A hybrid automatic thresholding approach using panchromatic imagery for rapid mapping of landslides

References

• Bălteanu, D., V. Chendeş, M. Sima, and P. Enciu. 2010. “A Country-Wide Spatial Assessment of Landslide Susceptibility in Romania.” Geomorphology 124: 102–112. doi:10.1016/j.geomorph.2010.03.005.
   Web of Science ®Google Scholar
• Barlow, J., S. Franklin, and Y. Martin. 2006. “High Spatial Resolution Satellite Imagery, DEM Derivatives, and Image Segmentation for the Detection of Mass Wasting Processes.” Photogrammetric Engineering and Remote Sensing 72: 687–692. doi:10.14358/PERS.72.6.687.
   Web of Science ®Google Scholar
• Boiangiu, C. A., A. Olteanu, A. Stefanescu, D. Rosner, N. Tapus, and M. Andreica. 2011. “Local Thresholding Algorithm Based on Variable Window Size Statistics.” Proceedings of the 18th International Conference on Control Systems and Computer Science, Bucharest, May 24–27.
   Google Scholar
• Booth, A. M., J. J. Roering, and J. T. Perron. 2009. “Automated Landslide Mapping Using Spectral Analysis and High-Resolution Topographic Data: Puget Sound Lowlands, Washington, and Portland Hills, Oregon.” Geomorphology 109: 132–147. doi:10.1016/j.geomorph.2009.02.027.
   Web of Science ®Google Scholar
• Chang, K., S. Chiang, and M. Hsu. 2007. “Modeling Typhoon- and Earthquake-Induced Landslides in a Mountainous Watershed Using Logistic Regression.” Geomorphology 89: 335–347. doi:10.1016/j.geomorph.2006.12.011.
   Web of Science ®Google Scholar
• Cheng, K. S., C. Wei, and S. C. Chang. 2004. “Locating Landslides Using Multi-Temporal Satellite Images.” Advances in Space Research 33: 296–301. doi:10.1016/S0273-1177(03)00471-X.
   Web of Science ®Google Scholar
• Cheriet, M., J. N. Said, and C. Y. Suen. 1998. “A Recursive Thresholding Technique for Image Segmentation.” IEEE Transactions on Image Processing 7 (6): 918–921. doi:10.1109/83.679444.
   PubMed Web of Science ®Google Scholar
• Cigna, F., C. Del Ventisette, V. Liguori, and N. Casagli. 2011. “Advanced Radar-Interpretation of Insar Time Series for Mapping and Characterization of Geological Processes.” Natural Hazards and Earth System Sciences 11 (3): 865–881. doi:10.5194/nhess-11-865-2011.
   Web of Science ®Google Scholar
• Coppin, P., I. Jonckheere, K. Nackaerts, B. Muys, and E. Lambin. 2004. “Review ArticleDigital Change Detection Methods in Ecosystem Monitoring: A Review.” International Journal of Remote Sensing 25: 1565–1596. doi:10.1080/0143116031000101675.
   Web of Science ®Google Scholar
• Fiorucci, F., M. Cardinali, R. Carlà, M. Rossi, A. C. Mondini, L. Santurri, F. Ardizzone, and F. Guzzetti. 2011. “Seasonal Landslide Mapping and Estimation of Landslide Mobilization Rates Using Aerial and Satellite Images.” Geomorphology 129: 59–70. doi:10.1016/j.geomorph.2011.01.013.
   Web of Science ®Google Scholar
• Gordon, W. S., K. A. Crews-Meyer, and J. S. Famiglietti. 2004. “Assessing Land Cover Change in Hydro-Climatic Data Network Watersheds Using NALC Imagery.” GIScience & Remote Sensing 41 (4): 322–346. doi:10.2747/1548-1603.41.4.322.
   Google Scholar
• Guzzetti, F., P. Reichenbach, F. Ardizzone, M. Cardinali, and M. Galli. 2006. “Estimating the Quality of Landslide Susceptibility Models.” Geomorphology 81: 166–184. doi:10.1016/j.geomorph.2006.04.007.
   Web of Science ®Google Scholar
• Guzzetti, F., P. Reichenbach, M. Cardinali, M. Galli, and F. Ardizzone. 2005. “Probabilistic Landslide Hazard Assessment at the Basin Scale.” Geomorphology 72: 272–299. doi:10.1016/j.geomorph.2005.06.002.
   Web of Science ®Google Scholar
• Hammouche, K., M. Diaf, and P. Siarry. 2008. “A Multilevel Automatic Thresholding Method Based on A Genetic Algorithm for A Fast Image Segmentation.” Computer Vision and Image Understanding 109 (2): 163–175. doi:10.1016/j.cviu.2007.09.001.
