Spatial patterns of cattle densities across the Brazilian Amazon revealed by very high-resolution satellite imagery.

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dc.contributorLEONIE HODEL, UNIVERSITY OF CAMBRIDGE; JAN D. WEGNER, UNIVERSITAT ZURICH; VIVIEN SAINTE FARE GARNOT, UNIVERSITAT ZURICH; FRANCISCO CARLOS DA ROCHA GOMES, CPAF-AC; JUDSON FERREIRA VALENTIM, CPAF-AC; RACHAEL D. GARRETT, UNIVERSITY OF CAMBRIDGE.
dc.creatorHODEL, L.
dc.creatorWEGNER, J. D.
dc.creatorGARNOT, V. S. F.
dc.creatorGOMES, F. C. da R.
dc.creatorVALENTIM, J. F.
dc.creatorGARRETT, R. D.
dc.date2026-06-25T21:24:47Z
dc.date2026-06-25T21:24:47Z
dc.date2026-06-25
dc.date2026
dc.date.accessioned2026-06-30T22:56:11Z
dc.descriptionCattle ranching is a sustainability challenge worldwide, and in the Amazon, the planet’s largest tropical forest, it remains the main driver of deforestation. Yet, cattle numbers have typically been estimated from coarse census data or indirect proxies, limiting our ability to monitor land-use change at finer scales. Here, we introduce a novel approach that applies deep learning-based density estimation to very high-resolution satellite imagery to detect individual animals across the Brazilian Amazon.
dc.identifierCommunications Sustainability, n. 1, article 98, 2026.
dc.identifier3059-4308
dc.identifierhttp://www.alice.cnptia.embrapa.br/alice/handle/doc/1187853
dc.identifierhttps://doi.org/10.1038/s44458-026-00082-2
dc.identifier.urihttp://hdl.handle.net/123456789/371429
dc.languageeng
dc.rightsopenAccess
dc.subjectDeep learning
dc.subjectGanado
dc.subjectProducción de ganado bovino
dc.subjectDensidad poblacional
dc.subjectDensidad de pastoreo
dc.subjectUso de la tierra
dc.subjectTeledetección
dc.subjectBrazilian Amazon
dc.subjectAmazônia brasileira
dc.subjectPecuária
dc.subjectBovinocultura
dc.subjectTaxa de Lotação
dc.subjectUso da Terra
dc.subjectSensoriamento Remoto
dc.subjectSatélite
dc.subjectLivestock
dc.subjectCattle production
dc.subjectPopulation density
dc.subjectStocking rate
dc.subjectLand use
dc.subjectRemote sensing
dc.subjectSatellites
dc.titleSpatial patterns of cattle densities across the Brazilian Amazon revealed by very high-resolution satellite imagery.
dc.typeArtigo de periódico

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