High-Resolution Land Cover Maps of Lāna‘i, Hawai‘i, 2020 - Species Specific Classes
This raster depicts the distribution of 15 species-specific vegetation classes across the island of Lāna‘i at 2m resolution. It represents the final selected neural network model predictions with expert-adjusted posterior probabilities. Each pixel is assigned to the most likely species-specific class based on the model. Overall and class-specific accuracy assessments indicate this map has generally over 95% accuracy. It provides detailed species-level vegetation mapping to support conservation planning and monitoring.
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 depicts the distribution of 15 species-specific vegetation classes across the island of Lāna‘i at 2m resolution. It represents the final selected neural network model predictions with expert-adjusted posterior probabilities. Each pixel is assigned to the most likely species-specific class based on the model. Overall and class-specific accuracy assessments indicate this map has generally over 95% accuracy. It provides detailed species-level vegetation mapping to support conservation planning and monitoring. 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.655ec49ed34e3aa43a43b66f.xml" } ] |
| identifier | http://datainventory.doi.gov/id/dataset/USGS_655ec49ed34e3aa43a43b66f |
| keyword |
[ "Conservation", "Hawaiian Islands", "Hawai‘i", "Invasive species", "Land cover", "Lāna‘i", "Machine learning", "Mapping", "Pacific Islands", "Remote sensing", "USGS:655ec49ed34e3aa43a43b66f", "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 - Species Specific Classes |
