Unmanned Aerial Vehicle Remote Sensing for Field-Based Crop Phenotyping: Current Status and Perspectives

Comparison of ground cover estimates from experiment plots in cotton, sorghum and sugarcane based on images and ortho-mosaics captured by UAV

(2017) Tao Duan et al.   FUNCTIONAL PLANT BIOLOGY

Field Scanalyzer: An automated robotic field phenotyping platform for detailed crop monitoring

(2017) Nicolas Virlet et al.   FUNCTIONAL PLANT BIOLOGY

Height estimation of sugarcane using an unmanned aerial system (UAS) based on structure from motion (SfM) point clouds

(2017) Carlos Henrique Wachholz De Souza et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A high-throughput stereo-imaging system for quantifying rape leaf traits during the seedling stage

(2017) Xiong Xiong et al.   Plant Methods

An image analysis pipeline for automated classification of imaging light conditions and for quantification of wheat canopy cover time series in field phenotyping

(2017) Kang Yu et al.   Plant Methods

Review of the Current State of UAV Regulations

(2017) Claudia Stöcker et al.   Remote Sensing

Monitoring of Wheat Growth Status and Mapping of Wheat Yield’s within-Field Spatial Variations Using Color Images Acquired from UAV-camera System

(2017) Mengmeng Du et al.   Remote Sensing

Using 3D Point Clouds Derived from UAV RGB Imagery to Describe Vineyard 3D Macro-Structure

(2017) Marie Weiss et al.   Remote Sensing

Accuracy Assessment of Digital Surface Models from Unmanned Aerial Vehicles’ Imagery on Glaciers

(2017) Saskia Gindraux et al.   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

Measuring leaf angle distribution in broadleaf canopies using UAVs

(2016) Brenden E. McNeil et al.   AGRICULTURAL AND FOREST METEOROLOGY

Remote estimation of canopy height and aboveground biomass of maize using high-resolution stereo images from a low-cost unmanned aerial vehicle system

(2016) Wang Li et al.   ECOLOGICAL INDICATORS

Evaluation of UAV imagery for mapping Silybum marianum weed patches

(2016) A. A. Tamouridou et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Comparison of Four Chemometric Techniques for Estimating Leaf Nitrogen Concentrations in Winter Wheat (Triticum Aestivum) Based on Hyperspectral Features

(2016) Zh. Li et al.   Journal of Applied Spectroscopy

A Comparison of UAV- and TLS-derived Plant Height for Crop Monitoring: Using Polygon Grids for the Analysis of Crop Surface Models (CSMs)

(2016) Georg Bareth et al.   Photogrammetrie Fernerkundung Geoinformation

Application of unmanned aerial systems for high throughput phenotyping of large wheat breeding nurseries

(2016) Atena Haghighattalab et al.   Plant Methods

Field phenotyping of water stress at tree scale by UAV-sensed imagery: new insights for thermal acquisition and calibration

(2016) David Gómez-Candón et al.   PRECISION AGRICULTURE

Machine Learning for High-Throughput Stress Phenotyping in Plants

(2016) Arti Singh et al.   TRENDS IN PLANT SCIENCE

Estimation of Energy Balance Components over a Drip-Irrigated Olive Orchard Using Thermal and Multispectral Cameras Placed on a Helicopter-Based Unmanned Aerial Vehicle (UAV)

(2016) Samuel Ortega-Farías et al.   Remote Sensing

High Throughput Field Phenotyping of Wheat Plant Height and Growth Rate in Field Plot Trials Using UAV Based Remote Sensing

(2016) Fenner Holman et al.   Remote Sensing

A Direct Comparison of Remote Sensing Approaches for High-Throughput Phenotyping in Plant Breeding

(2016) Maria Tattaris et al.   Frontiers in Plant Science

Unmanned Aerial Vehicles for High-Throughput Phenotyping and Agronomic Research

(2016) Yeyin Shi et al.   PLoS One

Multi-temporal imaging using an unmanned aerial vehicle for monitoring a sunflower crop

(2015) Francisco Agüera Vega et al.   BIOSYSTEMS ENGINEERING

Vineyard detection from unmanned aerial systems images

(2015) Lorenzo Comba et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Proximal hyperspectral sensing and data analysis approaches for field-based plant phenomics

(2015) K.R. Thorp et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Field-based crop phenotyping: Multispectral aerial imaging for evaluation of winter wheat emergence and spring stand

(2015) Sindhuja Sankaran et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

An automatic object-based method for optimal thresholding in UAV images: Application for vegetation detection in herbaceous crops

