Breaking new ground in mapping human settlements from space – The Global Urban Footprint
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It is possible to produce a global map of human settlement footprints at meter-level resolution from satellite radar images.
“It is possible to produce a global map of human settlement footprints at meter-level resolution from satellite radar images [224].”
From Tackling climate change with machine learning (2023) · cites this paper as [224]
Remote sensing is key to inferring infrastructure data, as satellite data are globally available and largely consistent.
“Remote sensing is key to inferring infrastructure data [79,224,339,496,535,868] as satellite data 19 present a source of information that is globally available and largely consistent worldwide.”
From Tackling climate change with machine learning (2023) · cites this paper as [224]
Cites
Power-Law Distributions in Empirical Data
Clauset, A., Shalizi, C. R., & Newman, M. E. J. (2009) · SIAM Review · doi:10.1137/070710111 · Cited by 8,019 · see citing works
Global food demand and the sustainable intensification of agriculture
Tilman, D., Balzer, C., Hill, J., & Befort, B. L. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1116437108 · Cited by 7,692 · see citing works
Global Change and the Ecology of Cities
Grimm, N., Faeth, S., Golubiewski, N., Redman, C., Wu, J., Bai, X.-M., & Briggs, J. (2008) · Science · doi:10.1126/science.1150195 · Cited by 6,789 · see citing works
Power-law distributions in empirical data
Clauset, A. J., Shalizi, C. R., & Newman, M. E. J. (2018) · Figshare · doi:10.1184/r1/6586835.v1 · Cited by 6,736 · see citing works
Human behavior and the principle of least effort
Zipf, G. K. (1949) · Max Planck Digital Library · Cited by 6,598 · see citing works
World Urbanization Prospects: The 1996 Revision
Brockerhoff, M. P., & Nations, U. (1998) · Population and Development Review · doi:10.2307/2808041 · Cited by 5,888 · see citing works
A Meta-Analysis of Global Urban Land Expansion
Seto, K. C., Fragkias, M., Güneralp, B., & Reilly, M. K. (2011) · PLoS ONE · doi:10.1371/journal.pone.0023777 · Cited by 2,406 · see citing works
Global land cover mapping at 30 m resolution: A POK-based operational approach
Chen, J., Chen, J., Liao, A., Cao, X., Chen, L., Chen, X., He, C., Han, G., Shu, P., Lu, M., et al. (2014) · ISPRS Journal of Photogrammetry and Remote Sensing · doi:10.1016/j.isprsjprs.2014.09.002 · Cited by 2,079 · see citing works
Bocquier, P. (2005) · Demographic Research · doi:10.4054/demres.2005.12.9 · Cited by 1,746 · see citing works
TanDEM-X: A Satellite Formation for High-Resolution SAR Interferometry
Krieger, G., Moreira, A., Fiedler, H., Hajnsek, I., Werner, M. U., Younis, M., & Zink, M. (2007) · IEEE Transactions on Geoscience and Remote Sensing · doi:10.1109/tgrs.2007.900693 · Cited by 1,690 · see citing works
Human behavior and the principle of least effort.
indicated, N. A. (1949) · Journal of Consulting Psychology · doi:10.1037/h0052803 · Cited by 1,587 · see citing works
The Size, Scale, and Shape of Cities
Batty, M. (2008) · Science · doi:10.1126/science.1151419 · Cited by 1,434 · see citing works
Evidence for a significant urbanization effect on climate in China
Liming Zhou, B., Dickinson, R. E., Yuhong Tian, A., Fang, J., Li, Q., Kaufmann, R. K., Tucker, C. J., & Myneni, R. B. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0400357101 · Cited by 831 · see citing works
Schneider, A., Friedl, M. A., & Potere, D. (2010) · Remote Sensing of Environment · doi:10.1016/j.rse.2010.03.003 · Cited by 727 · see citing works
Environmental Impacts of Urban Sprawl: A Survey of the Literature and Proposed Research Agenda
