Land Use
Esri 10 m Annual Land Use Land Cover
Impact Observatory, Esri and Microsoft. Annual 10 m land use and land cover from Sentinel-2.
A nine-class annual map produced with a deep-learning model on Sentinel-2 imagery. Available as UTM-zone downloads from the Living Atlas and on Microsoft's Planetary Computer.
- Source
- Impact Observatory and Esri
- Resolution
- 10 m
- Data type
- Raster
- Time span
- 2017–present
- Temporal
- Annual
- Access type
- Direct download (external)
- Formats
- GeoTIFF
- Coverage
- Global land (-180, -60, 180, 84)
- Licence
- CC BY 4.0
- Provider page
- livingatlas.arcgis.com/landcoverexplorer/
Cite as. Karra, K., et al. (2021). Global land use/land cover with Sentinel-2 and deep learning. IGARSS 2021. https://doi.org/10.1109/IGARSS47720.2021.9553499
Access
linkDownload by UTM zone and year (Esri Living Atlas)
curl "https://hydrological.org/api/v1/datasets/esri-lulc/links?bbox=-75,-20,-50,5" \
-H "Accept: application/json"import requests
r = requests.get("https://hydrological.org/api/v1/datasets/esri-lulc/links",
params={"bbox": "-75,-20,-50,5"})
for group in r.json()["groups"]:
for link in group["links"]:
print(link["url"])const res = await fetch("https://hydrological.org/api/v1/datasets/esri-lulc/links?bbox=-75,-20,-50,5");
const { groups } = await res.json();
for (const g of groups) g.links.forEach(l => console.log(l.url));Also available as JSON: links · manifest · dataset record
