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Using GeoAI and Machine Leaning Tools for Consistent High-Resolution Land Cover Mapping Based on Time-Series NAIP Imagery.

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Title: Using GeoAI and Machine Leaning Tools for Consistent High-Resolution Land Cover Mapping Based on Time-Series NAIP Imagery.
Authors: Liu J; Department of Geography and Environment, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.; Department of City and Regional Planning, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA., Tang X; Department of Geography, Hong Kong Baptist University, Hong Kong SAR, China., Wang C; Department of Geography and Environment, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.; Department of Earth, Marine and Environmental Sciences, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA., Yan Z; Department of Geography and Environment, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA., Dai Y; Department of City and Regional Planning, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA., Zhang Q; Department of Geography and Environment, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA., Song C; Department of Geography and Environment, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.
Source: Research square [Res Sq] 2026 Jan 13. Date of Electronic Publication: 2026 Jan 13.
Publication Type: Journal Article; Preprint
Journal Info: Country of Publication: United States NLM ID: 101768035 Publication Model: Electronic Cited Medium: Internet ISSN: 2693-5015 (Electronic) Linking ISSN: 26935015 NLM ISO Abbreviation: Res Sq Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: Using GeoAI and Machine Leaning Tools for Consistent High-Resolution Land Cover Mapping Based on Time-Series NAIP Imagery.
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  Data: <searchLink fieldCode="AU" term="%22Liu+J%22">Liu J</searchLink>; Department of Geography and Environment, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.; Department of City and Regional Planning, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.<br /><searchLink fieldCode="AU" term="%22Tang+X%22">Tang X</searchLink>; Department of Geography, Hong Kong Baptist University, Hong Kong SAR, China.<br /><searchLink fieldCode="AU" term="%22Wang+C%22">Wang C</searchLink>; Department of Geography and Environment, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.; Department of Earth, Marine and Environmental Sciences, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.<br /><searchLink fieldCode="AU" term="%22Yan+Z%22">Yan Z</searchLink>; Department of Geography and Environment, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.<br /><searchLink fieldCode="AU" term="%22Dai+Y%22">Dai Y</searchLink>; Department of City and Regional Planning, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.<br /><searchLink fieldCode="AU" term="%22Zhang+Q%22">Zhang Q</searchLink>; Department of Geography and Environment, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.<br /><searchLink fieldCode="AU" term="%22Song+C%22">Song C</searchLink>; Department of Geography and Environment, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.
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        Value: 10.21203/rs.3.rs-8340981/v1
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              Text: 2026 Jan 13
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