Articles | Volume 12, issue 1
https://doi.org/10.5194/bg-12-163-2015
© Author(s) 2015. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
https://doi.org/10.5194/bg-12-163-2015
© Author(s) 2015. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Deploying four optical UAV-based sensors over grassland: challenges and limitations
S. K. von Bueren
Institute of Agriculture & Environment, Massey University, Palmerston North, New Zealand
A. Burkart
CORRESPONDING AUTHOR
Institute of Bio- and Geosciences, IBG-2: Plant Sciences, Forschungszentrum Jülich GmbH, Jülich, Germany
A. Hueni
Remote Sensing Laboratories, University of Zurich, Zurich, Switzerland
U. Rascher
Institute of Bio- and Geosciences, IBG-2: Plant Sciences, Forschungszentrum Jülich GmbH, Jülich, Germany
M. P. Tuohy
Institute of Agriculture & Environment, Massey University, Palmerston North, New Zealand
I. J. Yule
Institute of Agriculture & Environment, Massey University, Palmerston North, New Zealand
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Cited
119 citations as recorded by crossref.
- VARIABILIDADE ESPACIAL E TEMPORAL DO ÍNDICE VEGETAÇÃO MPRI APLICADO ÀS IMAGENS DE GRAMA SÃO CARLOS OBTIDAS POR AERONAVE REMOTAMENTE PILOTADA L. Gonçalves et al.
- Replacing Manual Rising Plate Meter Measurements with Low-cost UAV-Derived Sward Height Data in Grasslands for Spatial Monitoring G. Bareth & J. Schellberg
- Techniques, Answers, and Real-World UAV Implementations for Precision Farming A. Srivastava & J. Prakash
- Intercomparison of Unmanned Aerial Vehicle and Ground-Based Narrow Band Spectrometers Applied to Crop Trait Monitoring in Organic Potato Production M. Domingues Franceschini et al.
- UAV-Based Estimation of Carbon Exports from Heterogeneous Soil Landscapes—A Case Study from the CarboZALF Experimental Area M. Wehrhan et al.
- Optimizing the Timing of Unmanned Aerial Vehicle Image Acquisition for Applied Mapping of Woody Vegetation Species Using Feature Selection G. Weil et al.
- On the Use of Unmanned Aerial Systems for Environmental Monitoring S. Manfreda et al.
- SEAIS: Secure and Efficient Agricultural Image Storage Combining Blockchain and Satellite Networks H. Yang et al.
- A Back Propagation Neural Network-Based Radiometric Correction Method (BPNNRCM) for UAV Multispectral Image Y. Zhang et al.
- Identifying Urine Patches on Intensively Managed Grassland Using Aerial Imagery Captured From Remotely Piloted Aircraft Systems J. Maire et al.
- Spectral band selection for vegetation properties retrieval using Gaussian processes regression J. Verrelst et al.
- Estimation of Winter Wheat Above-Ground Biomass Using Unmanned Aerial Vehicle-Based Snapshot Hyperspectral Sensor and Crop Height Improved Models J. Yue et al.
- Soybean crop coverage estimation from NDVI images with different spatial resolution to evaluate yield variability in a plot A. de la Casa et al.
- Direct Reflectance Measurements from Drones: Sensor Absolute Radiometric Calibration and System Tests for Forest Reflectance Characterization T. Hakala et al.
- Calibration and Validation from Ground to Airborne and Satellite Level: Joint Application of Time-Synchronous Field Spectroscopy, Drone, Aircraft and Sentinel-2 Imaging P. Naethe et al.
- Chip-scale short-wavelength infrared InGaAs microspectrometer based on a linear variable optical filter J. Jeon et al.
- A Systematic Review of the Factors Influencing the Estimation of Vegetation Aboveground Biomass Using Unmanned Aerial Systems L. G. Poley & G. J. McDermid
- Low-cost unmanned aerial vehicle-based digital hemispherical photography for estimating leaf area index: a feasibility assessment L. Brown et al.
- Multicolor Fluorescence Imaging as a Candidate for Disease Detection in Plant Phenotyping M. Pérez-Bueno et al.
- Quantitative Remote Sensing at Ultra-High Resolution with UAV Spectroscopy: A Review of Sensor Technology, Measurement Procedures, and Data Correction Workflows H. Aasen et al.
- Using Unmanned Aerial Vehicles to assess the rehabilitation performance of open cut coal mines K. Johansen et al.
- A feature-supervised generative adversarial network for environmental monitoring during hazy days K. Wang et al.
- Generating 3D hyperspectral information with lightweight UAV snapshot cameras for vegetation monitoring: From camera calibration to quality assurance H. Aasen et al.
- Narrow-to-Broadband Conversion for Albedo Estimation on Urban Surfaces by UAV-Based Multispectral Camera X. Xu et al.
- Comparison of MEMS-Based and FOG-Based IMUs to Determine Sensor Pose on an Unmanned Aircraft System D. Gautam et al.
