Annual National Land Cover Database
Reference and Validation
Annual NLCD Collection 1 Reference and Validation is now available!
Land cover is foundational information for land managers, scientists, and the general public. Many types of scientific studies have applied annual land cover information including projecting future land use, documenting forest fragmentation or conservation practices, modeling wildfire hazards, tracking water quality and quantity, and understanding change in wildlife habitat and ecosystem disturbance/disease.
The Annual National Land Cover Database (NLCD) has harnessed the full Landsat data record to provide timely, long-term, and detailed land surface change information. Annual NLCD uses an ensemble of classification and change algorithms to map, monitor, and synthesize the complexities of land use, cover, and condition change through time. The Annual NLCD product suite offers data that describe nationwide land cover and land change over nearly four decades. A new generation of USGS Land Cover mapping, introduced in the Annual NLCD Collection 1 release, leverages advancements in artificial intelligence and machine learning techniques and runs within high-performance computing and cloud processing environments.
About Annual NLCD
Annual NLCD is a new generation of land cover mapping that offers annual land cover and land change science products nationwide with nearly four decades of data. Click on the link below to learn more about Annual NLCD.
Annual NLCD Science Products
The Annual NLCD project has generated a product suite of six geospatial raster land use and land cover science products for the conterminous United States, available annually back to 1985. Annual NLCD products will be updated annually. Check out the Science Product User Guide for in-depth information about Annual NLCD.
Data Access
A suite of six annual integrated land cover and land surface change products are available for the conterminous United States. Products for Alaska and Hawaii are planned. The product suite provides powerful time-series information at a 30-m spatial resolution about annual land cover and its change across time. Products can be accessed via the data access page.
Reference and Validation
Validation of land cover and land cover change information is essential for providing authoritative products to our user community. Validation reports provide estimates of the accuracies and uncertainties of the NLCD land cover products and are derived from well-documented independent reference data. Processing flows, product specifications, uncertainties and known issues are published in validation reports to ensure consistency. See the Reference and Validation products page for more information.
Science Product User Guide
Additional information on Annual NLCD and Annual NLCD science products can be found in the Science User Product Guide. The Science User Product Guide contains in-depth information about Annual NLCD including characteristics of the science products, algorithm description, and accuracy assessment.
Citation
U.S. Geological Survey (USGS), 2024, Annual NLCD Collection 1 Science Products: U.S. Geological Survey data release, https://doi.org/10.5066/P94UXNTS
References
Fleckenstein, R., Wellington, D.F., Jin, S., Tollerud, H.J., Brown, J.F., Dewitz, J.A., Pastick, N.J., Barber, C.P., O’Brien, A., and Spanier, M., 2026, A framework for integrating spatiotemporal deep learning methods with Landsat for annual land cover and impervious surface mapping: Remote Sensing of Environment, v. 338, article 115347, at https://doi.org/10.1016/j.rse.2026.115347.
Jin, S., Robinson, T., Dewitz, J.A., Smith, K., Danielson, P., and Postma, K., 2025, An automated compositing method for producing annual clear images from Landsat Collection 2 for annual NLCD production: International Journal of Applied Earth Observation and Geoinformation, v. 144, article 104920, at https://doi.org/10.1016/j.jag.2025.104920.
U.S. Geological Survey, 2025, Annual National Land Cover Database (NLCD) Collection 1.0 Reference Data Product: U.S. Geological Survey data release, https://doi.org/10.5066/P13EDMAF.
USGS EROS Facebook
USGS EROS Instagram
USGS EROS X (Twitter)
USGS Land Cover Newsletter
These are related science efforts related to Annual NLCD.
Eyes on Earth Episode 126 – Annual NLCD
Data releases for Annual NLCD.
View or listen to additional Annual NLCD resources.
The New Annual (1985-2023) National Land Cover Database: Improving on a 30-Year Legacy
This video is a recording of a previous webinar entitled: “The New Annual (1985-2023) National Land Cover Database: Improving on a 30-year Legacy.” This webinar was recorded on October 24, 2024 at the USGS EROS. The United States Geological Survey (USGS) Earth Resources Observation and Science (EROS) Center maintains one of the largest civilian collection of images of the Earth’s land surface. At...
Look at Annual NLCD-related publications.
Annual NLCD (National Land Cover Database)—The next generation of land cover mapping Annual NLCD (National Land Cover Database)—The next generation of land cover mapping
A new generation of the United States National Land Cover Database: Requirements, research priorities, design, and implementation strategies A new generation of the United States National Land Cover Database: Requirements, research priorities, design, and implementation strategies
A land cover change detection and classification protocol for updating Alaska NLCD 2001 to 2011 A land cover change detection and classification protocol for updating Alaska NLCD 2001 to 2011
Thematic accuracy assessment of the 2011 National Land Cover Database (NLCD) Thematic accuracy assessment of the 2011 National Land Cover Database (NLCD)
Completion of the 2011 National Land Cover Database for the conterminous United States – Representing a decade of land cover change information Completion of the 2011 National Land Cover Database for the conterminous United States – Representing a decade of land cover change information
A comprehensive change detection method for updating the National Land Cover Database to circa 2011 A comprehensive change detection method for updating the National Land Cover Database to circa 2011
Accuracy assessment of NLCD 2006 land cover and impervious surface Accuracy assessment of NLCD 2006 land cover and impervious surface
News items related to Annual NLCD.
