Landscape heterogeneity and scale considerations for super-resolution mapping

References

• Allen, T. F. H., and T. W. Hoekstra. 1992. Toward a Unified Ecology. New York: Columbia University Press.
   Google Scholar
• Aplin, P., and P. M. Atkinson. 2001. “Sub-Pixel Land Cover Mapping for Per-Field Classification.” International Journal of Remote Sensing 22 (14): 2853–2858. doi:10.1080/01431160110053176.
   Web of Science ®Google Scholar
• Arbia, G., R. Benedetti, and G. Espa. 1996. “Effects of the MAUP on Image Classification.” Geographic Systems 3: 123–141.
   Google Scholar
• Argañaraz, J. P., and I. Entraigas. 2014. “Scaling Functions Evaluation for Estimation of Landscape Metrics at Higher Resolutions.” Ecological Informatics 22: 1–12. doi:10.1016/j.ecoinf.2014.02.004.
   Web of Science ®Google Scholar
• Arnot, C., P. F. Fisher, R. Wadsworth, and J. Wellens. 2004. “Landscape Metrics with Ecotones: Pattern under Uncertainty.” Landscape Ecology 19: 181–195. doi:10.1023/B:LAND.0000021723.24247.ee.
   Web of Science ®Google Scholar
• Atkinson, P. M. 1997. “Mapping Sub-Pixel Boundaries from Remotely Sensed Images.” Innovations in GIS 4: 166–180.
   Google Scholar
• Atkinson, P. M. 2005. “Sub-pixel Target Mapping from Soft-classified, Remotely Sensed Imagery.” Photogrammetric Engineering & Remote Sensing 71: 839–846. doi:10.14358/PERS.71.7.839.
   Web of Science ®Google Scholar
• Atkinson, P. M. 2009. “Issues of Uncertainty in Super-Resolution Mapping and Their Implications for the Design of an Inter-Comparison Study.” International Journal of Remote Sensing 30 (20): 5293–5308. doi:10.1080/01431160903131034.
   Web of Science ®Google Scholar
• Atkinson, P. M., E. Pardo-Iguzquiza, and M. Chica-Olmo. 2008. “Downscaling Cokriging for Super-Resolution Mapping of Continua in Remotely Sensed Images.” IEEE Transactions on Geoscience and Remote Sensing 46 (2): 573–580. doi:10.1109/TGRS.2007.909952.
   Web of Science ®Google Scholar
• Boucher, A. 2009. “Sub-pixel Mapping of Coarse Satellite Remote Sensing Images with Stochastic Simulations from Training Images.” Mathematical Geosciences 41: 265–290.
   Web of Science ®Google Scholar
• Boucher, A., and P. C. Kyriakidis. 2006. “Super-Resolution Land Cover Mapping with Indicator Geostatistics.” Remote Sensing of Environment 104: 264–282. doi:10.1016/j.rse.2006.04.020.
   Web of Science ®Google Scholar
• Boucher, A., and P. C. Kyriakidis. 2007. “Integrating Fine Scale Information in Super-Resolution Land-Cover Mapping.” Photogrammetric Engineering & Remote Sensing 73 (8): 913–921. doi:10.14358/PERS.73.8.913.
   Web of Science ®Google Scholar
• Boucher, A., P. C. Kyriakidis, and C. Cronkite-Ratcliff. 2008. “Geostatistical Solutions for Super-Resolution Land Cover Mapping.” IEEE Transactions on Geoscience and Remote Sensing 46 (1): 272–283. doi:10.1109/TGRS.2007.907102.
   Web of Science ®Google Scholar
• Buyantuyev, A., and J. Wu. 2007. “Effects of Thematic Resolution on Landscape Pattern Analysis.” Landscape Ecology 22: 7–13. doi:10.1007/s10980-006-9010-5.
   Web of Science ®Google Scholar
• Dai, X., Z. Guo, L. Zhang, and W. Xu. 2009. “Subpixel Mapping on Remote Sensing Imagery Using a Prediction Model Combining Wavelet Transform and Radial Basis Function Neural Network.” Journal of Applied Remote Sensing 3 (1). doi:10.1117/1.3277121.
