Land-cover and change maps classified from optical and SAR satellite imagery, for NbS project baselines, national reporting and spatial planning.

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Landcover Classification is Kumi Analytics' land-cover mapping service for nature-based solutions (NbS) projects, national reporting and planning. Land-cover maps made at country scale and at project scale often use different legends, so teams have to reconcile them before they can compare national trends with site conditions; Kumi Analytics also argues that generic global land-cover products use classes too coarse for heterogeneous landscapes.
The service classifies satellite imagery into wall-to-wall national or regional maps at 10 m or 30 m resolution and into higher-resolution project-level screening maps, using one taxonomy at every scale. Optical and SAR imagery are combined where appropriate, with composites and multi-temporal analysis, to keep the classification stable in cloudy regions and across seasons. Outputs include deforestation baselines, forest/non-forest classifications and ecosystem-type maps of the kind required by Verra, Gold Standard and REDD+ national accounting frameworks, plus land-cover change layers and time series for deforestation, urban expansion, agriculture and restoration.
Kumi Analytics reports that one of its satellite classifications in North Sumatra reached 94.58% accuracy in distinguishing mangroves, palm plantations and tropical forest.
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Kumi Analytics Pte. Ltd.
Kumi Analytics is a geospatial intelligence provider delivering environmental intelligence for nature-based solutions. It combines satellite imagery, synthetic aperture radar and proprietary AI to provide audit-ready biomass, carbon, land-cover, water-quality and environmental monitoring insights.
2018
Founded
Singapore
Country
Provides processed data via standardised channels (APIs, feeds).