng. Geol., vol. 102, nos. 3-4, pp. 112-131, 2008.
7. Y. Rauste, H. B. Lateh, Jefriza, M. W. I. Wan Mohd, A. Lonnqvist, and T. Hame, "TerraSAR-X data in cut slope soil stability monitoring in Malaysia," IEEE Trans. Geosci. Remote Sens., vol. 50, no. 9, pp. 3354-3363, Sep. 2012.
8. M. Jaboyedoff, T. Oppikofer, A. Abellán, M.-H. Derron, A. Loye, R. Metzger, and A. Pedrazzini, "Use of LIDAR in landslide investigations: A review," Natural Hazards, vol. 61, no. 1, pp. 5-28, 2010.
9. M. Van Den Eeckhaut, N. Kerle, J. Poesen, and J. Hervás, "Objectoriented identification of forested landslides with derivatives of single pulse LiDAR data," Geomorphology, vols. 173-174, pp. 30-42, Nov. 2012.
10. P. E. Miller, J. P. Mills, S. L. Barr, S. J. Birkinshaw, A. J. Hardy, G. Parkin, and S. J. Hall, "A remote sensing approach for landslide hazard assessment on engineered slopes," IEEE Trans. Geosci. Remote Sens., vol. 50, no. 4, pp. 1048-1056, Apr. 2012.
11. G. Metternicht, L. Hurni, and R. Gogu, "Remote sensing of landslides: An analysis of the potential contribution to geo-spatial systems for hazard assessment in mountainous environments," Remote Sens. Environ., vol. 98, nos. 2-3, pp. 284-303, 2005. (Pubitemid 41395074)
12. B. D. Malamud, D. L. Turcotte, F. Guzzetti, and P. Reichenbach, "Landslide inventories and their statistical properties," Earth Surf. Process. Landforms, vol. 29, no. 6, pp. 687-711, 2004. (Pubitemid 38861350)
13. Y. Gao and J. F. Mas, "A comparison of the performance of pixelbased and object-based classifications over images with various spatial resolutions," Online J. Earth Sci., vol. 2, no. 1, pp. 27-35, 2008.
14. T. Blaschke, "Object based image analysis for remote sensing," ISPRS J. Photogram. Remote Sens., vol. 65, no. 1, pp. 2-16, 2010.
15. I. A. Rizvi and B. K. Mohan, "Object-based image analysis of highresolution satellite images using modified cloud basis function neural network and probabilistic relaxation labeling process," IEEE Trans. Geosci. Remote Sens., vol. 49, no. 12, pp. 4815-4820, Dec. 2011.
16. Y. Lina, Z. Guifeng, and W. Zhaocong, "A scale-synthesis method for high spatial resolution remote sensing image segmentation," IEEE Trans. Geosci. Remote Sens., vol. 50, no. 10, pp. 4062-4070, Oct. 2012.
17. J. Barlow, Y. Martin, and S. Franklin, "Detecting translational landslide scars using segmentation of Landsat ETM+ and DEM data in the northern Cascade Mountains, British Columbia," Can. J. Remote Sens., vol. 29, no. 4, pp. 510-517, 2003.
18. A. Laliberte, A. Rango, K. Havstad, J. Paris, R. Beck, R. Mcneely, and A. Gonzalez, "Object-oriented image analysis for mapping shrub encroachment from 1937 to 2003 in southern New Mexico," Remote Sens. Environ., vol. 93, nos. 1-2, pp. 198-210, 2004. (Pubitemid 39234720)
19. A. S. Laliberte and A. Rango, "Texture and Scale in Object-Based Analysis of Subdecimeter Resolution Unmanned Aerial Vehicle (UAV) Imagery," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 3, pp. 761-770, Mar. 2009.
20. J. Y. Rau, K. T. Chang, Y. C. Shao, and C. C. Lau, "Semi-automatic shallow landslide detection by the integration of airborne imagery and laser scanning data," Natural Hazards, vol. 61, no. 2, pp. 469-480, 2011.
21. J. Y. Rau, L. C. Chen, J. K. Liu, and T. H. Wu, "Dynamics monitoring and disaster assessment for watershed management using time-series satellite images," IEEE Trans. Geosci. Remote Sens., vol. 45, no. 6, pp. 1641-1649, Jun. 2007.
22. A. C. Mondini, F. Guzzetti, P. Reichenbach, M. Rossi, M. Cardinali, and F. Ardizzone, "Semi-automatic recognition and mapping of rainfall induced shallow landslides using optical satellite images," Remote Sens. Environ., vol. 115, no. 7, pp. 1743-1757, 2011.
23. L. Dragut and T. Blaschke, "Automated classification of landform elements using object-based image analysis," Geomorphology, vol. 81, nos. 3-4, pp. 330-344, 2006. (Pubitemid 44649129)
24. B. Pradhan and M. E. Buchroithner, Terrigenous Mass Movements-Detection, Modelling, Early Warning and Mitigation Using Geoinformation Technology, vol. 8. Berling, Germany: Springer-Verlag, 2012.