   Web of Science ®Google Scholar
• Dungan, J. L., J. N. Perry, M. R. T. Dale, P. Legendre, S. Citron-Pousty, M.-J. Fortin, A. Jakomulska, M. Miriti, and M. S. Rosenberg. 2002. “A Balanced View of Scale in Spatial Statistical Analysis.” Ecography 25: 626–640. doi:10.1034/j.1600-0587.2002.250510.x.
   Web of Science ®Google Scholar
• Dutilleul, P., and P. Legendre. 1993. “Spatial Heterogeneity against Heteroscedasticity: An Ecological Paradigm versus a Statistical Concept.” Oikos 66: 152–167.
   Web of Science ®Google Scholar
• Foody, G. M. 1998. “Sharpening Fuzzy Classification Output to Refine the Representation of Sub-Pixel Land Cover Distribution.” International Journal of Remote Sensing 19 (13): 2593–2599. doi:10.1080/014311698214659.
   Web of Science ®Google Scholar
• Frazier, A. E. 2014. “A New Data Aggregation Technique to Improve Landscape Metric Downscaling.” Landscape Ecology 29: 1261–1276. doi:10.1007/s10980-014-0066-3.
   Web of Science ®Google Scholar
• Frazier, A. E., and L. Wang. 2011. “Characterizing Spatial Patterns of Invasive Species Using Sub-Pixel Classifications.” Remote Sensing of Environment 115: 1997–2007. doi:10.1016/j.rse.2011.04.002.
   Web of Science ®Google Scholar
• Frazier, A. E., and L. Wang. 2013. “Modeling Landscape Structure Response across a Gradient of Land Cover Intensity.” Landscape Ecology 28 (2): 233–246. doi:10.1007/s10980-012-9839-8.
   Web of Science ®Google Scholar
• Gefen, Y., Y. Meir, B. B. Mandelbrot, and A. Aharony. 1983. “Geometric Implementation of Hypercubic Lattices with Noninteger Dimensionality by Use of Low Lacunarity Fractal Lattices.” Physical Review Letters 50: 145–148. doi:10.1103/PhysRevLett.50.145.
   Web of Science ®Google Scholar
• Gustafson, E. J. 1998. “Minireview: Quantifying Landscape Spatial Pattern: What Is the State of the Art?” Ecosystems 1: 143–156. doi:10.1007/s100219900011.
   Web of Science ®Google Scholar
• Huang, C., Y. Chen, and J. Wu. 2014. “Dem-Based Modification of Pixel-Swapping Algorithm for Enhancing Floodplain Inundation Mapping.” International Journal of Remote Sensing 35 (1): 365–381. doi:10.1080/01431161.2013.871084.
   Web of Science ®Google Scholar
• Jensen, J. 2005. Introductory Digital Image Processing: A Remote Sensing Approach. Upper Saddle River, NJ: Prentice Hall.
   Google Scholar
• Kasetkasem, T., M. Arora, and P. Varshney. 2005. “Super-Resolution Land Cover Mapping Using a Markov Random Field Based Approach.” Remote Sensing of Environment 96 (3–4): 302–314. doi:10.1016/j.rse.2005.02.006.
   Web of Science ®Google Scholar
• Kolasa, J., and C. D. Rollo. 1991. “Introduction: The Heterogeneity of Heterogeneity: A Glossary.” In Ecological Heterogeneity, edited by J. Kolasa, and S. T. A. Picket. New York: Springer.
   Google Scholar
• Li, H., and J. F. Reynolds. 1995. “On Definition and Quantification of Heterogeneity.” Oikos 73: 280–284.
   Web of Science ®Google Scholar
• Li, H., and J. Wu. 2004. “Use and Misuse of Landscape Indices.” Landscape Ecology 19: 389–399. doi:10.1023/B:LAND.0000030441.15628.d6.
   Web of Science ®Google Scholar
• Li, X., F. Ling, Y. Du, Q. Feng, and Y. Zhang. 2014. “A Spatial-Temporal Hopfield Neural Network Approach for Super-Resolution Land Cover Mapping with Multi-Temporal Different Resolution Remotely Sensed Images.” ISPRS Journal of Photogrammetry and Remote Sensing 93: 76–87. doi:10.1016/j.isprsjprs.2014.03.013.
