Aguirre-Gutiérrez, JesúsRifai, SamiShenkin, AlexanderOliveras, ImmaBentley, Lisa PatrickSvátek, MartinGirardin, Cécile A.J.Both, SabineRiutta, TerhiBerenguer, ErikaKissling, W. DanielBauman, DavidRaab, NicolasMoore, SamFarfan-Rios, WilliamFigueiredo, Axa Emanuelle SimõesReis, Simone MatiasNdong, Josué EdzangOndo, Fidèle EvounaN'ssi Bengone, NatachaMihindou, VianetMoraes de Seixas, Marina MariaAdu-Bredu, StephenAbernethy, KatharineAsner, Gregory P.Barlow, JosBurslem, David F.R.P.Coomes, David A.Cernusak, Lucas A.Dargie, Greta C.Enquist, Brian J.Ewers, Robert M.Ferreira, JoiceJeffery, Kathryn J.Joly, Carlos A.Lewis, Simon L.Marimon-Junior, Ben HurMartin, Roberta E.Morandi, Paulo S.Phillips, Oliver L.Quesada, Carlos A.Salinas, NormaSchwantes Marimon, BeatrizSilman, MilesTeh, Yit ArnWhite, Lee J.T.Malhi, Yadvinder2023-12-122023-12-122021-01Aguirre-Gutiérrez, J, Rifai, S, Shenkin, A, Oliveras, I, Bentley, L P, Svátek, M, Girardin, C A J, Both, S, Riutta, T, Berenguer, E, Kissling, W D, Bauman, D, Raab, N, Moore, S, Farfan-Rios, W, Figueiredo, A E S, Reis, S M, Ndong, J E, Ondo, F E, N'ssi Bengone, N, Mihindou, V, Moraes de Seixas, M M, Adu-Bredu, S, Abernethy, K, Asner, G P, Barlow, J, Burslem, D F R P, Coomes, D A, Cernusak, L A, Dargie, G C, Enquist, B J, Ewers, R M, Ferreira, J, Jeffery, K J, Joly, C A, Lewis, S L, Marimon-Junior, B H, Martin, R E, Morandi, P S, Phillips, O L, Quesada, C A, Salinas, N, Schwantes Marimon, B, Silman, M, Teh, Y A, White, L J T & Malhi, Y 2021, 'Pantropical modelling of canopy functional traits using Sentinel-2 remote sensing data', Remote Sensing of Environment, vol. 252, 112122. https://doi.org/10.1016/j.rse.2020.1121220034-4257ORCID: /0000-0001-6033-0990/work/142143392https://hdl.handle.net/2164/22399Funding Information: This work is a product of the Global Ecosystems Monitoring (GEM) network (gem.tropicalforests.ox.ac.uk). J.A.G. was funded by the Natural Environment Research Council (NERC; NE/T011084/1 and NE/S011811/1) and the Netherlands Organisation for Scientific Research (NWO) under the Rubicon programme with project number 019.162LW.010. The traits field campaign was funded by a grant to Y.M. from the European Research Council (Advanced Grant GEM-TRAIT: 321131) under the European Union‘s Seventh Framework Programme (FP7/2007-2013), with additional support from NERC Grant NE/D014174/1 and NE/J022616/1 for traits work in Peru, NERC Grant ECOFOR (NE/K016385/1) for traits work in Santarem, NERC Grant BALI (NE/K016369/1) for plot and traits work in Malaysia and ERC Advanced Grant T-FORCES (291585) to Phillips for traits work in Australia. Plot setup in Ghana and Gabon were funded by a NERC Grant NE/I014705/1 and by the Royal Society-Leverhulme Africa Capacity Building Programme. The Malaysia campaign was also funded by NERC GrantNE/K016253/1. Plot inventories in Peru were supported by funding from the US National Science Foundation Long-Term Research in Environmental Biology program (LTREB; DEB 1754647) and the Gordon and Betty Moore Foundation Andes-Amazon Program. Plots inventories in Nova Xavantina (Brazil) were supported by the National Council for Scientific and Technological Development (CNPq), Long Term Ecological Research Program (PELD), Proc. 441244/2016-5, and the Foundation of Research Support of Mato Grosso (FAPEMAT), Project ReFlor, Proc. 589267/2016. During data collection, I.O. was supported by a Marie Curie Fellowship (FP7-PEOPLE-2012-IEF-327990). GEM trait data in Gabon was collected under authorisation to Y.M. and supported by the Gabon National Parks Agency. D.B. was funded by the Fondation Wiener-Anspach. W.D.K. acknowledges support from the Faculty Research Cluster ‘Global Ecology’ of the University of Amsterdam. M.S. was funded by a grant from the Ministry of Education, Youth and Sports of the Czech Republic (INTER-TRANSFER LTT19018). Y.M. is supported by the Jackson Foundation. We thank the two anonymous reviewers and Associate Editor G. Henebry for their insightful comments that helped improved this manuscript.181612154engImage texturePixel-level predictionsPlant traitsRandom ForestSentinel-2Tropical forestsSoil ScienceGeologyComputers in Earth SciencesNatural Environment Research Council (NERC)NE/T011084/1NE/S011811/1NE/D014174/1NE/J022616/1NE/I014705/1NE/K016253/1.European Research Council321131FP7/2007-2013OtherFP7-PEOPLE-2012-IEF-327990Supplementary DataJournal article10.1016/j.rse.2020.112122https://www.scopus.com/pages/publications/85092472356https://eprints.lancs.ac.uk/id/eprint/149321/