The potential of remote sensing and artificial intelligence as tools to improve the resilience of agriculture production systems

Wheat Growth Monitoring and Yield Estimation based on Multi-Rotor Unmanned Aerial Vehicle

(2020) Zhaopeng Fu et al.   Remote Sensing

Agri-food 4.0: A survey of the supply chains and technologies for the future agriculture

(2020) Mario Lezoche et al.   COMPUTERS IN INDUSTRY

Deep learning techniques for estimation of the yield and size of citrus fruits using a UAV

(2020) O.E. Apolo-Apolo et al.   EUROPEAN JOURNAL OF AGRONOMY

UAV and Machine Learning Based Refinement of a Satellite-Driven Vegetation Index for Precision Agriculture

(2020) Vittorio Mazzia et al.   SENSORS

Practices for upscaling crop simulation models from field scale to large regions

(2020) V.S. Manivasagam et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

An automatic method for weed mapping in oat fields based on UAV imagery

(2020) Mateo Gašparović et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A Cloud-Based Environment for Generating Yield Estimation Maps From Apple Orchards Using UAV Imagery and a Deep Learning Technique

(2020) Orly Enrique Apolo-Apolo et al.   Frontiers in Plant Science

Unoccupied aerial system enabled functional modeling of maize height reveals dynamic expression of loci

(2020) Steven L. Anderson et al.   Plant Direct

Remote Estimation of Rice Yield With Unmanned Aerial Vehicle (UAV) Data and Spectral Mixture Analysis

(2019) Bo Duan et al.   Frontiers in Plant Science

The seven tools of causal inference, with reflections on machine learning

(2019) Judea Pearl   COMMUNICATIONS OF THE ACM

Plant and crop simulation models: powerful tools to link physiology, genetics, and phenomics

(2019) Bertrand Muller et al.   JOURNAL OF EXPERIMENTAL BOTANY

UAV and Ground Image-Based Phenotyping: A Proof of Concept with Durum Wheat

(2019) Adrian Gracia-Romero et al.   Remote Sensing

Estimating Above-Ground Biomass of Maize Using Features Derived from UAV-Based RGB Imagery

(2019) Yaxiao Niu et al.   Remote Sensing

Crop Yield Prediction Using Deep Neural Networks

(2019) Saeed Khaki et al.   Frontiers in Plant Science

A novel framework to detect conventional tillage and no-tillage cropping system effect on cotton growth and development using multi-temporal UAS data

(2019) Akash Ashapure et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Comparison of Vegetation Indices Derived from UAV Data for Differentiation of Tillage Effects in Agriculture

(2019) Junho Yeom et al.   Remote Sensing

A Deep Learning-Based Approach for Automated Yellow Rust Disease Detection from High-Resolution Hyperspectral UAV Images

(2019) Xin Zhang et al.   Remote Sensing

AI-powered banana diseases and pest detection

(2019) Michael Gomez Selvaraj et al.   Plant Methods

Phenotype Prediction and Genome-Wide Association Study Using Deep Convolutional Neural Network of Soybean

(2019) Yang Liu et al.   Frontiers in Genetics

Unmanned Aircraft System (UAS) Technology and Applications in Agriculture

(2019) Samuel C. Hassler et al.   Agronomy-Basel

Soybean yield prediction from UAV using multimodal data fusion and deep learning

(2019) Maitiniyazi Maimaitijiang et al.   REMOTE SENSING OF ENVIRONMENT

Remote sensing for agricultural applications: A meta-review

(2019) M. Weiss et al.   REMOTE SENSING OF ENVIRONMENT

Developing Growth-Associated Molecular Markers Via High-Throughput Phenotyping in Spinach

(2019) Henry O. Awika et al.   Plant Genome

Millimeter-Level Plant Disease Detection From Aerial Photographs via Deep Learning and Crowdsourced Data

(2019) Tyr Wiesner-Hanks et al.   Frontiers in Plant Science

Big Data in Agriculture: A Challenge for the Future

(2018) Keith H Coble et al.   Applied Economic Perspectives and Policy

Deep learning in agriculture: A survey

(2018) Andreas Kamilaris et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Unmanned aerial system assisted framework for the selection of high yielding cotton genotypes

(2018) Jinha Jung et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A meta-analysis and review of unmanned aircraft system (UAS) imagery for terrestrial applications

(2018) Kunwar K. Singh et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Estimating Biomass and Nitrogen Amount of Barley and Grass Using UAV and Aircraft Based Spectral and Photogrammetric 3D Features

(2018) Roope Näsi et al.   Remote Sensing

Estimation of Vegetable Crop Parameter by Multi-temporal UAV-Borne Images

(2018) Thomas Moeckel et al.   Remote Sensing

Comparative Aerial and Ground Based High Throughput Phenotyping for the Genetic Dissection of NDVI as a Proxy for Drought Adaptive Traits in Durum Wheat

(2018) Giuseppe E. Condorelli et al.   Frontiers in Plant Science

Genome-Wide Association Study for Spot Blotch Resistance in Hard Winter Wheat

(2018) Girma T. Ayana et al.   Frontiers in Plant Science

A deep convolutional neural network approach for predicting phenotypes from genotypes

(2018) Wenlong Ma et al.   PLANTA

Machine Learning in Agriculture: A Review

(2018) Konstantinos Liakos et al.   SENSORS

Estimation of vegetation fraction using RGB and multispectral images from UAV

(2018) Mariana de Jesús Marcial-Pablo et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Measurement and Calibration of Plant-Height from Fixed-Wing UAV Images

(2018) Xiongzhe Han et al.   SENSORS

Deep Learning with Unsupervised Data Labeling for Weed Detection in Line Crops in UAV Images

(2018) M Bah et al.   Remote Sensing

Predicting grain yield in rice using multi-temporal vegetation indices from UAV-based multispectral and digital imagery

(2017) X. Zhou et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

High-Throughput Phenotyping of Sorghum Plant Height Using an Unmanned Aerial Vehicle and Its Application to Genomic Prediction Modeling

(2017) Kakeru Watanabe et al.   Frontiers in Plant Science

Can crop simulation models be used to predict local to regional maize yields and total production in the U.S. Corn Belt?

(2016) Francisco J. Morell et al.   FIELD CROPS RESEARCH

Spatially downscaling sun-induced chlorophyll fluorescence leads to an improved temporal correlation with gross primary productivity

(2016) Gregory Duveiller et al.   REMOTE SENSING OF ENVIRONMENT

Genome-wide association mapping for seedling and field resistance to Puccinia striiformis f. sp. tritici in elite durum wheat

(2016) Weizhen Liu et al.   THEORETICAL AND APPLIED GENETICS

Association mapping of resistance to rice blast in upland field conditions

(2016) Louis-Marie Raboin et al.   Rice

Genome-Wide Association Mapping of Fusarium Head Blight Resistance in Wheat using Genotyping-by-Sequencing

(2016) Marcio P. Arruda et al.   Plant Genome

Unmanned Aerial Vehicles for High-Throughput Phenotyping and Agronomic Research

(2016) Yeyin Shi et al.   PLoS One

Assessing Optimal Flight Parameters for Generating Accurate Multispectral Orthomosaicks by UAV to Support Site-Specific Crop Management

(2015) Francisco-Javier Mesas-Carrascosa et al.   Remote Sensing

Field high-throughput phenotyping: the new crop breeding frontier

(2013) José Luis Araus et al.   TRENDS IN PLANT SCIENCE

The Unreasonable Effectiveness of Data

(2009) Alon Halevy et al.   IEEE INTELLIGENT SYSTEMS