Using satellite imagery to understand and promote sustainable development

M Burke, A Driscoll, DB Lobell, S Ermon - Science, 2021 - science.org
BACKGROUND Accurate and comprehensive measurements of a range of sustainable
development outcomes are fundamental inputs into both research and policy. For instance …

[HTML][HTML] Reviewing the application of machine learning methods to model urban form indicators in planning decision support systems: Potential, issues and …

SCK Tekouabou, EB Diop, R Azmi, R Jaligot… - Journal of King Saud …, 2022 - Elsevier
Modern cities dynamically face several challenges including digitalization, sustainability,
resilience and economic development. Urban planners and designers must develop urban …

The temporal dynamics of slums employing a CNN-based change detection approach

R Liu, M Kuffer, C Persello - Remote sensing, 2019 - mdpi.com
Along with rapid urbanization, the growth and persistence of slums is a global challenge.
While remote sensing imagery is increasingly used for producing slum maps, only a few …

Need for an integrated deprived area “slum” map** system (IDEAMAPS) in low-and middle-income countries (LMICs)

DR Thomson, M Kuffer, G Boo, B Hati, T Grippa… - Social Sciences, 2020 - mdpi.com
Ninety percent of the people added to the planet over the next 30 years will live in African
and Asian cities, and a large portion of these populations will reside in deprived …

The role of earth observation in an integrated deprived area map** “system” for low-to-middle income countries

M Kuffer, DR Thomson, G Boo, R Mahabir, T Grippa… - Remote sensing, 2020 - mdpi.com
Urbanization in the global South has been accompanied by the proliferation of vast informal
and marginalized urban areas that lack access to essential services and infrastructure. UN …

Uncertainty-aware interpretable deep learning for slum map** and monitoring

T Fisher, H Gibson, Y Liu, M Abdar, M Posa… - Remote Sensing, 2022 - mdpi.com
Over a billion people live in slums, with poor sanitation, education, property rights and
working conditions having a direct impact on current residents and future generations. Slum …

Intra-urban land use maps for a global sample of cities from Sentinel-2 satellite imagery and computer vision

B Guzder-Williams, E Mackres, S Angel, AM Blei… - … Environment and Urban …, 2023 - Elsevier
Intra-urban land use maps provide important information to urban planners and
policymakers, but these maps are costly, time consuming to generate and are often …

Artificial intelligence based methods for smart and sustainable urban planning: a systematic survey

SC Koumetio Tekouabou, EB Diop, R Azmi… - … Methods in Engineering, 2023 - Springer
The world's cities are facing various challenges such as rapid urbanization, poverty, climate
change, pollution, sustainable and inclusive development. Building futuristic smart and …

Fine-scale urban informal settlements map** by fusing remote sensing images and building data via a transformer-based multimodal fusion network

R Fan, F Li, W Han, J Yan, J Li… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Urban informal settlements (UISs) are high-density population settlements with low
standards of living and supply. UIS semantic segmentation, which identifies pixels …

[HTML][HTML] Spatiotemporal development of informal settlements in Cape Town, 2000 to 2020: An open data approach

J Cinnamon, T Noth - Habitat International, 2023 - Elsevier
Informal settlements are a major urban residential form globally yet they are marginalized in
planning and policymaking. As part of wider interest in geospatial technologies to inform …