Johnson, M. P. (2001) · Environment and Planning A Economy and Space · doi:10.1068/a3327 · Cited by 680 · see citing works
GlobCover - Products Description and Validation Report
Bicheron, P., Pierre, D., Brockmann, C., Schouten, L., Vancutsem, C., Huc, M., Bontemps, S., Leroy, M. M., Achard, F., Martin, H., et al. (2008) · Joint Research Centre (European Commission) · Cited by 633 · see citing works
Global urbanization and impact on health
Moore, M. M., Gould, P., & Keary, B. S. (2003) · International Journal of Hygiene and Environmental Health · doi:10.1078/1438-4639-00223 · Cited by 599 · see citing works
A linear-time component-labeling algorithm using contour tracing technique
Chang, F., Chen, C., & Lu, C.-J. (2003) · Computer Vision and Image Understanding · doi:10.1016/j.cviu.2003.09.002 · Cited by 556 · see citing works
Dye, C. (2008) · Science · doi:10.1126/science.1150198 · Cited by 515 · see citing works
Population, Sustainability, and Earth's Carrying Capacity
Daily, G. C., & Ehrlich, P. R. (1992) · BioScience · doi:10.2307/1311995 · Cited by 409 · see citing works
Climate Response to Rapid Urban Growth: Evidence of a Human-Induced Precipitation Deficit
Kaufmann, R. K., Seto, K. C., Schneider, A., Liu, Z., Liming Zhou, B., & Wang, W. (2007) · Journal of Climate · doi:10.1175/jcli4109.1 · Cited by 334 · see citing works
The TerraSAR-X Mission and System Design
Werninghaus, R., & Buckreuss, S. (2009) · IEEE Transactions on Geoscience and Remote Sensing · doi:10.1109/tgrs.2009.2031062 · Cited by 326 · see citing works
Urban Sprawl: Causes, Consequences, & Policy Responses
Squires, G. D. (2002) · Cited by 291 · see citing works
Mapping urban areas on a global scale: which of the eight maps now available is more accurate?
Potere, D., Schneider, A., Angel, S., & Civco, D. L. (2009) · International Journal of Remote Sensing · doi:10.1080/01431160903121134 · Cited by 291 · see citing works
Esch, T., Marconcini, M., Felbier, A., Roth, A., Heldens, W., Huber, M., Schwinger, M., Taubenböck, H., Müller, A., & Dech, S. W. (2013) · IEEE Geoscience and Remote Sensing Letters · doi:10.1109/lgrs.2013.2272953 · Cited by 289 · see citing works
Self-citationWhite, J. P., Baynes, J. W., Welle, S. L., Kostek, M. C., Matesic, L. E., Sato, S., & Carson, J. A. (2011) · PLoS ONE · doi:10.1371/journal.pone.0024650 · Cited by 260 · see citing works
A critical look at representations of urban areas in global maps
Potere, D., & Schneider, A. (2007) · GeoJournal · doi:10.1007/s10708-007-9102-z · Cited by 246 · see citing works
Cities in a globalizing world: global report on human settlements, 2001
(2002) · Choice Reviews Online · doi:10.5860/choice.39-2866 · Cited by 222 · see citing works
Martino, P., Ehrlich, D., Stefano, F., Aneta, F., Freire, S., Stamatia, H., Maria, J. A., Thomas, K., Soille, P., & Syrris, V. (2016) · Joint Research Centre (European Commission) · doi:10.2788/656115 · Cited by 220 · see citing works
Global land cover mapping using Earth observation satellite data: Recent progresses and challenges
Ban, Y., Gong, P., & Giri, C. P. (2015) · ISPRS Journal of Photogrammetry and Remote Sensing · doi:10.1016/j.isprsjprs.2015.01.001 · Cited by 206 · see citing works
Wickham, J., Homer, C. G., Vogelmann, J. E., McKerrow, A. J., Mueller, R., Herold, N., & Coulston, J. W. (2014) · Remote Sensing · doi:10.3390/rs6087424 · Cited by 181 · see citing works
Esch, T., Thiel, M., Schenk, A., Roth, A., Müller, A., & Dech, S. W. (2010) · IEEE Transactions on Geoscience and Remote Sensing · doi:10.1109/tgrs.2009.2037144 · Cited by 156 · see citing works
Self-citationTanDEM-X mission-new perspectives for the inventory and monitoring of global settlement patterns
