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A lightweight hybrid ViT-GNN framework for data-centric land cover mapping in the amazon biome using graph structural priors.

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Title: A lightweight hybrid ViT-GNN framework for data-centric land cover mapping in the amazon biome using graph structural priors.
Authors: Sugiharto WH; Department of Informatics Engineering, Universitas Muria Kudus, Kudus, Indonesia. wibowo.harrys@umk.ac.id., Ghozali MI; Department of Informatics Engineering, Universitas Muria Kudus, Kudus, Indonesia., Murti AC; Department of Informatics Engineering, Universitas Muria Kudus, Kudus, Indonesia.
Source: Scientific reports [Sci Rep] 2026 Jun 26. Date of Electronic Publication: 2026 Jun 26.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: <searchLink fieldCode="AU" term="%22Sugiharto+WH%22">Sugiharto WH</searchLink>; Department of Informatics Engineering, Universitas Muria Kudus, Kudus, Indonesia. wibowo.harrys@umk.ac.id.<br /><searchLink fieldCode="AU" term="%22Ghozali+MI%22">Ghozali MI</searchLink>; Department of Informatics Engineering, Universitas Muria Kudus, Kudus, Indonesia.<br /><searchLink fieldCode="AU" term="%22Murti+AC%22">Murti AC</searchLink>; Department of Informatics Engineering, Universitas Muria Kudus, Kudus, Indonesia.
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        Value: 10.1038/s41598-026-59674-6
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        Text: English
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      – TitleFull: A lightweight hybrid ViT-GNN framework for data-centric land cover mapping in the amazon biome using graph structural priors.
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            NameFull: Sugiharto WH
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            NameFull: Ghozali MI
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            – D: 26
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              Text: 2026 Jun 26
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              Y: 2026
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