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Large-scale slum mapping in sub-Saharan Africa's major cities: Remote sensing and deep learning reveal strong slum growth in the urban periphery between 2016 and 2022
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References

  • 2019World Urbanization Prospects: The 2018 Revision2,669 cited
  • 2019Mapping changes in housing in sub-Saharan Africa from 2000 to 2015223 cited
  • 2018Proceedings of the 2018 AAAI/ACM Conference on AI, Ethics, and Society201 cited
  • 2017Detecting social groups from space – Assessment of remote sensing-based mapped morphological slums using income data122 cited
  • 2010Understanding heterogeneity in metropolitan India: The added value of remote sensing data for analyzing sub-standard residential areas115 cited
  • 2013Measuring slum severity in Mumbai and Kolkata: A household-based approach106 cited
  • 2017Spatial data for slum upgrading: Volunteered Geographic Information and the role of citizen science72 cited
  • 2012Deadly Cities? Spatial Inequalities in Mortality in sub‐Saharan Africa71 cited
  • 2020Measuring multiple housing deprivations in urban India using Slum Severity Index57 cited
  • 2019Web-based participatory mapping in informal settlements: The slums of Caracas, Venezuela49 cited
  • 2024A Global Estimate of the Size and Location of Informal Settlements45 cited
  • 2020Factors and impacts of informal settlements residents' sanitation practices on access and sustainability of sanitation services in the policy context of Free Basic Sanitation41 cited
  • 2018Slum: Comparing municipal and census basemaps38 cited
  • 2024

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The unseen population: Do we underestimate slum dwellers in cities of the Global South?
36 cited
  • 2023Spatiotemporal development of informal settlements in Cape Town, 2000 to 2020: An open data approach35 cited
  • Cited by

    • 2025Informality in Globalizing African Cities: Hybridity Toward Southern Decoloniality5 cited
    • 2025An agenda for data-rich, action-oriented, ethical research on infrastructure in informal settlements4 cited