Esch, T., Taubenböck, H., Roth, A., Heldens, W., Felbier, A., Schmidt, M., Mueller, A. A., Thiel, M., & Dech, S. W. (2012) · Journal of Applied Remote Sensing · doi:10.1117/1.jrs.6.061702 · Cited by 149 · see citing works
Self-citationSpaceborne SAR data for global urban mapping at 30 m resolution using a robust urban extractor
Ban, Y., Jacob, A. W., & Gamba, P. E. (2014) · ISPRS Journal of Photogrammetry and Remote Sensing · doi:10.1016/j.isprsjprs.2014.08.004 · Cited by 124 · see citing works
Esch, T., Schenk, A., Ullmann, T., Thiel, M., Roth, A., & Dech, S. W. (2011) · IEEE Transactions on Geoscience and Remote Sensing · doi:10.1109/tgrs.2010.2091644 · Cited by 117 · see citing works
Self-citationKlotz, M., Kemper, T., Geiß, C., Esch, T., & Taubenböck, H. (2016) · Remote Sensing of Environment · doi:10.1016/j.rse.2016.03.001 · Cited by 115 · see citing works
Self-citationThe global human settlement layer from landsat imagery
Pesaresi, M., Ehrlich, D., Florczyk, A. J., Freire, S., Julea, A., Kemper, T., & Syrris, V. (2016) · IEEE International Geoscience and Remote Sensing Symposium (IGARSS) · doi:10.1109/igarss.2016.7730897 · Cited by 110 · see citing works
Esch, T., Marconcini, M., Marmanis, D., Zeidler, J., Elsayed, S., Metz, A., Müller, A., & Dech, S. W. (2014) · Applied Geography · doi:10.1016/j.apgeog.2014.09.009 · Cited by 75 · see citing works
Self-citationMulti-sensor mapping of West African land cover using MODIS, ASAR and TanDEM-X/TerraSAR-X data
Gessner, U., Machwitz, M., Esch, T., Tillack, A., Naeimi, V., Kuenzer, C., & Dech, S. (2015) · Remote Sensing of Environment · doi:10.1016/j.rse.2015.03.029 · Cited by 73 · see citing works
Self-citationAn Automated Method for Global Urban Area Mapping by Integrating ASTER Satellite Images and GIS Data
Miyazaki, H., Shao, X., Iwao, K., & Shibasaki, R. (2012) · IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing · doi:10.1109/jstars.2012.2226563 · Cited by 32 · see citing works
Esch, T., Taubenböck, H., Heldens, W., Thiel, M., Wurm, M., Geiß, C., & Dech, S. W. (2010) · elib (German Aerospace Center) · Cited by 30 · see citing works
Self-citationA Uniform Sky Illumination Model to Enhance Shading of Terrain and Urban Areas
Kennelly, P. J., & Stewart, A. J. (2006) · Cartography and Geographic Information Science · doi:10.1559/152304006777323118 · Cited by 29 · see citing works
Large-area settlement pattern recognition from Landsat-8 data
Wieland, M., & Pittore, M. (2016) · ISPRS Journal of Photogrammetry and Remote Sensing · doi:10.1016/j.isprsjprs.2016.06.010 · Cited by 27 · see citing works
A novel method for building height estmation using TanDEM-X data
Marconcini, M., Marmanis, D., Esch, T., & Felbier, A. (2014) · IEEE International Geoscience and Remote Sensing Symposium (IGARSS) · doi:10.1109/igarss.2014.6947569 · Cited by 24 · see citing works
Self-citationCalvalus: Full-mission EO cal/val, processing and exploitation services
Fomferra, N., Böttcher, M., Zühlke, M., Brockmann, C., & Kwiatkowska, E. J. (2012) · IEEE International Geoscience and Remote Sensing Symposium (IGARSS) · doi:10.1109/igarss.2012.6352418 · Cited by 20 · see citing works
Relief shading using digital elevation models
Zhou, Q. (1992) · Computers & Geosciences · doi:10.1016/0098-3004(92)90019-n · Cited by 16 · see citing works
Processing Management Tools for Earth Observation Products at DLR-DFD
Boettcher, M., Reißig, R., Mikusch, E., & Reck, C. (2001) · elib (German Aerospace Center) · Cited by 11 · see citing works
Felbier, A., Esch, T., Heldens, W., Marconcini, M., Zeidler, J., Roth, A., Klotz, M., Wurm, M., & Taubenböck, H. (2014) · IEEE International Geoscience and Remote Sensing Symposium (IGARSS) · doi:10.1109/igarss.2014.6947572 · Cited by 11 · see citing works
Self-citationScott, A. J. (2017) · Springer eBooks · doi:10.1007/978-3-319-61228-7_5 · Cited by 9 · see citing works