   Web of Science ®Google Scholar
• Hervás, J., J. I. Barredo, P. L. Rosin, A. Pasuto, F. Mantovani, and S. Silvano. 2003. “Monitoring Landslides from Optical Remotely Sensed Imagery: The Case History of Tessina Landslide, Italy.” Geomorphology 54: 63–75. doi:10.1016/S0169-555X(03)00056-4.
   Web of Science ®Google Scholar
• Hou, Z., Q. Hu, and W. L. Nowinski. 2006. “On Minimum Variance Thresholding.” Pattern Recognition Letters 27 (14): 1732–1743. doi:10.1016/j.patrec.2006.04.012.
   Web of Science ®Google Scholar
• Im, J., Z. Lu, and J. R. Jensen. 2011. “A Genetic Algorithm Approach to Moving Threshold Optimization for Binary Change Detection.” Photogrammetric Engineering & Remote Sensing 77 (2): 167–180. doi:10.14358/PERS.77.2.167.
   Web of Science ®Google Scholar
• Li, G., D. Lu, E. Moran, and S. Hetrick. 2013. “Mapping Impervious Surface Area in the Brazilian Amazon Using Landsat Imagery.” GIScience & Remote Sensing 50 (2): 172–183.
   PubMed Web of Science ®Google Scholar
• Li, M., J. Im, and C. Beier. 2013. “Machine Learning Approaches for Forest Classification and Change Analysis Using Multi-Temporal Landsat TM Images over Huntington Wildlife Forest.” GIScience & Remote Sensing 50 (4): 361–384.
   Web of Science ®Google Scholar
• Li, Y. G., G. Q. Chen, B. Wang, L. Zheng, Y. B. Zhang, and C. Tang. 2013. “A New Approach of Combining Aerial Photography with Satellite Imagery for Landslide Detection.” Natural Hazards 66 (2): 649–669. doi:10.1007/s11069-012-0505-x.
   Web of Science ®Google Scholar
• Lu, D., P. Mausel, E. Brondízio, and E. Moran. 2004. “Change Detection Techniques.” International Journal of Remote Sensing 25: 2365–2401. doi:10.1080/0143116031000139863.
   PubMed Web of Science ®Google Scholar
• Lu, P., A. Stumpf, N. Kerle, and N. Casagli. 2011. “Object-Oriented Change Detection for Landslide Rapid Mapping.” IEEE Geoscience and Remote Sensing Letters 8 (4): 701–705. doi:10.1109/LGRS.2010.2101045.
   Web of Science ®Google Scholar
• Martha, T. R., N. Kerle, V. Jetten, C. J. van Westen, and K. V. Kumar. 2010. “Characterising Spectral, Spatial and Morphometric Properties of Landslides for Semi-Automatic Detection Using Object-Oriented Methods.” Geomorphology 116: 24–36. doi:10.1016/j.geomorph.2009.10.004.
   Web of Science ®Google Scholar
• Martha, T. R., N. Kerle, C. J. van Westen, V. Jetten, and K. Vinod Kumar. 2012. “Object-Oriented Analysis of Multi-Temporal Panchromatic Images for Creation of Historical Landslide Inventories.” ISPRS Journal of Photogrammetry and Remote Sensing 67: 105–119. doi:10.1016/j.isprsjprs.2011.11.004.
   Web of Science ®Google Scholar
• Medina-Carnicer, R., and F. J. Madrid-Cuevas. 2008. “Unimodal Thresholding for Edge Detection.” Pattern Recognition 41 (7): 2337–2346. doi:10.1016/j.patcog.2007.12.007.
   Web of Science ®Google Scholar
• Mondini, A. C., K. T. Chang, and H. Y. Yin. 2011. “Combining Multiple Change Detection Indices for Mapping Landslides Triggered by Typhoons.” Geomorphology 134: 440–451. doi:10.1016/j.geomorph.2011.07.021.
   Web of Science ®Google Scholar
• Ng, H.-F. 2006. “Automatic Thresholding for Defect Detection.” Pattern Recognition Letters 27 (14): 1644–1649. doi:10.1016/j.patrec.2006.03.009.
   Web of Science ®Google Scholar
• Nichol, J., and M. S. Wong. 2005. “Satellite Remote Sensing for Detailed Landslide Inventories Using Change Detection and Image Fusion.” International Journal of Remote Sensing 26 (9): 1913–1926. doi:10.1080/01431160512331314047.
   Web of Science ®Google Scholar
• Otsu, N. 1979. “A Threshold Selection Method from Gray-Level Histograms.” IEEE Transactions on Systems, Man and Cybernetics 9 (1): 62–66. doi:10.1109/TSMC.1979.4310076.
