A global, high-resolution (30-m) inland water body dataset for 2000: first results of a topographic–spectral classification algorithm

References

• Carroll, M. L., J. R. G. Townshend, C. M. DiMiceli, T. Loboda, and R. A. Sohlberg. 2011. “Shrinking Lakes of the Arctic: Spatial Relationships and Trajectory of Change.” Geophysical Research Letters 38 (20406): 1–5. doi:10.1029/2011GL049427.
   Web of Science ®Google Scholar
• Carroll, M. L., J. R. Townshend, C. M. DiMiceli, P. Noojipady, and R. A. Sohlberg. 2009. “A New Global Raster Water Mask at 250 M Resolution.” International Journal of Digital Earth 2 (4): 291–308. doi:10.1080/17538940902951401.
   Web of Science ®Google Scholar
• Cole, J. J., Y. T. Prairie, N. F. Caraco, W. H. McDowell, L. J. Tranvik, R. G. Striegl, C. M. Duarte, et al. 2007. “Plumbing the Global Carbon Cycle: Integrating Inland Waters into the Terrestrial Carbon Budget.” Ecosystems 10 (1): 172–185. doi:10.1007/s10021-006-9013-8.
   Web of Science ®Google Scholar
• Craglia, M., K. de Bie, D. Jackson, M. Pesaresi, G. Remetey-Fülöpp, C. Wang, A. Annoni, et al. 2012. “Digital Earth 2020: Towards the Vision for the next Decade.” International Journal of Digital Earth 5 (1): 4–21. doi:10.1080/17538947.2011.638500.
   Web of Science ®Google Scholar
• Famiglietti, J. S., and M. Rodell. 2013. “Water in the Balance.” Science 340: 1300–1301. doi:10.1126/science.1236460.
   PubMed Web of Science ®Google Scholar
• Farr, T. G., P. A. Rosen, E. Caro, R. Crippen, R. Duren, S. Hensley, M. Kobrick, et al. 2007. “The Shuttle Radar Topography Mission.” Reviews of Geophysics 45 (2): 1–33. doi:10.1029/2005RG000183.
   Web of Science ®Google Scholar
• Feng, M., C. Huang, S. Channan, E. F. Vermote, J. G. Masek, and J. R. Townshend. 2012. “Quality Assessment of Landsat Surface Reflectance Products Using MODIS Data.” Computers & Geosciences 38 (1): 9–22. doi:10.1016/j.cageo.2011.04.011.
   Web of Science ®Google Scholar
• Feng, M., J. O. Sexton, C. Huang, J. G. Masek, E. F. Vermote, F. Gao, R. Narasimhan, et al. 2013. “Global Surface Reflectance Products from Landsat: Assessment Using Coincident MODIS Observations.” Remote Sensing of Environment 134: 276–293. doi:10.1016/j.rse.2013.02.031.
   Web of Science ®Google Scholar
• Feyisa, G. L., H. Meilby, R. Fensholt, and S. R. Proud. 2014. “Automated Water Extraction Index: A New Technique for Surface Water Mapping Using Landsat Imagery.” Remote Sensing of Environment 140: 23–35. doi:10.1016/j.rse.2013.08.029.
   Web of Science ®Google Scholar
• Foody, G. M. 2002. “Status of Land Cover Classification Accuracy Assessment.” Remote Sensing of Environment 80 (1): 185–201. doi:10.1016/S0034-4257(01)00295-4.
   Web of Science ®Google Scholar
• Franks, S., J. Masek, R. Headley, J. Gasch, S. Covington, and T. Arvidson. 2009. “Large Area Scene Selection Interface (LASSI): Methodology of Selecting Landsat Imagery for the Global Land Survey 2005.” Photogrammetric Engineering and Remote Sensing 75: 1287–1296. doi:10.14358/PERS.75.11.1287.
   Web of Science ®Google Scholar
• Gao, F., J. Masek, M. Schwaller, and F. Hall. 2006. “On the Blending of the Landsat and MODIS Surface Reflectance: Predicting Daily Landsat Surface Reflectance.” IEEE Transactions on Geoscience and Remote Sensing 44: 2207–2218. doi:10.1109/TGRS.2006.872081.
