Researchers have developed a new framework to improve the mapping of informal settlements in Sub-Saharan Africa by combining Sentinel-2 spectral data with Sentinel-1 structural information. This Optical-SAR approach integrates calibrated backscatter, GLCM textures, and a physics-guided feature specifically designed to capture the characteristics of informal settlements. Tested in Nairobi and Eldoret, Kenya, the model achieved an overall accuracy of over 0.80, significantly reducing confusion between informal settlements and formal low-rise areas, and demonstrating consistent performance across seasons. AI
IMPACT This research offers a more accurate method for mapping informal settlements, crucial for urban planning and resource allocation in data-scarce regions.
RANK_REASON The cluster contains a research paper detailing a new methodology for urban mapping. [lever_c_demoted from research: ic=1 ai=0.4]
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