   Web of Science ®Google Scholar
• Ling, F., Y. Du, F. Xiao, H. Xue, and S. Wu. 2010. “Super-Resolution Land-Cover Mapping Using Multiple Sub-Pixel Shifted Remotely Sensed Images.” International Journal of Remote Sensing 31 (19): 5023–5040. doi:10.1080/01431160903252350.
   Web of Science ®Google Scholar
• Ling, F., W. Li, Y. Du, and X. Li. 2011. “Land Cover Change Mapping at the Subpixel Scale with Different Spatial Resolution Remotely Sensed Imagery.” IEEE Geoscience and Remote Sensing Letters 8 (1): 182–186. doi:10.1109/LGRS.2010.2055034.
   Web of Science ®Google Scholar
• Mallat, S. G. 1999. A Wavelet Tour of Signal Processing. 2nd ed. San Diego, CA: Academic Press.
   Google Scholar
• Mallat, S. G., and W. L. Hwang. 1992. “Singularity Detection and Processing with Wavelets.” IEEE Transactions on Information Theory 38: 617–643. doi:10.1109/18.119727.
   Web of Science ®Google Scholar
• Mandelbrot. 1983. The Fractal Geometry of Nature. New York: W.H. Freeman.
   Google Scholar
• McGarigal, K., S. A. Cushman, and E. Ene. 2012. “FRAGSTATS v4: Spatial Pattern Analysis Program for Categorical and Continuous Maps.” Computer software program produced by the authors at the University of Massachusetts, Amherst. Accessed September 4, 2014. http://www.umass.edu/landeco/research/fragstats/fragstats.html
   Google Scholar
• McGarigal, K., and B. J. Marks. 1995. FRAGSTATS: Spatial Analysis Program for Quantifying Landscape Structure. USDA Forest Service General Technical Report PNW-GTR-351.
   Google Scholar
• McGarigal, K., S. Tagil, and S. A. Cushman. 2009. “Surface Metrics: An Alternative to Patch Metrics for the Quantification of Landscape Structure.” Landscape Ecology 24: 433–450. doi:10.1007/s10980-009-9327-y.
   Web of Science ®Google Scholar
• Meisel, J. E., and M. G. Turner. 1998. “Scale Detection in Real and Artificial Landscapes Using Semivariance Analysis.” Landscape Ecology 3: 163–173.
   Google Scholar
• Merriam, D. F., and D. G. Jewett. 1988. “Methods of Thematic Map Comparison.” In Current Trends in Geomathematics, 9–18. New York: Springer.
   Google Scholar
• Mertens, K. C., L. P. C. Verbeke, E. I. Ducheyne, and R. R. De Wulf. 2003. “Using Genetic Algorithms in Sub-Pixel Mapping.” International Journal of Remote Sensing 24 (21): 4241–4247. doi:10.1080/01431160310001595073.
   Web of Science ®Google Scholar
• Mertens, K. C., L. P. C. Verbeke, T. Westra, and R. R. De Wulf. 2004. “Sub-Pixel Mapping and Sub-Pixel Sharpening Using Neural Network Predicted Wavelet Coefficients.” Remote Sensing of Environment 91 (2): 225–236. doi:10.1016/j.rse.2004.03.003.
   Web of Science ®Google Scholar
• Moniem, H., and J. D. Holland. 2013. “Habitat Connectivity for Pollinator Beetles Using Surface Metrics.” Landscape Ecology 28: 1251–1267. doi:10.1007/s10980-013-9886-9.
   Web of Science ®Google Scholar
• Muradian, R. 2001. “Ecological Thresholds: A Survey.” Ecological Economics 38: 7–24. doi:10.1016/S0921-8009(01)00146-X.
   Web of Science ®Google Scholar
• Myint, S. 2003. “Fractal Approaches in Texture Analysis and Classification of Remotely Sensed Data: Comparisons with Spatial Autocorrelation Techniques and Simple Descriptive Statistics.” International Journal of Remote Sensing 24 (9): 1925–1947. doi:10.1080/01431160210155992.
   Web of Science ®Google Scholar
• Myint, S., and N. Lam. 2005. “Examining Lacunarity Approaches in Comparison with Fractal and Spatial Autocorrelation Techniques for Urban Mapping.” Photogrammetric Engineering & Remote Sensing 71 (8): 927–937. doi:10.14358/PERS.71.8.927.