   Web of Science ®Google Scholar
• Gutman, G., R. Byrnes, J. Masek, S. Covington, C. Justice, S. Franks, and R. Headley. 2008. “Towards Monitoring Land-Cover and Land-Use Changes at a Global Scale: The Global Land Survey 2005.” Photogrammetric Engineering & Remote Sensing 74 (1): 6–10.
   Web of Science ®Google Scholar
• Homer, C., C. Huang, L. Yang, B. Wylie, and M. Coan. 2004. “Development of a 2001 National Land-Cover Database for the United States.” Photogrammetric Engineering & Remote Sensing 70: 829–840. doi:10.14358/PERS.70.7.829.
   Web of Science ®Google Scholar
• Horn, B. K. P. 1981. “Hill Shading and the Reflectance Map.” Proceedings of the IEEE 69 (1): 14–47. doi:10.1109/PROC.1981.11918.
   Web of Science ®Google Scholar
• Huang, C., N. Thomas, S. N. Goward, J. G. Masek, Z. Zhu, J. R. G. Townshend, and J. E. Vogelmann. 2010. “Automated Masking of Cloud and Cloud Shadow for Forest Change Analysis Using Landsat Images.” International Journal of Remote Sensing 31: 5449–5464. doi:10.1080/01431160903369642.
   Web of Science ®Google Scholar
• Jacobsen, K., and R. Passini. 2010. “Analysis of ASTER GDEM Elevation Models.” In The 2010 Canadian Geomatics Conference and Symposium of Commission I, ISPRS Convergence in Geomatics – Shaping Canada's Competitive Landscape. Vol. XXXVIII, part 1. Calgary, Alberta, Canada, June 15–18. http://www.isprs.org/proceedings/xxxviii/part1/09/09_03_Paper_103.pdf.
   Google Scholar
• Ji, Lei, L. Zhang, and B. Wylie. 2009. “Analysis of Dynamic Thresholds for the Normalized Difference Water Index.” Photogrammetric Engineering & Remote Sensing 75: 1307–1317. doi:10.14358/PERS.75.11.1307.
   Web of Science ®Google Scholar
• Jiang, H., M. Feng, Y. Zhu, N. Lu, J. Huang, and T. Xiao. 2014. “An Automated Method for Extracting Rivers and Lakes from Landsat Imagery.” Remote Sensing 6: 5067–5089. doi:10.3390/rs6065067.
   Web of Science ®Google Scholar
• Kaufman, Y. J., and D. Tanré. 1996. “Strategy for Direct and Indirect Methods for Correcting the Aerosol Effect on Remote Sensing: >From AVHRR to EOS-MODIS.” Remote Sensing of Environment 55 (1): 65–79. doi:10.1016/0034-4257(95)00193-X
   Web of Science ®Google Scholar
• Kim, D.-H., R. Narashiman, J. O. Sexton, C. Huang, and J. R. Townshend. 2011. “A Methodology to Select Phenologically Suitable Landsat Scenes for Forest Change Detection.” In 2011 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2613–2616. Vancouver, Canada, July 24–29. doi:10.1109/IGARSS.2011.6049738.
   Google Scholar
• Kim, D.-H., J. O. Sexton, P. Noojipady, C. Huang, A. Anand, S. Channan, M. Feng, and J. R. Townshend. 2014. “Global, Landsat-Based Forest-Cover Change from 1990 to 2000.” Remote Sensing of Environment 155: 178–193. doi:10.1016/j.rse.2014.08.017.
   Web of Science ®Google Scholar
• Liao, A., L. Chen, J. Chen, C. He, X. Cao, J. Chen, S. Peng, et al. 2014. “High-Resolution Remote Sensing Mapping of Global Land Water.” Science China Earth Sciences 57: 2305–2316. doi:10.1007/s11430-014-4918-0.
   Google Scholar
• Masek, J. G., E. F. Vermote, N. E. Saleous, R. Wolfe, F.G. Hall, K.F. Huemmrich, F. Gao, et al. 2006. “A Landsat Surface Reflectance Dataset for North America, 1990–2000.” IEEE Geoscience and Remote Sensing Letters 3 (1): 68–72. doi:10.1109/LGRS.2005.857030.
