FAQs

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Land cover maps are maps of the Earth’s surface that provide insights into the type of land present in any given location. Land cover maps have a variety of use cases and can be used alone or in combination with other geospatial data to understand environmental and social patterns such as industry, agriculture, urbanization, forestry, conservation, and hydrology. Impact Observatory provides land cover maps in digital formats, which you can read about in our documentation site. Our AI-powered models classify land visible in satellite imagery to create land cover maps that represent specific time periods. By using the most high-resolution and most recently available satellite imagery, our models produce the highest quality land cover maps available on the market so that you can monitor land patterns over time.
Our model was shown to be the best available the market in a paper titled: Global 10 m Land Use Land Cover Datasets: A Comparison of Dynamic World, World Cover and Esri Land Cover.
  • Our AI model provides sub-annual or annual global Land Use and Land Cover (LULC) maps at a 10-meter resolution or 3-meter resolution on-demand for any place in the world. This level of detail and coverage was previously unattainable with traditional methods.
  • Our AI algorithms ensure consistent mapping across the globe by applying deep-learning models to relevant yearly ESA Sentinel-2 10-meter and PlanetScope satellite imagery. This consistency is crucial for monitoring changes in land cover over time.
  • Our AI model was trained on billions of human-labeled pixels for land cover classification, resulting in efficient and accurate mapping compared to manual methods.
  • Our AI model leverages spectral and spatial information in satellite images to classify different land cover types accurately. This allows for detailed and precise mapping of various land cover classes.
Maps for Good10m Land Cover3m Land Cover
Spatial Resolution10 meters10 meters3 meters
Spatial ExtentCustom area of interestCustom area of interestCustom area of interest
Date RangeAnnualCustom seasonal or annual datesCustom seasonal or annual dates
Length of Archive2017–20232017–Present2020–Present
Best Suited forBroad long term land cover analysisMonitoring dense and sparse vegetation types and built areas, active and inactive croplands, and seasonal water patterns Monitoring land cover types within urban areas including roads, buildings, mixed vegetation, other built areas
Categories9 classes15 classes17 classes
Imagery SourcesSentinel-2Sentinel-2PlanetScope & Sentinel-2
  • Our Methodology and Accuracy summary can help you with more information. Additionaly, our model was shown to be the best on the market in a paper titled: Global 10 m Land Use Land Cover Datasets: A Comparison of Dynamic World, World Cover and Esri Land Cover. You can also read our peer-reviewed paper published by IEEE to learn about the methods behind the creation of the Maps for Good data, also known as the Esri Land Cover map.
  • Our 10m Land Cover is made from the same model that classifies our open access Maps for Good, which have an accuracy of 85%. The 10m Land Cover maps contain more land cover types which can increase the variability of the accuracy across classes.
  • Our 3m Land Cover model is good at correctly classifying large buildings and major, wide roadways, but it is less accurate with smaller buildings and smaller roadways due to the resolution. 3-meter satellite imagery is roughly the size of a single road lane, so confusion with nearby buildings is sometimes unavoidable at this resolution. In addition, buildings and roads can be made of similar material, leaving the model to rely on shape rather than spectral signature, which cannot always be visible at 3 meters.
Our AI-powered models classify land in satellite imagery into different land cover types, depending on the product. Our Maps for Good contain 9 land cover types. Our custom 10m Land Cover maps split the 9 free land cover types into 15 land cover types for a more detailed map. Our custom 3m Land Cover maps provide the most insights with 17 land cover types that divide urban areas into roads, buildings, mixed vegetation, and other built areas.
Each land cover class has a short label and a longer definition available on our website at the following locations:
Our maps are provided in two formats with every order: Cloud Optimized GeoTIFF (COG) and PNG. COG files are best for geospatial analysis, while PNGs are best for visual mediums, such as presentations and reports. Every order also includes a CSV file with pre-calcualted metrics over your Area of Interest. If you are interested in a different file format, reach out to our team to let us know what would work best for your workflows.
We currently offer maps in 3 meter or 10 meter resolution. 3 meter land cover maps reveal additional land features in urban areas including Roads, Buildings, Mixed Vegetation and Other Built Areas. 10 meter land cover maps are ideal for mapping vegetative types of land cover and water patterns, including dense and sparse rangeland, active vs inactive croplands, dense and sparse trees, water channel extent, variable water, persistent water, Snow/Ice, Bare Ground, and Flooded Vegetation.
  • Our premium land cover maps are updated on demand, using the most recently available satellite imagery. When you order a map, you can specify the date range to use the most recent satellite imagery or a date range of satellite imagery from further in the past. 10m Land Cover maps are available to be made from Sentinel-2 satellite imagery from 2017 to the present day. 3m Land Cover maps are available from PlanetScope and Setinel-2 satellite imagery from 2020 to the present day.
  • Our open-access land cover maps are updated annually and made available within a few weeks after the end of each year.
Yes, you can define a custom bounding box in the IO Store to download data over your area of interest with direct delivery to your email. If you would like to order a custom area of interest you can reach out to our product team at hello@impactobservatory.com and attach a GIS file (GeoJSON or Shapefile) or describe your location.
Every order for 10m Land Cover Maps includes three land cover maps available as a PNG file and a Cloud Optimized GeoTIFF( COG) file. Metrics are also provided in a CSV file for summary statistics and insights about each map. You can learn more about our metrics and file formats in our product documentation. The Area of Interest used to define the map area is provided as a GeoJSON. After they are delivered to your email files can be downloaded to your device, transferred into an ArcGIS Online account (with a proper license) or transferred into an Azure or AWS S3 account.

