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Using deep-learning convolutional network for estimating canopy traits from high-resolution imagery

Grant number: 19/09248-1
Support Opportunities:Scholarships in Brazil - Technical Training Program - Technical Training
Effective date (Start): August 01, 2019
Effective date (End): November 30, 2021
Field of knowledge:Physical Sciences and Mathematics - Geosciences
Acordo de Cooperação: NERC, UKRI ; Newton Fund - LATAM ; Newton Fund, with FAPESP as a partner institution in Brazil
Principal Investigator:Luiz Eduardo Oliveira e Cruz de Aragão
Grantee:Annia Susin Streher
Host Institution: Instituto Nacional de Pesquisas Espaciais (INPE). Ministério da Ciência, Tecnologia e Inovação (Brasil). São José dos Campos , SP, Brazil
Associated research grant:18/15001-6 - ARBOLES: a trait-based understanding of LATAM forest biodiversity and resilience, AP.R
News published in Agência FAPESP Newsletter about the scholarship:
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VEICULO: TITULO (DATA)
VEICULO: TITULO (DATA)

Scientific publications (5)
(References retrieved automatically from Web of Science and SciELO through information on FAPESP grants and their corresponding numbers as mentioned in the publications by the authors)
DALAGNOL, RICARDO; WAGNER, FABIEN H.; GALVAO, LENIO S.; STREHER, ANNIA S.; PHILLIPS, OLIVER L.; GLOOR, EMANUEL; PUGH, THOMAS A. M.; OMETTO, JEAN P. H. B.; ARAGAO, LUIZ E. O. C.. Large-scale variations in the dynamics of Amazon forest canopy gaps from airborne lidar data and opportunities for tree mortality estimates. SCIENTIFIC REPORTS, v. 11, n. 1, . (15/22987-7, 16/17652-9, 15/50484-0, 19/21662-8, 19/09248-1)
FERREIRA BARBOSA, MARIA LUCIA; HADDAD, ISADORA; DA SILVA NASCIMENTO, ANA LUCIA; MAXIMO DA SILVA, GABRIEL; MOURA DA VEIGA, RENATA; HOFFMANN, TANIA BEATRIZ; ROSANE DE SOUZA, ANIELLI; DALAGNOL, RICARDO; SUSIN STREHER, ANNIA; SOUZA PEREIRA, FRANCISCA R.; et al. Compound impact of land use and extreme climate on the 2020 fire record of the Brazilian Pantanal. GLOBAL ECOLOGY AND BIOGEOGRAPHY, v. 31, n. 10, p. 16-pg., . (19/09248-1, 19/21662-8)
LOIOLA, PRISCILLA P. P.; MORELLATO, LEONOR PATRICIA CERDEIRA; CAMARGO, MARIA GABRIELA GUTIERREZ; KAMIMURA, VITOR A. A.; MATTOS, JACQUELINE S. S.; STREHER, ANNIA SUSIN; LE STRADIC, SOIZIG. Shared-role of vegetation types, elevation and soil affecting plant diversity in an old-tropical mountain hotspot. JOURNAL OF MOUNTAIN SCIENCE, v. 20, n. 7, p. 12-pg., . (13/50155-0, 09/54208-6, 15/10754-8, 21/10639-5, 10/51307-0, 19/09248-1)
DALAGNOL, RICARDO; WAGNER, FABIEN H.; EMILIO, THAISE; STREHER, ANNIA S.; GALVAO, LENIO S.; OMETTO, JEAN P. H. B.; ARAGAO, LUIZ E. O. C.. Canopy palm cover across the Brazilian Amazon forests mapped with airborne LiDAR data and deep learning. REMOTE SENSING IN ECOLOGY AND CONSERVATION, v. 8, n. 5, p. 14-pg., . (18/15001-6, 19/09248-1, 18/24017-3, 19/21662-8, 16/17652-9)
WAGNER, FABIEN H.; DALAGNOL, RICARDO; CASAPIA, XIMENA TAGLE; STREHER, ANNIA S.; PHILLIPS, OLIVER L.; GLOOR, EMANUEL; ARAGAO, LUIZ E. O. C.. Regional Mapping and Spatial Distribution Analysis of Canopy Palms in an Amazon Forest Using Deep Learning and VHR Images. REMOTE SENSING, v. 12, n. 14, . (16/17652-9, 13/50533-5, 15/50484-0, 19/09248-1, 15/22987-7)

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