(2015) J. Torres-Sánchez et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Hyperspectral aerial imagery for detecting nitrogen stress in two potato cultivars

(2015) Tyler J. Nigon et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Airborne LiDAR technique for estimating biomass components of maize: A case study in Zhangye City, Northwest China

(2015) Wang Li et al.   ECOLOGICAL INDICATORS

Low-altitude, high-resolution aerial imaging systems for row and field crop phenotyping: A review

(2015) Sindhuja Sankaran et al.   EUROPEAN JOURNAL OF AGRONOMY

Image based phenotyping during winter: a powerful tool to assess wheat genetic variation in growth response to temperature

(2015) Christoph Grieder et al.   FUNCTIONAL PLANT BIOLOGY

Generation of Spectral–Temporal Response Surfaces by Combining Multispectral Satellite and Hyperspectral UAV Imagery for Precision Agriculture Applications

(2015) Caroline M. Gevaert et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Combining UAV-based plant height from crop surface models, visible, and near infrared vegetation indices for biomass monitoring in barley

(2015) Juliane Bendig et al.   International Journal of Applied Earth Observation and Geoinformation

Generating 3D hyperspectral information with lightweight UAV snapshot cameras for vegetation monitoring: From camera calibration to quality assurance

(2015) Helge Aasen et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Utilization of a high-throughput shoot imaging system to examine the dynamic phenotypic responses of a C4 cereal crop plant to nitrogen and water deficiency over time

(2015) E. H. Neilson et al.   JOURNAL OF EXPERIMENTAL BOTANY

Overview and Current Status of Remote Sensing Applications Based on Unmanned Aerial Vehicles (UAVs)

(2015) Gonzalo Pajares   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Remote, aerial phenotyping of maize traits with a mobile multi-sensor approach

(2015) Frank Liebisch et al.   Plant Methods

Unmanned aerial platform-based multi-spectral imaging for field phenotyping of maize

(2015) M Zaman-Allah et al.   Plant Methods

Automated characterization of flowering dynamics in rice using field-acquired time-series RGB images

(2015) Wei Guo et al.   Plant Methods

Quantification of rice canopy nitrogen balance index with digital imagery from unmanned aerial vehicle

(2015) Jinwen Li et al.   Remote Sensing Letters

Aboveground Biomass Estimation Using Structure from Motion Approach with Aerial Photographs in a Seasonal Tropical Forest

(2015) Tetsuji Ota et al.   Forests

Using High-Resolution Hyperspectral and Thermal Airborne Imagery to Assess Physiological Condition in the Context of Wheat Phenotyping

(2015) Victoria Gonzalez-Dugo et al.   Remote Sensing

Angular Dependency of Hyperspectral Measurements over Wheat Characterized by a Novel UAV Based Goniometer

(2015) Andreas Burkart et al.   Remote Sensing

Using UAV-Based Photogrammetry and Hyperspectral Imaging for Mapping Bark Beetle Damage at Tree-Level

(2015) Roope Näsi et al.   Remote Sensing

Evaluating Multispectral Images and Vegetation Indices for Precision Farming Applications from UAV Images

(2015) Sebastian Candiago et al.   Remote Sensing

Advanced phenotyping and phenotype data analysis for the study of plant growth and development

(2015) Md. Matiur Rahaman et al.   Frontiers in Plant Science

Estimating Plant Traits of Grasslands from UAV-Acquired Hyperspectral Images: A Comparison of Statistical Approaches

(2015) Alessandra Capolupo et al.   ISPRS International Journal of Geo-Information

Applicability and limitations of using the crop water stress index as an indicator of water deficits in citrus orchards

(2014) V. Gonzalez-Dugo et al.   AGRICULTURAL AND FOREST METEOROLOGY

Multi-temporal mapping of the vegetation fraction in early-season wheat fields using images from UAV

(2014) J. Torres-Sánchez et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Tree height quantification using very high resolution imagery acquired from an unmanned aerial vehicle (UAV) and automatic 3D photo-reconstruction methods

(2014) P.J. Zarco-Tejada et al.   EUROPEAN JOURNAL OF AGRONOMY

Unmanned aerial systems for photogrammetry and remote sensing: A review

(2014) I. Colomina et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Object-based spatiotemporal analysis of vine canopy vigor using an inexpensive unmanned aerial vehicle remote sensing system

(2014) Adam J. Mathews   Journal of Applied Remote Sensing

On the value of the phenotypes in the genomic era

(2014) O. Gonzalez-Recio et al.   JOURNAL OF DAIRY SCIENCE

Automatic identification of agricultural terraces through object-oriented analysis of very high resolution DSMs and multispectral imagery obtained from an unmanned aerial vehicle