   Web of Science ®Google Scholar
• Maxwell, S. K., G. L. Schmidt, and J. C. Storey. 2007. “A multi‐scale segmentation approach to filling gaps in Landsat ETM+ SLC‐off images”. International Journal of Remote Sensing 28: 5339–5356. doi:10.1080/01431160601034902.
   Web of Science ®Google Scholar
• McFeeters, S. K. 1996. “The Use of the Normalized Difference Water Index (NDWI) in the Delineation of Open Water Features.” International Journal of Remote Sensing 17: 1425–1432. doi:10.1080/01431169608948714.
   Web of Science ®Google Scholar
• NRSCC. 2012. “Global Land Surface Water 2010 and Dynamic Changes of Sample Lakes 2001-2011”. Beijing, China: National Remote Sensing Center of China (NRSCC). http://www.chinageoss.org/gee/2012/index_en_sy.html.
   Google Scholar
• Olson, D. M., E. Dinerstein, E. D. Wikramanayake, N. D. Burgess, G. V. N. Powell, E. C. Underwood, J. A. D’Amico, et al. 2001. “Terrestrial Ecoregions of the World: A New Map of Life on Earth.” BioScience 51: 933–938. doi:10.1641/0006-3568(2001)051[0933:TEOTWA]2.0.CO;2.
   Web of Science ®Google Scholar
• Quinlan, J. R. 1986. “Induction of Decision Trees.” Machine Learning 1 (1): 81–106.
   Google Scholar
• Rabus, B., M. Eineder, A. Roth, and R. Bamler. 2003. “The Shuttle Radar Topography Mission—A New Class of Digital Elevation Models Acquired by Spaceborne Radar.” ISPRS Journal of Photogrammetry and Remote Sensing 57 (4): 241–262. doi:10.1016/S0924-2716(02)00124-7.
   Web of Science ®Google Scholar
• Sexton, J. O., X.-P. Song, M. Feng, P. Noojipady, A. Anand, C. Huang, D.-H. Kim, et al. 2013. “Global, 30-M Resolution Continuous Fields of Tree Cover: Landsat-Based Rescaling of MODIS Vegetation Continuous Fields with Lidar-Based Estimates of Error.” International Journal of Digital Earth 6: 427–448. doi:10.1080/17538947.2013.786146.
   Web of Science ®Google Scholar
• Sexton, J. O., X.-P. Song, C. Huang, S. Channan, M. E. Baker, and J. R. Townshend. 2013. “Urban Growth of the Washington, D.C.–Baltimore, MD Metropolitan Region from 1984 to 2010 by Annual, Landsat-Based Estimates of Impervious Cover.” Remote Sensing of Environment 129: 42–53. doi:10.1016/j.rse.2012.10.025.
   Web of Science ®Google Scholar
• Sexton, J. O., D. L. Urban, M. J. Donohue, and C. Song. 2013. “Long-Term Land Cover Dynamics by Multi-Temporal Classification across the Landsat-5 Record.” Remote Sensing of Environment 128: 246–258. doi:10.1016/j.rse.2012.10.010.
   Web of Science ®Google Scholar
• Shevyrnogov, A. P., A. V. Kartushinsky, and G. S. Vysotskaya. 2002. “Application of Satellite Data for Investigation of Dynamic Processes in Inland Water Bodies: Lake Shira (Khakasia, Siberia), A Case Study.” Aquatic Ecology 36 (2): 153–164. doi:10.1023/A:1015658927683.
   Google Scholar
• Sun, F., W. Sun, J. Chen, and P. Gong. 2012. “Comparison and Improvement of Methods for Identifying Waterbodies in Remotely Sensed Imagery.” International Journal of Remote Sensing 33: 6854–6875. doi:10.1080/01431161.2012.692829.
   Web of Science ®Google Scholar
• Tachikawa, T., M. Kaku, A. Iwasaki, D. Gesch, M. Oimoen, Z. Zhang, J. Danielson et al. 2011. “ASTER Global Digital Elevation Model Version 2 – Summary of Validation Results.” Accessed June 17, 2014. http://www.jspacesystems.or.jp/ersdac/GDEM/ver2Validation/Summary_GDEM2_validation_report_final.pdf.
