Tree Cover Estimates at 30 m Resolution for Mexico, 2016-2018

Description

The data set provides multi-year (2016-2018) percent tree cover (TC) estimates for entire Mexico at 30 m spatial resolution. The TC data (hereafter, NEX-TC) was derived from the 30 m Landsat Collection 1 product and a hierarchical deep learning approach (U-Net) developed in a previous CMS effort for the conterminous United States (CONUS) (Park et al., 2022). The hierarchical U-Net framework first developed a U-Net model for very high-resolution aerial images (NAIP) using training labels derived from previous work based on an interactive image segmentation tool and iterative updates with expert knowledge (Basu et al., 2015). The developed NAIP U-Net model and NAIP data produced 1-m NAIP TC across all lower 48 CONUS states. A Landsat U-Net model was developed for multi-year and large-scale TC mapping based on the very high-resolution NAIP TC made in the earlier stage. The Landsat U-Net model developed was adopted over the CONUS for testing its transferability, validation, and improvement across Mexico. This dataset provides national-scale percent tree cover estimates over Mexico and can be helpful for studies of carbon cycling, land cover and land use change, etc. The team has been working on improving temporal stability of the product and will update the product once the next version is ready to be shared.

Resources

Name Format Description Link
5 https://search.earthdata.nasa.gov%2Fsearch%3Fq%3DTree_Canopy_Cover_Mexico_2137%26ac%3Dtrue
5 https://daac.ornl.gov%2FCMS%2Fguides%2FTree_Canopy_Cover_Mexico.html
5 https://doi.org%2F10.3334%2FORNLDAAC%2F2137
5 https://data.ornldaac.earthdata.nasa.gov%2Fprotected%2Fbundle%2FTree_Canopy_Cover_Mexico_2137.zip
5 https://daac.ornl.gov%2FCMS%2Fguides%2FTree_Canopy_Cover_Mexico_Fig1.png
5 https://data.ornldaac.earthdata.nasa.gov%2Fpublic%2Fcms%2FTree_Canopy_Cover_Mexico%2Fcomp%2FTree_Canopy_Cover_Mexico.pdf
5 https://search.earthdata.nasa.gov/search?q=Tree_Canopy_Cover_Mexico_2137&ac=true
21 https://doi.org/10.3334/ORNLDAAC/2137
57 Tree_Canopy_Cover_Mexico_2137.zip https://data.ornldaac.earthdata.nasa.gov/protected/bundle/Tree_Canopy_Cover_Mexico_2137.zip
34 Tree_Canopy_Cover_Mexico_Fig1.png https://daac.ornl.gov/CMS/guides/Tree_Canopy_Cover_Mexico_Fig1.png
33 Tree_Canopy_Cover_Mexico.pdf https://data.ornldaac.earthdata.nasa.gov/public/cms/Tree_Canopy_Cover_Mexico/comp/Tree_Canopy_Cover_Mexico.pdf
0 The metadata's original source. https://cmr.earthdata.nasa.gov/search/concepts/C2612824717-ORNL_CLOUD.iso19115

Tags

  • biosphere
  • biosphere-terrestrial-ecosystems
  • vegetation-biosphere
  • canopy-characteristics
  • earth-science-vegetation-biosphere-canopy-characteristics
  • earth-science-ecosystems-biosphere-terrestrial-ecosystems-forests
  • vegetation
  • vegetation-cover-forests
  • earth-science-vegetation-biosphere-vegetation-cover-ecosystems

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