Esch, T., Uereyen, S., Asamer, H., Hirner, A., Marconcini, M., Metz, A., Zeidler, J., Boettcher, M., Permana, H., Brito, F., et al. (2017) · Joint Urban Remote Sensing Event (JURSE) · doi:10.1109/jurse.2017.7924609 · Cited by 8 · see citing works
Self-citationA robust approach to global urban area extent extraction using ASAR Wide Swath Mode data
Gamba, P. E., & Lisini, G. (2012) · doi:10.1109/tywrrs.2012.6381093 · Cited by 7 · see citing works
Esch, T., Heldens, W., & Hirner, A. (2018) · elib (German Aerospace Center) · Cited by 7 · see citing works
Self-citationW42 - a scalable spatial database system for holding Digital Elevation Models
Habermeyer, M., Marschalk, U., & Roth, A. (2009) · International Conference on Geoinformatics · doi:10.1109/geoinformatics.2009.5293279 · Cited by 3 · see citing works
Self-citationSpatially detailed mapping of settlement patterns using SAR data of the TanDEM-X mission
Esch, T., Felbier, A., Heldens, W., Marconcini, M., Roth, A., & Taubenböck, H. (2013) · Joint Urban Remote Sensing Event (JURSE) · doi:10.1109/jurse.2013.6550661 · Cited by 1 · see citing works
Self-citationEsch, T., Asamer, H., Boettcher, M., Brito, F., Hirner, A., Marconcini, M., Mathot, E., Metz, A., Permana, H., Soukop, T., et al. (2016) · The international archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciences · doi:10.5194/isprs-archives-xli-b8-1379-2016 · Cited by 1 · see citing works
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Self-citationLeyk, S., Gaughan, A. E., Adamo, S. B., de Sherbinin, A., Balk, D. L., Freire, S., Rose, A., Stevens, F. R., Blankespoor, B. A., Frye, C., et al. (2019) · Earth system science data · doi:10.5194/essd-11-1385-2019 · Cited by 434 · see citing works
Demuzere, M., Kittner, J., Martilli, A., Mills, G. M., Moede, C., Stewart, I. D., van Vliet, J., & Bechtel, B. (2022) · Earth system science data · doi:10.5194/essd-14-3835-2022 · Cited by 429 · see citing works
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Self-citationQian, Y., Chakraborty, T., Li, J., Li, D., He, C., Sarangi, C., Chen, F., Yang, X., & Leung, L.-Y. R. (2022) · Advances in Atmospheric Sciences · doi:10.1007/s00376-021-1371-9 · Cited by 366 · see citing works
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Lloyd, C. T., Chamberlain, H. R., Kerr, D., Yetman, G., Pistolesi, L., Stevens, F. R., Gaughan, A. E., Nieves, J. J., Hornby, G., MacManus, K., et al. (2019) · Big Earth Data · doi:10.1080/20964471.2019.1625151 · Cited by 306 · see citing works
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Defining pathways to healthy sustainable urban development
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Liu, L., Zhang, X., Gao, Y., Chen, X., Xie, S., & Mi, J. (2021) · Journal of Remote Sensing · doi:10.34133/2021/5289697 · Cited by 226 · see citing works
Mapping changes in housing in sub-Saharan Africa from 2000 to 2015
Tusting, L. S., Bisanzio, D., Alabaster, G., Cameron, E., Cibulskis, R. E., Davies, M., Flaxman, S. R., Gibson, H. S., Knudsen, J., Mbogo, C. N. M., et al. (2019) · Nature · doi:10.1038/s41586-019-1050-5 · Cited by 224 · see citing works
Wang, Y., Sun, Y., Cao, X., Wang, Y., Zhang, W., & Cheng, X. (2023) · ISPRS Journal of Photogrammetry and Remote Sensing · doi:10.1016/j.isprsjprs.2023.11.014 · Cited by 210 · see citing works
Masson, V., Heldens, W., Bocher, E., Bonhomme, M., Bucher, B., Burmeister, C., de Munck, C., Esch, T., Hidalgo, J., Kanani-Sühring, F., et al. (2019) · Urban Climate · doi:10.1016/j.uclim.2019.100536 · Cited by 203 · see citing works
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Huang, X., Li, J., Yang, J., Zhang, Z., Li, D., & Liu, X. (2021) · Science China Earth Sciences · doi:10.1007/s11430-020-9797-9 · Cited by 192 · see citing works