   Google Scholar
• Townshend, J. R. G., and C. O. Justice. 1988. “Selecting the Spatial Resolution of Satellite Sensors Required for Global Monitoring of Land Transformations”. International Journal of Remote Sensing 9 (2): 187–236. doi:10.1080/01431168808954847.
   Web of Science ®Google Scholar
• Townshend, J. R., J. G. Masek, C. Huang, E. F. Vermote, F. Gao, S. Channan, J. O. Sexton, et al. 2012. “Global Characterization and Monitoring of Forest Cover Using Landsat Data: Opportunities and Challenges.” International Journal of Digital Earth 5 (5): 373–397. doi:10.1080/17538947.2012.713190.
   Web of Science ®Google Scholar
• Tucker, C. J., D. M. Grant, and J. D. Dykstra. 2004. “NASA’s Global Orthorectified Landsat Data Set.” Photogrammetric Engineering and Remote Sensing 70 (3): 313–322. doi:10.14358/PERS.70.3.313.
   Web of Science ®Google Scholar
• Tucker, C., J. Pinzon, M. Brown, D. Slayback, E. Pak, R. Mahoney, E. Vermote, and N. E. Saleous. 2005. “An Extended AVHRR 8-km NDVI Dataset Compatible with MODIS and SPOT Vegetation NDVI Data.” International Journal of Remote Sensing 26: 4485–4498. doi:10.1080/01431160500168686.
   Web of Science ®Google Scholar
• USGS. 2012. “SRTM Water Body Dataset.” Accessed June 17, 2014. https://lta.cr.usgs.gov/srtm_water_body_dataset.
   Google Scholar
• Verpoorter, C., T. Kutser, and L. Tranvik. 2012. “Automated Mapping of Water Bodies Using Landsat Multispectral Data.” Limnology and Oceanography: Methods 10: 1037–1050. doi:10.4319/lom.2012.10.1037.
   Web of Science ®Google Scholar
• Verpoorter, C., T. Kutser, David a. Seekell, and L. J. Tranvik. 2014. “A Global Inventory of Lakes Based on High-Resolution Satellite Imagery.” Geophysical Research Letters 41 (18): 6396–6402. doi:10.1002/2014GL060641.
   Web of Science ®Google Scholar
• Wickham, J. D., S. V. Stehman, L. Gass, J. Dewitz, J. A. Fry, and T. G. Wade. 2013. “Accuracy Assessment of NLCD 2006 Land Cover and Impervious Surface.” Remote Sensing of Environment 130: 294–304. doi:10.1016/j.rse.2012.12.001.
   Web of Science ®Google Scholar
• Willmott, C. J. 1982. “Some Comments on the Evaluation of Model Performance.” Bulletin of the American Meteorological Society 63: 1309–1313. doi:10.1175/1520-0477(1982)063<1309:SCOTEO>2.0.CO;2.
   Web of Science ®Google Scholar
• Wulder, M. A., J. A. Dechka, M. A. Gillis, J. E. Luther, R. J. Hall, A. Beaudoin, and S. E. Franklin. 2003. “Operational Mapping of the Land Cover of the Forested Area of Canada with Landsat Data: EOSD Land Cover Program.” The Forestry Chronicle 79 (6): 1075–1083. doi:10.5558/tfc791075-6.
   Web of Science ®Google Scholar
• Wulder, M. A, J. C. White, J. E. Luther, G. Strickland, T. K. Remmel, and S. W. Mitchell. 2006. “Use of Vector Polygons for the Accuracy Assessment of Pixel-Based Land Cover Maps.” Canadian Journal of Remote Sensing 32 (3): 268–279. doi:10.5589/m06-023.
   Web of Science ®Google Scholar
• Xu, H. 2006. “Modification of Normalised Difference Water Index (NDWI) to Enhance Open Water Features in Remotely Sensed Imagery.” International Journal of Remote Sensing 27: 3025–3033. doi:10.1080/01431160600589179.
   Web of Science ®Google Scholar