25. T. Lahousse, K. T. Chang, and Y. H. Lin, "Landslide mapping with multi-scale object-based image analysis - A case study in the Baichi watershed, Taiwan," Natural Hazards Earth Syst. Sci., vol. 11, no. 10, pp. 2715-2726, 2011.
26. B. Aksoy and M. Ercanoglu, "Landslide identification and classification by object-based image analysis and fuzzy logic: An example from the Azdavay region (Kastamonu, Turkey)," Comput. Geosci., vol. 38, no. 1, pp. 87-98, 2011.
27. T. R.Martha, N. Kerle, C. J. vanWesten, V. Jetten, and K. Vinod Kumar, "Object-oriented analysis of multi-temporal panchromatic images for creation of historical landslide inventories," ISPRS J. Photogram. Remote Sens., vol. 67, pp. 105-119, Jan. 2012.
28. D. Hölbling, P. Füreder, F. Antolini, F. Cigna, N. Casagli, and S. Lang, "A semi-automated object-based approach for landslide detection validated by persistent scatterer interferometry measures and landslide inventories," Remote Sens., vol. 4, no. 5, pp. 1310-1336, 2012.
29. 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, nos. 1-2, pp. 24-36, 2010.
30. T. R. Martha, N. Kerle, C. J. van Westen, V. Jetten, and K. V. Kumar, "Segment optimization and data-driven thresholding for knowledgebased landslide detection by object-based image analysis," IEEE Trans. Geosci. Remote Sens., vol. 49, no. 12, pp. 4928-4943, Dec. 2011.
31. A. Stumpf and N. Kerle, "Object-oriented mapping of landslides using Random Forests," Remote Sens. Environ., vol. 115, no. 10, pp. 2564-2577, 2011.
32. P. Lu, A. Stumpf, N. Kerle, and N. Casagli, "Object-Oriented Change Detection for Landslide Rapid Mapping," IEEE Geosci. Remote Sens. Lett., vol. 8, no. 4, pp. 701-705, Jul. 2011.
33. L. Dragut, D. Tiede, and S. R. Levick, "ESP: A tool to estimate scale parameter for multiresolution image segmentation of remotely sensed data," Int. J. Geograph. Inf. Sci., vol. 24, no. 6, pp. 859-871, 2010.
34. C. Burnett and T. Blaschke, "A multi-scale segmentation/object relationship modelling methodology for landscape analysis," Ecol. Model., vol. 168, no. 3, pp. 233-249, 2003. (Pubitemid 37537914)
35. S. Lang, Object-Based Image Analysis for Remote Sensing Applications: Modeling Reality - Dealing with Complexity, T. Blaschke, S. Lang, and G. J. Hay, Eds. New York, NY, USA: Springer-Verlag, 2008, pp. 3-28.
36. T. T. Vu, F. Yamazaki, and M. Matsuoka, "Multi-scale solution for building extraction from LiDAR and image data," Int. J. Appl. Earth Observat. Geoinf., vol. 11, no. 4, pp. 281-289, 2009.
37. eCognition, eCognition Developer Reference Book. München, Germany: Trimble Germany GmbH, 2011.
38. M. Baatz and A. Schape, "Multiresolution Segmentation: An optimization approach for high quality multi-scale image segmentation," in Proc. Beitrage Zum AGIT Symp., 2000, pp. 12-23.
39. J. Wu and O. L. Loucks, "From balance of nature to hierarchical patch dynamics: A paradigm shift in ecology," Q. Rev. Biol., vol. 70, no. 4, pp. 439-466, 1995.
40. R. K. Boyd, C. Basic, and R. A. Bethem, Quantitative Analysis by Mass Spectrometry. New York, NY, USA: Wiley, 2008.
41. M. A. Madej, "Temporal and spatial distrubution of landslides in the Redwood Creek Basin, Northern California," in Proc. 4th Interagency Conf. Res. Watersheds, 2011, pp. 149-179.
42. R. Kohavi and F. Provost, "Glossary of terms," Machine Learning, vol. 30, nos. 2-3, pp. 271-274, 1998.
43. J. Cohen, "A coefficient of agreement for nominal scales," Educ. Psychol. Meas., vol. 20, no. 1, pp. 37-46, 1960.
44. D. S. Lee, J. Shan, and J. S. Bethel, "Class-guided building extraction from Ikonos imagery," Photogram. Eng. Remote Sens., vol. 69, no. 2, pp. 143-150, 2003. (Pubitemid 36171725)
45. C. Y. Tsou, Z. Y. Feng, and M. Chigira, "Catastrophic landslide induced by Typhoon Morakot, Shiaolin, Taiwan," Geomorphology, vol. 127, nos. 3-4, pp. 166-178, 2011.