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Machine learning for geographically differentiated climate change mitigation in urban areas
Milojevic-Dupont, N., & Creutzig, F. (2020) · Sustainable Cities and Society · doi:10.1016/j.scs.2020.102526 · Cited by 160 · see citing works
Demuzere, M., Hankey, S., Mills, G. M., Zhang, W., Lu, T., & Bechtel, B. (2020) · Scientific Data · doi:10.1038/s41597-020-00605-z · Cited by 157 · see citing works
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Чэн, Б., Wu, S., Yufang Jin, A., Song, Y., Wu, C., Venevsky, S., Xu, B., Webster, C. J., & Gong, P. (2024) · Nature Sustainability · doi:10.1038/s41893-024-01291-0 · Cited by 150 · see citing works
Upscaling urban data science for global climate solutions
Creutzig, F., Lohrey, S., Bai, X., Baklanov, A., Dawson, R., Dhakal, S., Lamb, W. F., McPhearson, T., Minx, J., Munoz, E., et al. (2019) · Global Sustainability · doi:10.1017/sus.2018.16 · Cited by 137 · see citing works
Hurskainen, P., Adhikari, H., Siljander, M., Pellikka, P., & Hemp, A. (2019) · Remote Sensing of Environment · doi:10.1016/j.rse.2019.111354 · Cited by 132 · see citing works
Global transferability of local climate zone models
Demuzere, M., Bechtel, B., & Mills, G. M. (2018) · Urban Climate · doi:10.1016/j.uclim.2018.11.001 · Cited by 125 · see citing works
High-Resolution Urban Land Mapping in China from Sentinel 1A/2 Imagery Based on Google Earth Engine
Sun, Z., Xu, R., Du, W., Wang, L., & Lu, D. (2019) · Remote Sensing · doi:10.3390/rs11070752 · Cited by 121 · see citing works
Xu, A., Song, M., Wu, Y., Luo, Y., Zhu, Y., & Qiu, K. (2024) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2023.123164 · Cited by 121 · see citing works
Worldwide rooftop photovoltaic electricity generation may mitigate global warming
Zhang, Z., Qian, Z., Chen, M., Zhu, R., Zhang, F., Zhong, T., Lin, J., Ning, L., Xie, W., Creutzig, F., et al. (2025) · Nature Climate Change · doi:10.1038/s41558-025-02276-3 · Cited by 120 · see citing works
A 30 m resolution dataset of China's urban impervious surface area and green space, 2000–2018
Kuang, W., Shu, Z., Li, X., & Lu, D. (2021) · Earth system science data · doi:10.5194/essd-13-63-2021 · Cited by 118 · see citing works
Advances and challenges in assessing urban sustainability: an advanced bibliometric review
Marvuglia, A., Havinga, L. C., Heidrich, O., Fonseca, J. A., Gaitani, N., & Reckien, D. (2020) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2020.109788 · Cited by 116 · see citing works
Rapid rise in urban sprawl: Global hotspots and trends since 1990
Behnisch, M., Krüger, T., & Jaeger, J. A. G. (2022) · PLOS Sustainability and Transformation · doi:10.1371/journal.pstr.0000034 · Cited by 114 · see citing works
Enabling country-scale land cover mapping with meter-resolution satellite imagery
Tong, X., Xia, G.-S., & Zhu, X. X. (2023) · ISPRS Journal of Photogrammetry and Remote Sensing · doi:10.1016/j.isprsjprs.2022.12.011 · Cited by 114 · see citing works
A global analysis of how human infrastructure squeezes sandy coasts
Lansu, E. M., Reijers, V. C., Höfer, S., Luijendijk, A. P., Rietkerk, M., Wassen, M. J., Lammerts, E. J., & van der Heide, T. (2024) · Nature Communications · doi:10.1038/s41467-023-44659-0 · Cited by 110 · see citing works
Schiavina, M., Melchiorri, M., Corbane, C., Florczyk, A. J., Freire, S., Pesaresi, M., & Kemper, T. (2019) · Sustainability · doi:10.3390/su11205674 · Cited by 107 · see citing works
Characterizing urban land changes of 30 global megacities using nighttime light time series stacks
Zheng, Q., Weng, Q., & Wang, K. (2021) · ISPRS Journal of Photogrammetry and Remote Sensing · doi:10.1016/j.isprsjprs.2021.01.002 · Cited by 110 · see citing works
