AI for Agriculture

AI for Agriculture (slides) English Español Português

João Paulo Sampaio Werner

Overview lecture Introductory Educational materials South America Agriculture & Food Land Use Supervised Learning

Near-real time deforestation detection in the Brazilian Amazon with Sentinel-1 and neural networks

Claudia Arantes; Giorgia Guerrisi; Fabio Del Frate; Edson Eyji Sano

Journal article Advanced Research South America Forests Land Use Supervised Learning

Nitrogen variability assessment of pasture fields under an integrated crop-livestock system using UAV, PlanetScope, and Sentinel-2 data

F.R. da S. Pereira; J.P. de Lima; R.G. Freitas; A.A. Dos Reis; L.R. do Amaral; G.K.D.A. Figueiredo; R.A.C. Lamparelli; P.S.G. Magalhães

Journal article Advanced Research South America Agriculture & Food Land Use Supervised Learning

Climatic limit for agriculture in Brazil

Ludmila Rattis; Paulo M. Brando; Marcia N. Macedo; Stephanie A. Spera; Andrea D. A. Castanho; Eduardo Q. Marques; Nathane Q. Costa; Divino V. Silverio; Michael T. Coe

Journal article Intermediate Research South America Agriculture & Food Land Use

Large-scale crop type and crop area mapping across Brazil using synthetic aperture radar and optical imagery

Olaniyi A. Ajadi; Jeremiah Barr; Sang-Zi Liang; Rogerio Ferreira; Siva P. Kumpatla; Rinkal Patel; Anu Swatantran

Journal article Advanced Research South America Agriculture & Food Land Use Supervised Learning

Mapping Using Fused Sentinel-2 and PlanetScope Time Series and Deep Learning

João P. S. Werner; Mariana Belgiu; Inacio T. Bueno; Aliny A. Dos Reis; Ana P. S. G. D. Toro; João F. G. Antunes; Alfred Stein; Rubens A. C. Lamparelli; Paulo S. G. Magalhães; Alexandre C. Coutinho; Júlio C. D. M. Esquerdo; Gleyce K. D. A. Figueiredo

Journal article Advanced Research South America Agriculture & Food Land Use Supervised Learning

MapBiomas infographics

MapBiomas

Web application Intermediate NGO/non-profit South America Land Use Forests Fire Agriculture & Food Supervised Learning

Agriculture Risk Management (Landscape of Climate Finance for Land Use in Brazil 2021–2023)

Climate Policy Initiative

Blog post Introductory NGO/non-profit South America Agriculture & Food Land Use

Leveraging edge artificial intelligence for sustainable agriculture

Moussa El Jarroudi; Louis Kouadio; Philippe Delfosse; Clive H. Bock; Anne-Katrin Mahlein; Xavier Fettweis; Benoit Mercatoris; Frank Adams; Jillian M. Lenné; Said Hamdioui

Journal article Introductory Research Global Agriculture & Food Reinforcement Learning Supervised Learning Unsupervised Learning

Overview of the agricultural production in the Amazon biome

Serigati Felippe; Possamai Roberta

Preprint paper Introductory Research South America Agriculture & Food

CropHarvest: A global dataset for crop-type classification

Gabriel Tseng; Ivan Zvonkov; Catherine Lilian Nakalembe; Hannah Kerner

Dataset Intermediate Research Global Agriculture & Food Supervised Learning