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
• Start date: August 01, 2019
• End date: November 30, 2021
• Field of knowledge: Physical Sciences and Mathematics - Geosciences
• Agreement: 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

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.; 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., 2022-07-22. (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, JUL 2020. (16/17652-9, 13/50533-5, 15/50484-0, 19/09248-1, 15/22987-7)

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, JAN 14 2021. (15/22987-7, 16/17652-9, 15/50484-0, 19/21662-8, 19/09248-1)

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., 2023-07-01. (13/50155-0, 09/54208-6, 15/10754-8, 21/10639-5, 10/51307-0, 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., 2022-07-07. (19/09248-1, 19/21662-8)