On the land emissivity assumption and Landsat-derived surface urban heat islands: A global analysis
Chakraborty, T., Lee, X., Ermida, S. L., & Zhan, W. (2021) · Remote Sensing of Environment · doi:10.1016/j.rse.2021.112682 · Cited by 103 · see citing works
Englhardt, J., de Moel, H., Huyck, C. K., de Ruiter, M., Aerts, J. C. J. H., & Ward, P. J. (2019) · Natural hazards and earth system sciences · doi:10.5194/nhess-19-1703-2019 · Cited by 102 · see citing works
Boyd, D. S., Jackson, B., Wardlaw, J., Foody, G. M., Marsh, S., & Bales, K. (2018) · ISPRS Journal of Photogrammetry and Remote Sensing · doi:10.1016/j.isprsjprs.2018.02.012 · Cited by 101 · see citing works
Korkovelos, A., Khavari, B., Sahlberg, A., Howells, M., & Arderne, C. (2019) · Energies · doi:10.3390/en12071395 · Cited by 101 · see citing works
Liu, H., Huang, B., Gao, S., Wang, J., Yang, C., & Li, R. (2021) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2020.144810 · Cited by 99 · see citing works
Where We Live—A Summary of the Achievements and Planned Evolution of the Global Urban Footprint
Esch, T., Bachofer, F., Heldens, W., Hirner, A., Marconcini, M., Palacios‐Lopez, D., Roth, A., Üreyen, S., Zeidler, J., Dech, S. W., et al. (2018) · Remote Sensing · doi:10.3390/rs10060895 · Cited by 97 · see citing works
Self-citationAn Analysis of Bare Soil Occurrence in Arable Croplands for Remote Sensing Topsoil Applications
Mzid, N., Pignatti, S., Huang, W., & Casa, R. (2021) · Remote Sensing · doi:10.3390/rs13030474 · Cited by 97 · see citing works
Kamarulzaman, A. M. M., Jaafar, W. S. W. M., Said, M. N. M., Saad, S. N. M., & Mohan, M. (2023) · Remote Sensing · doi:10.3390/rs15112845 · Cited by 106 · see citing works
Liu, C., Huang, X., Zhu, Z., Chen, H., Tang, X., & Gong, J. (2019) · Remote Sensing of Environment · doi:10.1016/j.rse.2019.03.033 · Cited by 92 · see citing works
Effects of changing population or density on urban carbon dioxide emissions
Ribeiro, H. V., Rybski, D., & Kropp, J. P. (2019) · RePEc: Research Papers in Economics · Cited by 84 · see citing works
Lindersson, S., Brandimarte, L., Mård, J., & Baldassarre, G. D. (2020) · Wiley Interdisciplinary Reviews Water · doi:10.1002/wat2.1424 · Cited by 84 · see citing works
Pelizari, P. A., Geiß, C., Aguirre, P., María, H. S., Peña, Y. M., & Taubenböck, H. (2021) · ISPRS Journal of Photogrammetry and Remote Sensing · doi:10.1016/j.isprsjprs.2021.07.004 · Cited by 80 · see citing works
Chen, L. Q., Zhong, Q., & Li, Z. (2023) · Ecological Indicators · doi:10.1016/j.ecolind.2023.110828 · Cited by 80 · see citing works
Qiu, C., Schmitt, M., Geiß, C., Chen, T. K., & Zhu, X. X. (2020) · ISPRS Journal of Photogrammetry and Remote Sensing · doi:10.1016/j.isprsjprs.2020.01.028 · Cited by 79 · see citing works
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Cao, X., Hu, Y., Zhu, X., Shi, F., Zhuo, L., & Chen, J. (2019) · Remote Sensing of Environment · doi:10.1016/j.rse.2019.02.019 · Cited by 78 · see citing works
Geis, C., Leichtle, T., Wurm, M., Pelizari, P. A., Standfuß, I., Zhu, X. X., So, E., Siedentop, S., Esch, T., & Taubenböck, H. (2019) · IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing · doi:10.1109/jstars.2019.2917755 · Cited by 75 · see citing works
Self-citationYu, Y., Dai, Y., Xu, L., Zheng, H., Wu, W., & Chen, L. (2022) · Energy · doi:10.1016/j.energy.2022.125651 · Cited by 75 · see citing works
Large disagreements in estimates of urban land across scales and their implications
Chakraborty, T., Venter, Z. S., Demuzere, M., Zhan, W., Gao, J., Zhao, L., & Qian, Y. (2024) · Nature Communications · doi:10.1038/s41467-024-52241-5 · Cited by 75 · see citing works