   Web of Science ®Google Scholar
• O’Neill, R. V., C. T. Hunsaker, S. P. Timmins, B. L. Jackson, K. B. Jones, K. H. Riitters, and J. D. Wickham. 1996. “Scale Problems in Reporting Landscape Pattern at the Regional Scale.” Landscape Ecology 11: 169–180. doi:10.1007/BF02447515.
   Web of Science ®Google Scholar
• O’Neill, R. V., J. R. Krummel, R. H. Gardner, G. Sugihara, B. Jackson, D. L. DeAngelis, B. T. Milne, M. G. Turner, B. Zygmunt, S. W. Christensen, V. H. Dale, and R. L. Graham. 1988. “Indices of Landscape Pattern.” Landscape Ecology 1: 153–162. doi:10.1007/BF00162741.
   Web of Science ®Google Scholar
• Plotnick, R. E., R. H. Gardner, and R. V. O’Neill. 1993. “Lacunarity Indices as Measures of Landscape Texture.” Landscape Ecology 8 (3): 201–211. doi:10.1007/BF00125351.
   Web of Science ®Google Scholar
• Rashed, T. 2008. “Remote Sensing of Within-Class Change in Urban Neighborhood Structures.” Computers, Environment and Urban Systems 32: 343–354. doi:10.1016/j.compenvurbsys.2008.06.007.
   Web of Science ®Google Scholar
• Ripley, B. D. 1978. “Spectral Analysis and the Analysis of Pattern in Plant Communities.” Journal of Ecology 66: 965–981.
   Web of Science ®Google Scholar
• Saura, S., and S. Castro. 2007. “Scaling Functions for Landscape Pattern Metrics Derived from Remotely Sensed Data: Are Their Subpixel Estimates Really Accurate?” ISPRS Journal of Photogrammetry and Remote Sensing 62: 201–216. doi:10.1016/j.isprsjprs.2007.03.004.
   Web of Science ®Google Scholar
• Schneider, D. C. 1998. “Applied Scaling Theory.” In Ecological Scale: Theory and Applications, edited by D. L. Peterson and V. T. Parker, 254–269. New York: Columbia University Press.
   Google Scholar
• Schneider, D. C. 2001. “Spatial Allometry: Theory and Application to Experimental and Natural Aquatic Ecosystems.” In Scaling Relations in Experimental Ecology, edited by R. H. Gardner, W. M. Kemp, V. S. Kennedy, and J. E. Peterson, 113–153. New York: Columbia University Press.
   Google Scholar
• Shen, W., D. Jenerette, J. Wu, and R. H. Gardner. 2004. “Evaluating Empirical Scaling Relations of Pattern Metrics with Simulated Landscapes.” Ecography 27: 459–469. doi:10.1111/j.0906-7590.2004.03799.x.
   Web of Science ®Google Scholar
• Šímová, P., and K. Gdulová. 2012. “Landscape Indices Behavior: A Review of Scale Effects.” Applied Geography 34: 385–394. doi:10.1016/j.apgeog.2012.01.003.
   Web of Science ®Google Scholar
• Tatem, A. J., H. G. Lewis, P. M. Atkinson, and M. S. Nixon. 2002. “Super-Resolution Land Cover Pattern Prediction Using a Hopfield Neural Network.” Remote Sensing of Environment 79: 1–14. doi:10.1016/S0034-4257(01)00229-2.
   Web of Science ®Google Scholar
• Thornton, M. W., P. M. Atkinson, and D. A. Holland. 2006. “Sub-Pixel Mapping of Rural Land Cover Objects from Fine Spatial Resolution Satellite Sensor Imagery Using Super-Resolution Pixel-Swapping.” International Journal of Remote Sensing 27 (3): 473–491. doi:10.1080/01431160500207088.
   Web of Science ®Google Scholar
• Tobler, W. 1970. “A Computer Movie Simulating Urban Growth in the Detroit Region.” Economic Geography 46: 234–240.
