Applications of UAV Thermal Imagery in Precision Agriculture: State of the Art and Future Research Outlook

Individual Grapevine Analysis in a Multi-Temporal Context Using UAV-Based Multi-Sensor Imagery

(2020) Luís Pádua et al.   Remote Sensing

Assessment of Multi-Image Unmanned Aerial Vehicle Based High-Throughput Field Phenotyping of Canopy Temperature

(2020) Gregor Perich et al.   Frontiers in Plant Science

A Review of Current and Potential Applications of Remote Sensing to Study the Water Status of Horticultural Crops

(2020) Deepak Gautam et al.   Agronomy-Basel

Overall results and key findings on the use of UAV visible-color, multispectral, and thermal infrared imagery to map agricultural drainage pipes

(2020) Barry Allred et al.   AGRICULTURAL WATER MANAGEMENT

Yield estimation in cotton using UAV-based multi-sensor imagery

(2020) Aijing Feng et al.   BIOSYSTEMS ENGINEERING

A compilation of UAV applications for precision agriculture

(2020) Panagiotis Radoglou-Grammatikis et al.   Computer Networks

Impact of camera focal length and sUAS flying altitude on spatial crop canopy temperature evaluation

(2020) H.S. Sangha et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Multi-Sensor UAV Application for Thermal Analysis on a Dry-Stone Terraced Vineyard in Rural Tuscany Landscape

(2019) Grazia Tucci et al.   ISPRS International Journal of Geo-Information

Challenges and Best Practices for Deriving Temperature Data from an Uncalibrated UAV Thermal Infrared Camera

(2019) Julia Kelly et al.   Remote Sensing

Comparison of Satellite and UAV-Based Multispectral Imagery for Vineyard Variability Assessment

(2019) Aleem Khaliq et al.   Remote Sensing

UAV-Based High Resolution Thermal Imaging for Vegetation Monitoring, and Plant Phenotyping Using ICI 8640 P, FLIR Vue Pro R 640, and thermoMap Cameras

(2019) Vasit Sagan et al.   Remote Sensing

Simplified Evaluation of Cotton Water Stress Using High Resolution Unmanned Aerial Vehicle Thermal Imagery

(2019) Jiang Bian et al.   Remote Sensing

Challenges and Future Perspectives of Multi-/Hyperspectral Thermal Infrared Remote Sensing for Crop Water-Stress Detection: A Review

(2019) Max Gerhards et al.   Remote Sensing

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

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

Use of thermal imaging to detect evaporative cooling in coniferous and broadleaved tree species of the Mediterranean maquis

(2019) Omri Lapidot et al.   AGRICULTURAL AND FOREST METEOROLOGY

Current and potential capabilities of UAS for crop water productivity in precision agriculture

(2019) G.I. Ezenne et al.   AGRICULTURAL WATER MANAGEMENT

Mapping subsurface tile drainage systems with thermal images

(2019) Dong Kook Woo et al.   AGRICULTURAL WATER MANAGEMENT

Vineyard Variability Analysis through UAV-Based Vigour Maps to Assess Climate Change Impacts

(2019) Luís Pádua et al.   Agronomy-Basel

Agricultural drainage tile surveying using an unmanned aircraft vehicle paired with Real-Time Kinematic positioning—A case study

(2019) Robert Freeland et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Monitoring plant diseases and pests through remote sensing technology: A review

(2019) Jingcheng Zhang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A methodology based on GEOBIA and WorldView-3 imagery to derive vegetation indices at tree crown detail in olive orchards

(2019) Francesco Solano et al.   International Journal of Applied Earth Observation and Geoinformation

UAV-based thermal imaging in the assessment of water status of soybean plants

(2019) Luís Guilherme Teixeira Crusiol et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Maize Canopy Temperature Extracted From UAV Thermal and RGB Imagery and Its Application in Water Stress Monitoring

(2019) Liyuan Zhang et al.   Frontiers in Plant Science

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

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

High-Throughput Phenotyping of Indirect Traits for Early-Stage Selection in Sugarcane Breeding

(2019) Sijesh Natarajan et al.   Remote Sensing

Estimates of rice lodging using indices derived from UAV visible and thermal infrared images

(2018) Tao Liu et al.   AGRICULTURAL AND FOREST METEOROLOGY

Effective and efficient agricultural drainage pipe mapping with UAS thermal infrared imagery: A case study

(2018) Barry Allred et al.   AGRICULTURAL WATER MANAGEMENT

Linking thermal imaging and soil remote sensing to enhance irrigation management of sugar beet