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Mudau, N., Mwaniki, D., Tsoeleng, L. T., Mashalane, M., Béguy, D., & Ndugwa, R. P. (2020) · Sustainability · doi:10.3390/su12177063 · Cited by 74 · see citing works
Gridded Population Maps Informed by Different Built Settlement Products
Reed, F. J., Gaughan, A. E., Stevens, F. R., Yetman, G., Sorichetta, A., & Tatem, A. J. (2018) · Data · doi:10.3390/data3030033 · Cited by 74 · see citing works
Perez-Sindin, X. S., Chen, T. K., & Prishchepov, A. V. (2021) · Remote Sensing Applications Society and Environment · doi:10.1016/j.rsase.2021.100647 · Cited by 73 · see citing works
Häfner, S., Yifang Ban, A., & Nascetti, A. (2022) · Remote Sensing of Environment · doi:10.1016/j.rse.2022.113192 · Cited by 71 · see citing works
Goldblatt, R., Deininger, K., & Hanson, G. (2018) · Development Engineering · doi:10.1016/j.deveng.2018.03.001 · Cited by 71 · see citing works
Finger, F., Bertuzzo, E., Luquero, F. J., Naïbeï, N., Touré, B., Allan, M., Porten, K., Lessler, J., Rinaldo, A., & Azman, A. S. (2018) · PLoS Medicine · doi:10.1371/journal.pmed.1002509 · Cited by 70 · see citing works
GANmapper: geographical data translation
Wu, A. N., & Biljecki, F. (2022) · International Journal of Geographical Information Systems · doi:10.1080/13658816.2022.2041643 · Cited by 70 · see citing works
Javanroodi, K., Perera, A. T. D., Hong, T., & Nik, V. M. (2023) · Advances in Applied Energy · doi:10.1016/j.adapen.2023.100155 · Cited by 70 · see citing works
Built-up area mapping in China from GF-3 SAR imagery based on the framework of deep learning
Wu, F., Wang, C., Zhang, H., Li, J., Li, L., Chen, W., & Zhang, B. (2021) · Remote Sensing of Environment · doi:10.1016/j.rse.2021.112515 · Cited by 67 · see citing works
Zhang, M., Ajide, K. B., & Ridwan, L. I. (2021) · Environment Development and Sustainability · doi:10.1007/s10668-021-01927-7 · Cited by 63 · see citing works
Global 10-m impervious surface area mapping: A big earth data based extraction and updating approach
Sun, Z., Du, W., Jiang, H., Weng, Q., Guo, H., Han, Y., Xing, Q., & Ma, Y. (2022) · International Journal of Applied Earth Observation and Geoinformation · doi:10.1016/j.jag.2022.102800 · Cited by 61 · see citing works
Soil Reflectance Composites—Improved Thresholding and Performance Evaluation
Heiden, U., d’Angelo, P., Schwind, P., Karlshöfer, P., Müller, R., Zepp, S., Wiesmeier, M., & Reinartz, P. H. (2022) · Remote Sensing · doi:10.3390/rs14184526 · Cited by 59 · see citing works
Towards a 20 m Global Building Map from Sentinel-1 SAR Data
Chini, M., Pelich, R., Hostache, R., Matgen, P., & López-Martínez, C. (2018) · Remote Sensing · doi:10.3390/rs10111833 · Cited by 59 · see citing works
Land consumption in cities: A comparative study across the globe
Hu, J., Wang, Y., Taubenböck, H., & Zhu, X. X. (2021) · Cities · doi:10.1016/j.cities.2021.103163 · Cited by 58 · see citing works
Xian, G., Shi, H., Zhou, Q., Auch, R. F., Gallo, K. P., Wu, Z., & Kolian, M. J. (2021) · Remote Sensing of Environment · doi:10.1016/j.rse.2021.112803 · Cited by 58 · see citing works
Gao, T., Gao, Z. Y., Ji, H., Ao, W., & Song, W. (2024) · IEEE Transactions on Geoscience and Remote Sensing · doi:10.1109/tgrs.2024.3511622 · Cited by 58 · see citing works
Cai, G., Ren, H., Liuzhong, Y., Zhang, N., Du, M., & Wu, C. (2019) · Sensors · doi:10.3390/s19143120 · Cited by 58 · see citing works
Amplified Increases of Compound Hot Extremes Over Urban Land in China
Liao, W., Li, D., Malyshev, S. L., Shevliakova, E., Zhang, H., & Liu, X. (2021) · Geophysical Research Letters · doi:10.1029/2020gl091252 · Cited by 60 · see citing works
Qin, Y., Wang, L., Yu, M., Meng, X., Fan, Y., Huang, Z., Luo, E., & Pijanowski, B. C. (2024) · Habitat International · doi:10.1016/j.habitatint.2024.103021 · Cited by 57 · see citing works
