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Field projects

fAIr's training data is created and validated in the field by community mappers, through two programs: fAIrSwipe, tracked on this page, and Open Mapping Gurus, tracked on Datasets since its deployments produce the training datasets.

fAIrSwipe field projects

fAIrSwipe connects MapSwipe to fAIr through Locate Objects projects, which create training data, and Validate Footprints projects, which check predictions; see Validation.

Both are organized through the open fAIrSwipe community call. The table lists the projects with a signed agreement or one sent for signature. Status as of 5 November 2026.

# Lead Location Feature Status
1 UN Mappers Córdoba, Argentina Dumpsites, buildings and trees, for flood prevention Ongoing
2 Lawal / FACTTIC Villa La Angostura, Argentina Buildings and trees, for forest-fire defensible space Ongoing
3 National University of Los Comechingones San Luis, Argentina Buildings and trees, for wildland-urban fire risk Ongoing
4 Bangladesh Open Innovation Lab Hazaribagh and Kamrangirchar, Dhaka, Bangladesh Disease vector sites Ongoing
5 La Senda Verde Animal Refuge Passiflora Nature Reserve, Bolivia Trees and green space Ongoing
6 Municipality of Quito Río Machángara, Quito, Ecuador Buildings and structures Ongoing
7 Mbilaneni Youth Initiatives Nhlangano, Eswatini Trees and green space Ongoing
8 Community member Accra, Ghana Waste and landfill sites Ongoing
9 Honduran Red Cross La Paz, Honduras Disease vector sites Ongoing
10 Community member Nashik, India Solar panels and rooftops Ongoing
11 Community member Nashik, India Roads and transport Ongoing
12 OpenStreetMap Indonesia Bekasi City, Indonesia Roads and transport Ongoing
13 Atlas Geosystems and OSM Kenya Garissa County, Kenya Solar panels and rooftops Ongoing
14 Community member Kwale, Kenya Fishing boats Ongoing
15 Ace Geo-Consultancy Meru, Kenya Water tanks Ongoing
16 Kenya Flying Labs Mukuru Kwa Reuben and Mukuru Kwa Njenga, Nairobi, Kenya Informal settlements Ongoing
17 OSM Liberia Bushrod Island, Monrovia, Liberia Waste and landfill sites Ongoing
18 Malawi OSM Lake Chilwa, Zomba, Malawi Buildings and structures Ongoing
19 Netas Ciudadanas Centro Sur, Querétaro, Mexico Trees and green space Ongoing
20 OSGeo Nepal Bara district, Nepal Ponds and water bodies Ongoing
21 NAXA Jajarkot, Nepal Earthquake building damage, temporary settlements, roof material Ongoing
22 Togglecorp Solutions Kathmandu, Nepal Water tanks Ongoing
23 Pokhara Road Surface Mapping Team Pokhara, Nepal Potholes and road-surface damage Ongoing
24 Open Knowledge South Sudan Juba, South Sudan Bins, benches and streetlights Ongoing
25 Geospatial Technology and Environment (GeoTE) Morogoro, Tanzania Waste and landfill sites Ongoing
26 OpenMap Development Tanzania (OMDTZ) Mwembesongo and Mji Mpya, Morogoro, Tanzania Visible solid waste Ongoing
27 SMCoSE YouthMapper Morogoro, Tanzania Water, drainage and flood Ongoing