(2014) R.A. Diaz-Varela et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Applications of Low Altitude Remote Sensing in Agriculture upon Farmers' Requests– A Case Study in Northeastern Ontario, Canada

(2014) Chunhua Zhang et al.   PLoS One

Applications of georeferenced high-resolution images obtained with unmanned aerial vehicles. Part I: Description of image acquisition and processing

(2014) R. Ballesteros et al.   PRECISION AGRICULTURE

A Review of Imaging Techniques for Plant Phenotyping

(2014) Lei Li et al.   SENSORS

Combined Spectral and Spatial Modeling of Corn Yield Based on Aerial Images and Crop Surface Models Acquired with an Unmanned Aircraft System

(2014) Jakob Geipel et al.   Remote Sensing

Estimating Biomass of Barley Using Crop Surface Models (CSMs) Derived from UAV-Based RGB Imaging

(2014) Juliane Bendig et al.   Remote Sensing

UAV Flight Experiments Applied to the Remote Sensing of Vegetated Areas

(2014) Esther Salamí et al.   Remote Sensing

Pheno-Copter: A Low-Altitude, Autonomous Remote-Sensing Robotic Helicopter for High-Throughput Field-Based Phenotyping

(2014) Scott Chapman et al.   Agronomy-Basel

Proximal Remote Sensing Buggies and Potential Applications for Field-Based Phenotyping

(2014) David Deery et al.   Agronomy-Basel

Developing and evaluating an aerial sensor platform (ASP) to collect multispectral data for deriving management decisions in precision farming

(2013) J. Link et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Comparison of two aerial imaging platforms for identification of Huanglongbing-infected citrus trees

(2013) Francisco Garcia-Ruiz et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Plant phenomics and high-throughput phenotyping: accelerating rice functional genomics using multidisciplinary technologies

(2013) Wanneng Yang et al.   CURRENT OPINION IN PLANT BIOLOGY

Estimating Radiation Interception in Heterogeneous Orchards Using High Spatial Resolution Airborne Imagery

(2013) M. L. Guillen-Climent et al.   IEEE Geoscience and Remote Sensing Letters

Characterization of Rice Paddies by a UAV-Mounted Miniature Hyperspectral Sensor System

(2013) Kuniaki Uto et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Yield Trends Are Insufficient to Double Global Crop Production by 2050

(2013) Deepak K. Ray et al.   PLoS One

Weed Mapping in Early-Season Maize Fields Using Object-Based Analysis of Unmanned Aerial Vehicle (UAV) Images

(2013) José Manuel Peña et al.   PLoS One

Assessing the accuracy of mosaics from unmanned aerial vehicle (UAV) imagery for precision agriculture purposes in wheat

(2013) D. Gómez-Candón et al.   PRECISION AGRICULTURE

Using high resolution UAV thermal imagery to assess the variability in the water status of five fruit tree species within a commercial orchard

(2013) V. Gonzalez-Dugo et al.   PRECISION AGRICULTURE

Relationships between net photosynthesis and steady-state chlorophyll fluorescence retrieved from airborne hyperspectral imagery

(2013) P.J. Zarco-Tejada et al.   REMOTE SENSING OF ENVIRONMENT

Next-generation phenotyping: requirements and strategies for enhancing our understanding of genotype–phenotype relationships and its relevance to crop improvement

(2013) Joshua N. Cobb et al.   THEORETICAL AND APPLIED GENETICS

Field high-throughput phenotyping: the new crop breeding frontier

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

Visualizing and Quantifying Vineyard Canopy LAI Using an Unmanned Aerial Vehicle (UAV) Collected High Density Structure from Motion Point Cloud

(2013) Adam Mathews et al.   Remote Sensing

Processing and Assessment of Spectrometric, Stereoscopic Imagery Collected Using a Lightweight UAV Spectral Camera for Precision Agriculture

(2013) Eija Honkavaara et al.   Remote Sensing

AB-QTL analysis reveals new alleles associated to proline accumulation and leaf wilting under drought stress conditions in barley (Hordeum vulgare L.)

(2012) Mohammed A Sayed et al.   BMC GENETICS

RETRACTED: Use of digital photography from unmanned aerial vehicles for estimation of leaf area index in onion (Allium cepa L.)