   Web of Science ®Google Scholar
• Turner, M. G. 1990. “Spatial and Temporal Analysis of Landscape Patterns.” Landscape Ecology 4: 21–30. doi:10.1007/BF02573948.
   Web of Science ®Google Scholar
• Turner, M. G., and R. H. Gardner. 1991. Quantitative Methods in Landscape Ecology. New York: Springer-Verlag.
   Google Scholar
• Turner, M. G., R. H. Gardner, and R. V. O’Neill. 2001. Landscape Ecology in Theory and Practice: Pattern and Process. New York: Springer-Verlag.
   Google Scholar
• Turner, M. G., R. V. O’Neill, R. H. Gardner, and B. T. Milne. 1989. “Effects of Changing Spatial Scale on the Analysis of Landscape Pattern.” Landscape Ecology 3 (3–4): 153–162. doi:10.1007/BF00131534.
   Web of Science ®Google Scholar
• Van de Voorde, T., W. Jacquet, and F. Canters. 2011. “Mapping Form and Function in Urban Areas: An Approach Based on Urban Metrics and Continuous Impervious Surface Data.” Landscape and Urban Planning 102: 143–155. doi:10.1016/j.landurbplan.2011.03.017.
   Web of Science ®Google Scholar
• Verhoeye, J., and R. De Wulf. 2002. “Land Cover Mapping at Sub-Pixel Scales Using Linear Optimization Techniques.” Remote Sensing of Environment 79: 96–104. doi:10.1016/S0034-4257(01)00242-5.
   Web of Science ®Google Scholar
• Walsh, S., A. McCleary, C. Mena, Y. Shao, J. Tuttle, A. González, and R. Atkinson. 2008. “Quickbird and Hyperion Data Analysis of an Invasive Plant Species in the Galapagos Islands of Ecuador: Implications for Control and Land Use Management.” Remote Sensing of Environment 112 (5): 1927–1941. doi:10.1016/j.rse.2007.06.028.
   Web of Science ®Google Scholar
• Wang, Q., W. Shi, and P. M. Atkinson. 2014. “Sub-Pixel Mapping of Remote Sensing Images Based on Radial Basis Function Interpolation.” ISPRS Journal of Photogrammetry and Remote Sensing 92: 1–15. doi:10.1016/j.isprsjprs.2014.02.012.
   Web of Science ®Google Scholar
• Wu, J. 2004. “Effects of Changing Scale on Landscape Pattern Analysis: Scaling Relations.” Landscape Ecology 19: 125–138. doi:10.1023/B:LAND.0000021711.40074.ae.
   Web of Science ®Google Scholar
• Wu, J. 2007. “Scale and Scaling: A Cross-Disciplinary Perspective.” In Key Topics in Landscape Ecology, edited by J. Wu and R. J. Hobbs, 115–142. Cambridge: Cambridge University Press.
   Google Scholar
• Wu, J., and R. Hobbs. 2002. “Key Issues and Research Priorities in Landscape Ecology: An Idiosyncratic Synthesis.” Landscape Ecology 17: 355–365. doi:10.1023/A:1020561630963.
   Web of Science ®Google Scholar
• Wu, J., D. E. Jelinski, M. Luck, and P. T. Tueller. 2000. “Multiscale Analysis of Landscape Heterogeneity: Scale Variance and Pattern Metrics.” Geographic Information Science 6: 6–19.
   Google Scholar
• Wu, J., and H. Li. 2006. “Perspectives and Methods of Scaling.” In Scaling and Uncertainty Analysis in Ecology: Methods and Applications, edited by J. Wu, K. B. Jones, H. Li, and O. L. Loucks, 17–44. Houten: Springer.
   Google Scholar
• Wu, J., W. Shen, W. Sun, and P. T. Tueller. 2002. “Empirical Patterns of the Effects of Changing Scale on Landscape Metrics.” Landscape Ecology 17: 761–782. doi:10.1023/A:1022995922992.
   Web of Science ®Google Scholar
• Xu, X., Y. Zhong, and L. Zhang. 2014. “Adaptive Subpixel Mapping Based on a Multiagent System for Remote-Sensing Imagery.” IEEE Transactions on Geoscience and Remote Sensing 52 (2): 787–804. doi:10.1109/TGRS.2013.2244095.
   Web of Science ®Google Scholar