10m Data Download

IO Monitor Map (requested date range)

Provided in GeoTIFF and PNG format with a CSV of metrics

Baseline Map (same AOI and date range, one year prior)

Provided in GeoTIFF and PNG format with a CSV of metrics

Change Map (showing difference between showing the differences between the first 2 years)

Provided in GeoTIFF and PNG format with a CSV of metrics

3m Data Download

IO Monitor Map (requested date range)

Provided in GeoTIFF and PNG format with a CSV of metrics

Our Maps for Good are available for free under an open CC BY 4.0 license. Our 10m Land cover is available at $2 per square kilometer. Our 3m Land Cover is available at $7.50 per square kilometer. If you already have access to PlanetScope satellite imagery, 3m Land Cover costs are significantly lower. Tiered pricing is available for larger orders or subscription-based purchases. Reach out to hello@impactobservatory.com for pricing questions or a custom quote.
The 10m Land Cover maps are available for purchase from the IO Store and are available within a few hours. Our 3m Land Cover maps are available for purchase by reaching out to hello@impactobservatory.com and can be available within 3 days. Our free annual land cover maps are available for download from the IO Store and can be delivered within a few minutes.
Our land cover maps are provided in Cloud Optimized GeoTIFF (COG) format, which can be easily used in several GIS software programs, such as QGIS, ArcGIS Desktop, ArcGIS Pro, and ArcGIS Online.
Yes, you can filter the land cover maps provided to display one or multiple land cover classes at a time using a geospatial application such as QGIS or ArcGIS Products. If you do not have experience with geospatial applications, you can request for data to be delivered in a specific format and our team will be happy to assist you. The maps are generated with different land cover classes that can be filtered to appear on the map one at a time, or in specific groups. Filtering the maps can be useful for customizing the display of the maps to focus on particular land cover types or characteristics.
We provide a Change map with every 10m Land Cover map order to highlight differences between the land cover types in the same area that were detected between two years. We also provide a table of pre-calculated metrics in CVS format to quantify the amount of each land cover type in your map and the amount of change over time between the date range requested and the year prior.
At this time we do not include the probabilities in our maps. If you are interested in additional data with your maps reach out to hello@impactobservatory.com and express your support for this feature.
There are a few ways to learn more about using our Land Cover Maps. For interacting with our maps and trying before buying, download our free sample data maps. Check out our documentation website, for a deeper dive into our products. You can also email hello@impactobservatory.com with your questions or set up a time to meet with us to discuss your unique use case.

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