(2012) J.I. Córcoles et al.   EUROPEAN JOURNAL OF AGRONOMY

Field-based phenomics for plant genetics research

(2012) Jeffrey W. White et al.   FIELD CROPS RESEARCH

Assessment of vineyard water status variability by thermal and multispectral imagery using an unmanned aerial vehicle (UAV)

(2012) Javier Baluja et al.   IRRIGATION SCIENCE

Testing the Radiometric Performance of Digital Photogrammetric Images: Vicarious vs. Laboratory Calibration on the Leica ADS40, a Study in Spain

(2012) David Hernández-López et al.   Photogrammetrie Fernerkundung Geoinformation

Mapping radiation interception in row-structured orchards using 3D simulation and high-resolution airborne imagery acquired from a UAV

(2012) M. L. Guillen-Climent et al.   PRECISION AGRICULTURE

Application of low altitude remote sensing (LARS) platform for monitoring crop growth and weed infestation in a soybean plantation

(2012) Grianggai Samseemoung et al.   PRECISION AGRICULTURE

A light-weight multi-spectral aerial imaging system for nitrogen crop monitoring

(2012) V. Lebourgeois et al.   PRECISION AGRICULTURE

The application of small unmanned aerial systems for precision agriculture: a review

(2012) Chunhua Zhang et al.   PRECISION AGRICULTURE

Development of a UAV-LiDAR System with Application to Forest Inventory

(2012) Luke Wallace et al.   Remote Sensing

An Automated Technique for Generating Georectified Mosaics from Ultra-High Resolution Unmanned Aerial Vehicle (UAV) Imagery, Based on Structure from Motion (SfM) Point Clouds

(2012) Darren Turner et al.   Remote Sensing

Development of a low-cost agricultural remote sensing system based on an autonomous unmanned aerial vehicle (UAV)

(2011) Haitao Xiang et al.   BIOSYSTEMS ENGINEERING

Small-Scale Unmanned Aerial Vehicles in Environmental Remote Sensing: Challenges and Opportunities

(2011) Perry J. Hardin et al.   GIScience & Remote Sensing

Oil palm pest infestation monitoring and evaluation by helicopter-mounted, low altitude remote sensing platform

(2011) Grianggai Samseemoung   Journal of Applied Remote Sensing

Fluorescence, temperature and narrow-band indices acquired from a UAV platform for water stress detection using a micro-hyperspectral imager and a thermal camera

(2011) P.J. Zarco-Tejada et al.   REMOTE SENSING OF ENVIRONMENT

Phenomics – technologies to relieve the phenotyping bottleneck

(2011) Robert T. Furbank et al.   TRENDS IN PLANT SCIENCE

Multispectral Remote Sensing from Unmanned Aircraft: Image Processing Workflows and Applications for Rangeland Environments

(2011) Andrea S. Laliberte et al.   Remote Sensing

Quantifying genetic effects of ground cover on soil water evaporation using digital imaging

(2010) Daniel J. Mullan et al.   FUNCTIONAL PLANT BIOLOGY

Comparisons of Two Hand-Held, Multispectral Field Radiometers and a Hyperspectral Airborne Imager in Terms of Predicting Spring Wheat Grain Yield and Quality by Means of Powered Partial Least Squares Regression

(2010) Stein Ivar Øvergaard et al.   JOURNAL OF NEAR INFRARED SPECTROSCOPY

Acquisition of NIR-Green-Blue Digital Photographs from Unmanned Aircraft for Crop Monitoring

(2010) E. Raymond Hunt et al.   Remote Sensing

Design and First Results of an UAV-Borne L-Band Radiometer for Multiple Monitoring Purposes

(2010) Rene Acevo-Herrera et al.   Remote Sensing

Providing an archaeological bird's-eye view – an overall picture of ground-based means to execute low-altitude aerial photography (LAAP) in Archaeology

(2009) Geert J. J. Verhoeven   Archaeological Prospection

Thermal infrared imaging of crop canopies for the remote diagnosis and quantification of plant responses to water stress in the field

(2009) Hamlyn G. Jones et al.   FUNCTIONAL PLANT BIOLOGY

Thermal and Narrowband Multispectral Remote Sensing for Vegetation Monitoring From an Unmanned Aerial Vehicle

(2009) J. Berni et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Mapping crop ground cover using airborne multispectral digital imagery

(2009) Nithya Rajan et al.   PRECISION AGRICULTURE

Modelling PRI for water stress detection using radiative transfer models

(2009) L. Suárez et al.   REMOTE SENSING OF ENVIRONMENT

Mapping canopy conductance and CWSI in olive orchards using high resolution thermal remote sensing imagery

(2009) J.A.J. Berni et al.   REMOTE SENSING OF ENVIRONMENT

Assessment of Unmanned Aerial Vehicles Imagery for Quantitative Monitoring of Wheat Crop in Small Plots

(2008) Camille Lelong et al.   SENSORS