   Web of Science ®Google Scholar
• Park, Y. 2001. “Shape-Resolving Local Thresholding for Object Detection.” Pattern Recognition Letters 22: 883–890. doi:10.1016/S0167-8655(01)00034-4.
   Web of Science ®Google Scholar
• Peneva-Reed, E. 2014. “Understanding Land-Cover Change Dynamics of a Mangrove Ecosystem at the Village Level in Krabi Province, Thailand, Using Landsat Data.” GIScience & Remote Sensing 51 (4): 403–426.
   Web of Science ®Google Scholar
• Poletti, E., F. Zappelli, A. Ruggeri, and E. Grisan. 2012. “A Review of Thresholding Strategies Applied to Human Chromosome Segmentation.” Computer Methods and Programs in Biomedicine 108 (2): 679–688. doi:10.1016/j.cmpb.2011.12.003.
   PubMed Web of Science ®Google Scholar
• Rossi, E., J. Rogan, and L. Schneider. 2013. “Mapping Forest Damage in Northern Nicaragua after Hurricane Felix (2007) Using MODIS Enhanced Vegetation Index Data.” GIScience & Remote Sensing 50 (4): 385–399.
   Web of Science ®Google Scholar
• Sahoo, P. K., S. Soltani, and A. K. C. Wong. 1988. “A Survey of Thresholding Techniques.” Computer Vision, Graphics, and Image Processing 41: 233–260. doi:10.1016/0734-189X(88)90022-9.
   Google Scholar
• Savagea, S. L., R. L. Lawrencea, S. G. Custera, J. T. Jewetta, S. L. Powella, and J. A. Shaw. 2012. “Analyzing Change in Yellowstone’s Terrestrial Emittance with Landsat Imagery.” GIScience & Remote Sensing 49 (3): 317–345. doi:10.2747/1548-1603.49.3.317.
   Web of Science ®Google Scholar
• Solihin, Y., and C. Leedham. 1999. “Integral Ratio: A New Class of Global Thresholding Techniques for Handwriting Images.” IEEE Transactions on Pattern Analysis and Machine Intelligence 21 (8): 761–768. doi:10.1109/34.784289.
   Web of Science ®Google Scholar
• Tang, C., J. Zhu, X. Qi, and J. Ding. 2011. “Landslides Induced by the Wenchuan Earthquake and the Subsequent Strong Rainfall Event: A Case Study in the Beichuan Area of China.” Engineering Geology 122: 22–33. doi:10.1016/j.enggeo.2011.03.013.
   Web of Science ®Google Scholar
• van Westen, C. J., E. Castellanos, and S. L. Kuriakose. 2008. “Spatial Data for Landslide Susceptibility, Hazard, and Vulnerability Assessment: An Overview.” Engineering Geology 102 (3–4): 112–131. doi:10.1016/j.enggeo.2008.03.010.
   Web of Science ®Google Scholar
• van Westen, C. J., and F. Lulie Getahun. 2003. “Analyzing the Evolution of the Tessina Landslide Using Aerial Photographs and Digital Elevation Models.” Geomorphology 54: 77–89. doi:10.1016/S0169-555X(03)00057-6.
   Web of Science ®Google Scholar
• Wu, S., and A. Amin. 2003. “Automatic Thresholding of Gray-Level Using Multi-Stage Approach.” Proceedings of the Seventh International Conference on Document Analysis and Recognition, Edinburgh, August 3–6.
   Google Scholar
• Xu, X., S. Xu, L. Jin, and E. Song. 2011. “Characteristic Analysis of Otsu Threshold and Its Applications.” Pattern Recognition Letters 32 (7): 956–961. doi:10.1016/j.patrec.2011.01.021.
   Web of Science ®Google Scholar
• Yan, F., H. Zhang, and C. R. Kube. 2005. “A Multistage Adaptive Thresholding Method.” Pattern Recognition Letters 26 (8): 1183–1191. doi:10.1016/j.patrec.2004.11.003.
   Web of Science ®Google Scholar
• Yanowitz, S. D., and A. M. Bruckstein. 1989. “A New Method for Image Segmentation.” Computer Vision, Graphics, and Image Processing 46: 82–95. doi:10.1016/S0734-189X(89)80017-9.
   Google Scholar
• Zahara, E., S. K. S. Fan, and D. M. Tsai. 2005. “Optimal Multi-Thresholding Using a Hybrid Optimization Approach.” Pattern Recognition Letters 26: 1082–1095. doi:10.1016/j.patrec.2004.10.003.
   Web of Science ®Google Scholar