We thank D. Liu and T. Huang for insightful discussions on the denoising and feedback networks, and C. Deuskar and B. Stewart for insightful discussions on urbanization. All satellite imagery ©2016 DigitalGlobe. Funding for World Bank affiliates has been provided by The World Bank Living Standards Measurement Study ? Integrated Surveys on Agriculture (LSMS-ISA) project, and The World Bank Strategic Research Program Projects: (i) Use of Satellite Data and CDRs for Census-Independent Spatial Distribution of Populations and (ii) Survey Imputation for Improved Poverty and Shared Prosperity Diagnostics. Funding for CIESIN affiliates has been provided by Facebook. The boundary and census data collection were developed with funding from the National Aeronautics and Space Administration under Contract NNG13HQ04C for the Socioeconomic Data and Applications Distributed Active Archive Center (DAAC). Funding for Facebook affiliates was provided by Facebook, Inc.
References and Notes
-  United Nations Department of Economic and Social Affairs (2015)
-  Balk, D.L., U. Deichmann, G. Yetman, F. Pozzi, S.I. Hay, and A. Nelson , Advances in Parasitology (2006) 62 p. 119-156.
-  M. Pesaresi, et al. (2015) European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/jrc-ghsl-ghs_built_ldsmt_globe_r2015b
-  M. Pesaresi, et al., Publications Office of the European Union UR 27741 EN (2016).
-  Esch, T., et al., ISPRS Journal of Photogrammetry and Remote Sensing (2017) 134 pp. 30-42. https://doi.org/10.1016/j.isprsjprs.2017.10.012
-  Esch, T., et al., IEEE Transactions on Geoscience and Remote Sensing, (2011) 49, pp. 1911-1925. https://doi.org/10.1109/TGRS.2010.2091644.
-  A. J. Tatem, Sci. Data 4, 170004 (2017).
-  B. Bhaduri, E. Bright, P. Coleman, M. L. Urban, GeoJournal 69, pp. 103 (2007).
-  Red Cross, Missing Maps project, http://download.geofabrik.de/africa/malawi-latest.osm.pbf. [Online; accessed 1-Aug-2017].
-  A. Krizhevsky, I. Sutskever, G. E. Hinton, Advances in neural information processing systems (2012), pp. 1097–1105.
C. Szegedy, et al.,
Proceedings of the IEEE conference on computer vision and pattern recognition(2015), pp. 1–9.
-  K. He, X. Zhang, S. Ren, J. Sun, Proceedings of the IEEE conference on computer vision and pattern recognition (2016), pp. 770–778.
-  F. Pacifici, M. Chini, W. J. Emery, Remote Sensing of Environment (2009) 113, pp. 1276
-  J. Yuan, (2016) arXiv:1602.06564
-  D. Potere, A. Schneider, S. Angel and D. L. Civco, International Journal of Remote Sensing (2009) 30, 24 pp. 6531-6558
-  P. Gamba, M. Herold, CRC Press (2009)
-  Y. Ban, P. Gong, C. Giri, ISPRS J. Photogramm. Rem. Sens. (2015) 103, pp. 1-6.
-  V. Badrinarayanan, A. Kendall, R. Cipolla, (2015) arXiv:1511.00561 (2015).
-  X. Liu, A. Zhang, T. Tiecke, A. Gros, T. S. Huang, (2016) arXiv:1612.02766 (2016).
-  J. Long, E. Shelhamer, T. Darrell, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (2015), pp. 3431–3440.
-  L.-C. Chen, G. Papandreou, I. Kokkinos, K. Murphy, A. L. Yuille, (2014) arXiv:1412.7062
-  J. R. Uijlings, K. E. Van De Sande, T. Gevers, A. W. Smeulders, International journal of computer vision (2013) 104, pp. 154
-  S. Ren, K. He, R. Girshick, J. Sun, Advances in neural information processing systems (2015), pp. 91–99.
-  R. Desimone, J. Duncan, Annual review of neuroscience 18, 193 (1995).
-  C. Cao, et al., Proceedings of the IEEE International Conference on Computer Vision (2015), pp. 2956–2964.
-  A. De Sherbinin, S. Adamo, United Nations Expert Group Meeting on Strengthening the Demographic Evidence Base for the Post-2015 Development Agenda. New York, UNDESA. (2015).
-  E. Doxsey-Whitfield, et al., Papers in Applied Geography 1, 226 (2015).
-  By combining satellite imagery with census data, there is no association with any information that would lead to re-identification of individuals, and the granularity of the data is not enough for individual identification. Additionally, no Facebook user data has been used in this project.
-  Dijkstra, Lewis, H. Poelmann (2014), vol. European Commission Urban and Regional Policy. Working paper 1 (2014).