(2018) L. Quebrajo et al.   BIOSYSTEMS ENGINEERING

Estimation of Water Stress in Grapevines Using Proximal and Remote Sensing Methods

(2018) Alessandro Matese et al.   Remote Sensing

Drift Correction of Lightweight Microbolometer Thermal Sensors On-Board Unmanned Aerial Vehicles

(2018) Francisco-Javier Mesas-Carrascosa et al.   Remote Sensing

On the Use of Unmanned Aerial Systems for Environmental Monitoring

(2018) Salvatore Manfreda et al.   Remote Sensing

Analysis of Airborne Optical and Thermal Imagery for Detection of Water Stress Symptoms

(2018) Max Gerhards et al.   Remote Sensing

Delineation of tile-drain networks using thermal and multispectral imagery—Implications for water quantity and quality differences from paired edge-of-field sites

(2018) T.N. Williamson et al.   JOURNAL OF SOIL AND WATER CONSERVATION

Perspectives for Remote Sensing with Unmanned Aerial Vehicles in Precision Agriculture

(2018) Wouter H. Maes et al.   TRENDS IN PLANT SCIENCE

Monitoring of crop fields using multispectral and thermal imagery from UAV

(2018) Paulina Lyubenova Raeva et al.   European Journal of Remote Sensing

Unmanned Aerial System (UAS)-based phenotyping of soybean using multi-sensor data fusion and extreme learning machine

(2017) Maitiniyazi Maimaitijiang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Abandonment of Traditional Terraced Landscape: A Change Detection Approach (A Case Study in Costa Viola - Calabria, Italy)

(2017) Giuseppe Modica et al.   LAND DEGRADATION & DEVELOPMENT

Evaluating the performance of xanthophyll, chlorophyll and structure-sensitive spectral indices to detect water stress in five fruit tree species

(2017) C. Ballester et al.   PRECISION AGRICULTURE

Multisensor approach to assess vineyard thermal dynamics combining high-resolution unmanned aerial vehicle (UAV) remote sensing and wireless sensor network (WSN) proximal sensing

(2017) Salvatore Filippo Di Gennaro et al.   SCIENTIA HORTICULTURAE

Uncooled Thermal Camera Calibration and Optimization of the Photogrammetry Process for UAV Applications in Agriculture

(2017) Krishna Ribeiro-Gomes et al.   SENSORS

Preliminary Study of UAS Equipped with Thermal Camera for Volcanic Geothermal Monitoring in Taiwan

(2017) Shih-Hong Chio et al.   SENSORS

Preliminary considerations about costs and potential market of remote sensing from UAV in the Italian viticulture context

(2017) E. Borgogno Mondino et al.   European Journal of Remote Sensing

Optimizing the Processing of UAV-Based Thermal Imagery

(2017) Wouter Maes et al.   Remote Sensing

Adaptive Estimation of Crop Water Stress in Nectarine and Peach Orchards Using High-Resolution Imagery from an Unmanned Aerial Vehicle (UAV)

(2017) Suyoung Park et al.   Remote Sensing

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

(2017) Guijun Yang et al.   Frontiers in Plant Science

UAV-Based Thermal Imaging for High-Throughput Field Phenotyping of Black Poplar Response to Drought

(2017) Riccardo Ludovisi et al.   Frontiers in Plant Science

A new wet reference target method for continuous infrared thermography of vegetations

(2016) Wouter H. Maes et al.   AGRICULTURAL AND FOREST METEOROLOGY

Water stress detection in potato plants using leaf temperature, emissivity, and reflectance

(2016) Max Gerhards et al.   International Journal of Applied Earth Observation and Geoinformation

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

A cost-effective canopy temperature measurement system for precision agriculture: a case study on sugar beet

(2016) J. Martínez et al.   PRECISION AGRICULTURE

Mapping water status based on aerial thermal imagery: comparison of methodologies for upscaling from a single leaf to commercial fields

(2016) Y. Cohen et al.   PRECISION AGRICULTURE

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-Resolution NDVI from Planet’s Constellation of Earth Observing Nano-Satellites: A New Data Source for Precision Agriculture

(2016) Rasmus Houborg et al.   Remote Sensing

Airborne Thermal Imagery to Detect the Seasonal Evolution of Crop Water Status in Peach, Nectarine and Saturn Peach Orchards

(2016) Joaquim Bellvert et al.   Remote Sensing

UAVs challenge to assess water stress for sustainable agriculture

(2015) J. Gago et al.   AGRICULTURAL WATER MANAGEMENT

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

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

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

(2015) Gonzalo Pajares   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Determining the Leaf Emissivity of Three Crops by Infrared Thermometry

