Road right-of-way encroachment: automated detection using optical imagery
Segmenting new construction and commercial activity along roads—detection thresholds, false-positive rates, and edge cases.

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Use cases, technical notes, and analysis on monitoring African roads, waterways, and waste sites.
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Segmenting new construction and commercial activity along roads—detection thresholds, false-positive rates, and edge cases.
A monitoring methodology for a vulnerable waterway: alert thresholds, satellite revisit frequency, and continuous IoT sensor coverage.
Identifying the emergence and growth of illegal dumps by comparing multi-temporal imagery in dense urban areas.
Building annotated datasets in sub-Saharan contexts, adapting foundation models, and evaluating across domains.
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