Herfort, B., Li, H., Fendrich, S., Lautenbach, S., & Zipf, A. (2019) · Remote Sensing · doi:10.3390/rs11151799 · Cited by 57 · see citing works
Role of species richness and human impacts in resisting invasive species in tropical forests
Mungi, N. A., Qureshi, Q., & Jhala, Y. V. (2021) · Journal of Ecology · doi:10.1111/1365-2745.13751 · Cited by 56 · see citing works
Zhang, X., Liu, L., Chen, X., Gao, Y., & Jiang, M. (2021) · Journal of Remote Sensing · doi:10.34133/2021/9873816 · Cited by 54 · see citing works
Potential drivers of urban green space availability in Latin American cities
Bakhtsiyarava, M., Moran, M. R., Ju, Y., Zhou, Y., Rodrı́guez, D. A., Dronova, I., de Pina, M. D. F., Matos, V. P., & Skaba, D. A. (2024) · Nature Cities · doi:10.1038/s44284-024-00162-1 · Cited by 53 · see citing works
Fruit bats adjust their foraging strategies to urban environments to diversify their diet
Egert-Berg, K., Handel, M., Goldshtein, A., Eitan, O., Borissov, I. M., & Yovel, Y. (2021) · BMC Biology · doi:10.1186/s12915-021-01060-x · Cited by 52 · see citing works
Mapping hierarchical urban boundaries for global urban settlements
Xu, Z., Jiao, L., Lan, T., Zhou, Z., Cui, H., Li, C., Xu, G., & Liu, Y. (2021) · International Journal of Applied Earth Observation and Geoinformation · doi:10.1016/j.jag.2021.102480 · Cited by 52 · see citing works
Orusa, T., Viani, A., Moyo, B., Cammareri, D., & Borgogno-Mondino, E. C. (2023) · Remote Sensing · doi:10.3390/rs15092348 · Cited by 50 · see citing works
Zhou, S., Jia, W., Diao, H., Geng, X., Wu, Y., Wang, M., Wang, Y., Xu, H., Lu, Y., & Wu, Z. (2025) · Sustainable Cities and Society · doi:10.1016/j.scs.2025.106400 · Cited by 50 · see citing works
Palacios‐Lopez, D., Bachofer, F., Esch, T., Heldens, W., Hirner, A., Marconcini, M., Sorichetta, A., Zeidler, J., Kuenzer, C., Dech, S. W., et al. (2019) · Sustainability · doi:10.3390/su11216056 · Cited by 50 · see citing works
Self-citation
- Authors
- Esch, T., Heldens, W., Hirner, A., Keil, M., Marconcini, M., Roth, A., Zeidler, J., Dech, S., & Strano, E.
- Affiliations
- University of Würzburg (DE)
- Deutsches Zentrum für Luft- und Raumfahrt e. V. (DLR) (DE)
- Corresponding author
- Esch, Thomas
- ORCID
- Venue
- ISPRS Journal of Photogrammetry and Remote Sensing
- Publisher
- Elsevier BV
- Published
- 2017-12
- Volume
- 134
- Pages
- 30-42
- ISSN
- 0924-2716 (ISSN-L)
- OpenAlex
- W2624779149
- Cited by
- 403
- References
- 54
- Citations by year
- 2026: 24 · 2025: 23 · 2024: 39 · 2023: 40 · 2022: 58 · 2021: 78 · 2020: 63 · 2019: 43 · 2018: 31 · 2017: 4
- FWCI
- 21.57
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- ISPRS Journal of Photogrammetry and Remote Sensing (acceptedVersion)
- arXiv (Cornell University) (submittedVersion, other-oa)
- arXiv (Cornell University) (submittedVersion)
- elib (German Aerospace Center) (submittedVersion)
- arXiv (Cornell University)
- Funders
- Natural Resources Canada
- European Space Agency
- Universiti Putra Malaysia
- Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung (N. P2ELP2-165150)
- World Bank Group
- University of Oklahoma
- École Polytechnique Fédérale de Lausanne
- University of Tsukuba
- Topics
- Physical Sciences › Earth and Planetary Sciences › Atmospheric Science › Remote Sensing and Land Use
- Physical Sciences › Engineering › Ocean Engineering › Automated Road and Building Extraction
- Physical Sciences › Environmental Science › Global and Planetary Change › Impact of Light on Environment and Health
- Keywords
- urbanization, rural settlement, synthetic aperture radar, TanDEM-X, TerraSAR-X, periurbanization, population estimates, open data
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