(2015) Chiachung Chen   SENSORS

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

Uncooled Infrared Microbolometer Arrays and their Characterisation Techniques

(2014) R. Bhan et al.   DEFENCE SCIENCE JOURNAL

Crop water stress index derived from multi-year ground and aerial thermal images as an indicator of potato water status

(2014) Ronit Rud et al.   PRECISION AGRICULTURE

Spatial Co-Registration of Ultra-High Resolution Visible, Multispectral and Thermal Images Acquired with a Micro-UAV over Antarctic Moss Beds

(2014) Darren Turner et al.   Remote Sensing

Scaling of Thermal Images at Different Spatial Resolution: The Mixed Pixel Problem

(2014) Hamlyn Jones et al.   Agronomy-Basel

An insight to the performance of crop water stress index for olive trees

(2013) N. Agam et al.   AGRICULTURAL WATER MANAGEMENT

Thermography to explore plant–environment interactions

(2013) J. Miguel Costa et al.   JOURNAL OF EXPERIMENTAL BOTANY

An Intercomparison of Drought Indicators Based on Thermal Remote Sensing and NLDAS-2 Simulations with U.S. Drought Monitor Classifications

(2013) Martha C. Anderson et al.   JOURNAL OF HYDROMETEOROLOGY

Thermal cameras and applications: a survey

(2013) Rikke Gade et al.   MACHINE VISION AND APPLICATIONS

Mapping crop water stress index in a ‘Pinot-noir’ vineyard: comparing ground measurements with thermal remote sensing imagery from an unmanned aerial vehicle

(2013) J. Bellvert 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

A PRI-based water stress index combining structural and chlorophyll effects: Assessment using diurnal narrow-band airborne imagery and the CWSI thermal index

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

High-resolution airborne hyperspectral and thermal imagery for early detection of Verticillium wilt of olive using fluorescence, temperature and narrow-band spectral indices

(2013) R. Calderón et al.   REMOTE SENSING OF ENVIRONMENT

A survey and assessment of the capabilities of Cubesats for Earth observation

(2012) Daniel Selva et al.   ACTA ASTRONAUTICA

Usefulness of thermography for plant water stress detection in citrus and persimmon trees

(2012) C. Ballester et al.   AGRICULTURAL AND FOREST METEOROLOGY

Thermal drift compensation method for microbolometer thermal cameras

(2012) Robert Olbrycht et al.   APPLIED OPTICS

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

(2012) Javier Baluja et al.   IRRIGATION SCIENCE

Estimating evapotranspiration and drought stress with ground-based thermal remote sensing in agriculture: a review

(2012) W. H. Maes et al.   JOURNAL OF EXPERIMENTAL BOTANY

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

(2012) Chunhua Zhang et al.   PRECISION AGRICULTURE

Determining the emissivity of the leaves of nine horticultural crops by means of infrared thermography

(2012) A. López et al.   SCIENTIA HORTICULTURAE

Monitoring stomatal conductance of Jatropha curcas seedlings under different levels of water shortage with infrared thermography

(2011) W.H. Maes et al.   AGRICULTURAL AND FOREST METEOROLOGY

Almond tree canopy temperature reveals intra-crown variability that is water stress-dependent

(2011) V. Gonzalez-Dugo et al.   AGRICULTURAL AND FOREST METEOROLOGY

Use of thermography for high throughput phenotyping of tropical maize adaptation in water stress

(2011) Giuseppe Romano et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Does energy dissipation increase with ecosystem succession? Testing the ecosystem exergy theory combining theoretical simulations and thermal remote sensing observations

(2011) W.H. Maes et al.   ECOLOGICAL MODELLING

A ‘missing’ family of classical orthogonal polynomials

(2011) Luc Vinet et al.   Journal of Physics A-Mathematical and Theoretical

Measurement of Thermal Behavior of Detector Array Surface with the Use of Microscopic Thermal Camera

(2011) Grzegorz Bieszczad et al.   Metrology and Measurement Systems

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

Sensing technologies for precision specialty crop production

(2010) W.S. Lee et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Partitioning of assimilates to deeper roots is associated with cooler canopies and increased yield under drought in wheat

(2010) Marta S. Lopes et al.   FUNCTIONAL PLANT BIOLOGY

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

Evaluation of different approaches for estimating and mapping crop water status in cotton with thermal imaging

(2009) V. Alchanatis et al.   PRECISION AGRICULTURE

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

Crop water stress index is a sensitive water stress indicator in pistachio trees

(2008) L. Testi et al.   IRRIGATION SCIENCE