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High-Resolution Land Cover Maps of Lāna‘i, Hawai‘i, 2020 - Mixed Class
This raster integrates the species-specific and community classifications using a hierarchical approach based on classification certainty. A 0.66 probability threshold was applied, with pixels assigned the finest species-specific class as long as the probability exceeded the threshold. Pixels below the threshold were assigned to the broader community class meeting the threshold. This approach displays the most detailed class possible given a minimum confidence, providing a map that balances specificity and certainty.
Please note that to reduce the inherent 'salt and pepper' noise in the final land cover classification map, we applied a 3x3 pixel moving window majority filter to the final classification results.
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Complete Metadata
| @type | dcat:Dataset |
|---|---|
| accessLevel | public |
| bureauCode |
[ "010:12" ] |
| contactPoint |
{ "fn": "Lucas Berio Fortini", "@type": "vcard:Contact", "hasEmail": "mailto:lfortini@usgs.gov" } |
| description | This raster integrates the species-specific and community classifications using a hierarchical approach based on classification certainty. A 0.66 probability threshold was applied, with pixels assigned the finest species-specific class as long as the probability exceeded the threshold. Pixels below the threshold were assigned to the broader community class meeting the threshold. This approach displays the most detailed class possible given a minimum confidence, providing a map that balances specificity and certainty. Please note that to reduce the inherent 'salt and pepper' noise in the final land cover classification map, we applied a 3x3 pixel moving window majority filter to the final classification results. |
| distribution |
[ { "@type": "dcat:Distribution", "title": "Digital Data", "format": "XML", "accessURL": "https://doi.org/10.5066/P94TS6W6", "mediaType": "application/http", "description": "Landing page for access to the data" }, { "@type": "dcat:Distribution", "title": "Original Metadata", "format": "XML", "mediaType": "text/xml", "description": "The metadata original format", "downloadURL": "https://data.usgs.gov/datacatalog/metadata/USGS.655ec31dd34e3aa43a43b66b.xml" } ] |
| identifier | http://datainventory.doi.gov/id/dataset/USGS_655ec31dd34e3aa43a43b66b |
| keyword |
[ "Conservation", "Hawaiian Islands", "Hawai‘i", "Invasive species", "Land cover", "Lāna‘i", "Machine learning", "Mapping", "Pacific Islands", "Remote sensing", "USGS:655ec31dd34e3aa43a43b66b", "Vegetation", "biota", "climatologyMeteorologyAtmosphere" ] |
| modified | 2025-08-12T00:00:00Z |
| publisher |
{ "name": "U.S. Geological Survey", "@type": "org:Organization" } |
| spatial | -157.0679, 20.7258, -156.7980, 20.9302 |
| theme |
[ "geospatial" ] |
| title | High-Resolution Land Cover Maps of Lāna‘i, Hawai‘i, 2020 - Mixed Class |