USGS Releases New Products that Map Four Decades of Land Cover Change USGS Releases New Products that Map Four Decades of Land Cover Change
Earth Resources Observation and Science (EROS) Center Earth Resources Observation and Science (EROS) Center
47914 252nd Street
Sioux Falls, SD 57198
United States
USGS EROS User Services
Earth Resources Observation and Science (EROS) Center
Land cover is foundational information for land managers, scientists, and the general public. Many types of scientific studies have applied annual land cover information including projecting future land use, documenting forest fragmentation or conservation practices, modeling wildfire hazards, tracking water quality and quantity, and understanding change in wildlife habitat and ecosystem disturbance/disease.
The Annual National Land Cover Database (NLCD) has harnessed the full Landsat data record to provide timely, long-term, and detailed land surface change information. Annual NLCD uses an ensemble of classification and change algorithms to map, monitor, and synthesize the complexities of land use, cover, and condition change through time. The Annual NLCD product suite offers data that describe nationwide land cover and land change over nearly four decades. A new generation of USGS Land Cover mapping, introduced in the Annual NLCD Collection 1 release, leverages advancements in artificial intelligence and machine learning techniques and runs within high-performance computing and cloud processing environments.
About Annual NLCD
Annual NLCD is a new generation of land cover mapping that offers annual land cover and land change science products nationwide with nearly four decades of data. Click on the link below to learn more about Annual NLCD.
Annual NLCD Science Products
The Annual NLCD project has generated a product suite of six geospatial raster land use and land cover science products for the conterminous United States, available annually back to 1985. Annual NLCD products will be updated annually. Check out the Science Product User Guide for in-depth information about Annual NLCD.
Data Access
A suite of six annual integrated land cover and land surface change products are available for the conterminous United States. Products for Alaska and Hawaii are planned. The product suite provides powerful time-series information at a 30-m spatial resolution about annual land cover and its change across time. Products can be accessed via the data access page.
Reference and Validation
Validation of land cover and land cover change information is essential for providing authoritative products to our user community. Validation reports provide estimates of the accuracies and uncertainties of the NLCD land cover products and are derived from well-documented independent reference data. Processing flows, product specifications, uncertainties and known issues are published in validation reports to ensure consistency. See the Reference and Validation products page for more information.
Science Product User Guide
Additional information on Annual NLCD and Annual NLCD science products can be found in the Science User Product Guide. The Science User Product Guide contains in-depth information about Annual NLCD including characteristics of the science products, algorithm description, and accuracy assessment.
Citation
U.S. Geological Survey (USGS), 2024, Annual NLCD Collection 1 Science Products: U.S. Geological Survey data release, https://doi.org/10.5066/P94UXNTS
References
Fleckenstein, R., Wellington, D.F., Jin, S., Tollerud, H.J., Brown, J.F., Dewitz, J.A., Pastick, N.J., Barber, C.P., O’Brien, A., and Spanier, M., 2026, A framework for integrating spatiotemporal deep learning methods with Landsat for annual land cover and impervious surface mapping: Remote Sensing of Environment, v. 338, article 115347, at https://doi.org/10.1016/j.rse.2026.115347.
Jin, S., Robinson, T., Dewitz, J.A., Smith, K., Danielson, P., and Postma, K., 2025, An automated compositing method for producing annual clear images from Landsat Collection 2 for annual NLCD production: International Journal of Applied Earth Observation and Geoinformation, v. 144, article 104920, at https://doi.org/10.1016/j.jag.2025.104920.
U.S. Geological Survey, 2025, Annual National Land Cover Database (NLCD) Collection 1.0 Reference Data Product: U.S. Geological Survey data release, https://doi.org/10.5066/P13EDMAF.
USGS EROS Facebook
USGS EROS Instagram
USGS EROS X (Twitter)
USGS Land Cover Newsletter
These are related science efforts related to Annual NLCD.
Eyes on Earth Episode 126 – Annual NLCD
Data releases for Annual NLCD.
View or listen to additional Annual NLCD resources.
The New Annual (1985-2023) National Land Cover Database: Improving on a 30-Year Legacy
This video is a recording of a previous webinar entitled: “The New Annual (1985-2023) National Land Cover Database: Improving on a 30-year Legacy.” This webinar was recorded on October 24, 2024 at the USGS EROS. The United States Geological Survey (USGS) Earth Resources Observation and Science (EROS) Center maintains one of the largest civilian collection of images of the Earth’s land surface. At...
Look at Annual NLCD-related publications.
Annual NLCD (National Land Cover Database)—The next generation of land cover mapping Annual NLCD (National Land Cover Database)—The next generation of land cover mapping
A new generation of the United States National Land Cover Database: Requirements, research priorities, design, and implementation strategies A new generation of the United States National Land Cover Database: Requirements, research priorities, design, and implementation strategies
A land cover change detection and classification protocol for updating Alaska NLCD 2001 to 2011 A land cover change detection and classification protocol for updating Alaska NLCD 2001 to 2011
Thematic accuracy assessment of the 2011 National Land Cover Database (NLCD) Thematic accuracy assessment of the 2011 National Land Cover Database (NLCD)
Completion of the 2011 National Land Cover Database for the conterminous United States – Representing a decade of land cover change information Completion of the 2011 National Land Cover Database for the conterminous United States – Representing a decade of land cover change information
A comprehensive change detection method for updating the National Land Cover Database to circa 2011 A comprehensive change detection method for updating the National Land Cover Database to circa 2011
Accuracy assessment of NLCD 2006 land cover and impervious surface Accuracy assessment of NLCD 2006 land cover and impervious surface
News items related to Annual NLCD.
USGS Releases New Products that Map Four Decades of Land Cover Change USGS Releases New Products that Map Four Decades of Land Cover Change
Earth Resources Observation and Science (EROS) Center Earth Resources Observation and Science (EROS) Center
47914 252nd Street
Sioux Falls, SD 57198
United States