- Spatial and Temporal Pasture Biomass Estimation Integrating Electronic Plate Meter, Planet CubeSats and Sentinel-2 Satellite Data J. Gargiulo et al.
- Measuring fire severity using UAV imagery in semi-arid central Queensland, Australia P. McKenna et al.
- Small Unmanned Aerial Systems (sUAS) for environmental remote sensing: challenges and opportunities revisited P. Hardin et al.
- Reflectance calibration of UAV-based visible and near-infrared digital images acquired under variant altitude and illumination conditions L. Teixeira Crusiol et al.
- A Solar Trajectory Model for Multi-Spectral Image Correction of DOM from Long-Endurance UAV in Clear Sky S. Wu et al.
- Unmanned Aerial Vehicles in Agriculture: A Review of Perspective of Platform, Control, and Applications J. Kim et al.
- Advance control strategies using image processing, UAV and AI in agriculture: a review I. Syeda et al.
- Mini-Unmanned Aerial Vehicle-Based Remote Sensing: Techniques, applications, and prospects T. Xiang et al.
- An Approach for Route Optimization in Applications of Precision Agriculture Using UAVs K. Srivastava et al.
- 3D thermal volume mapping to assess the biological and physical characteristics of olive crops using remote sensing and photogrammetric methods N. Genzano & R. Colonna
- A Review of Applications and Communication Technologies for Internet of Things (IoT) and Unmanned Aerial Vehicle (UAV) Based Sustainable Smart Farming N. Islam et al.
- Mapping vegetation biophysical and biochemical properties using unmanned aerial vehicles-acquired imagery B. Lu et al.
- Role of Unmanned Aerial Systems for Natural Resource Management P. Mishra & A. Rai
- Spatiotemporal variations in alpine grassland quality and its response to climate change and grazing activity on the Qinghai-Tibet plateau T. Zhan et al.
- Commercial Off-the-Shelf Digital Cameras on Unmanned Aerial Vehicles for Multitemporal Monitoring of Vegetation Reflectance and NDVI E. Berra et al.
- The potential of UAV-borne spectral and textural information for predicting aboveground biomass and N fixation in legume-grass mixtures E. Grüner et al.
- The Time of Day Is Key to Discriminate Cultivars of Sugarcane upon Imagery Data from Unmanned Aerial Vehicle M. Barbosa Júnior et al.
- Using Ordinary Digital Cameras in Place of Near-Infrared Sensors to Derive Vegetation Indices for Phenology Studies of High Arctic Vegetation H. Anderson et al.
- Estimating seasonal fractional green and dead vegetation cover in rehabilitated ecosystems using drone remote sensing M. Noonan et al.
- A meta-analysis and review of unmanned aircraft system (UAS) imagery for terrestrial applications K. Singh & A. Frazier
- Comparison of leaf area index inversion for grassland vegetation through remotely sensed spectra by unmanned aerial vehicle and field-based spectroradiometer Z. Sha et al.
- Radiometric Correction of Multispectral UAS Images: Evaluating the Accuracy of the Parrot Sequoia Camera and Sunshine Sensor P. Olsson et al.
- A review on drone-based harmful algae blooms monitoring D. Wu et al.
- UAV LiDAR-based grassland biomass estimation for precision livestock management C. Hütt et al.
- High-Resolution Classification of South Patagonian Peat Bog Microforms Reveals Potential Gaps in Up-Scaled CH4 Fluxes by use of Unmanned Aerial System (UAS) and CIR Imagery J. Lehmann et al.
- Remote sensing of plant trait responses to field-based plant–soil feedback using UAV-based optical sensors B. van der Meij et al.
- Plasmonic mid-infrared photodetector with narrow trenches for reconstructive spectroscopy S. Yasunaga & T. Kan
- Classifying Reflectance Targets under Ambient Light Conditions Using Passive Spectral Measurements A. Hamidisepehr et al.
- Measurement of land surface temperature from oblique angle airborne thermal camera observations R. Byerlay et al.
- Drones in agriculture: A review and bibliometric analysis A. Rejeb et al.
- Teaching Remote Sensing Techniques With High-Quality, Low-Cost Sensors [Education] T. Schuettler et al.
- Spectroradiometric detection of competitor diatoms and the grazer Poteriochromonas in algal cultures T. Reichardt et al.
- Automatic Identification of Shrub-Encroached Grassland in the Mongolian Plateau Based on UAS Remote Sensing Y. Dong et al.
- A system of UAV application in indoor environment Y. Khosiawan & I. Nielsen
- Task scheduling system for UAV operations in indoor environment Y. Khosiawan et al.
- Detection of crop water status using UAV mounted sensor J. Coulombe et al.
- A low-cost UAV framework towards ornamental plant detection and counting in the wild E. Bayraktar et al.
- Variation of nutritive value, measured by proximal hyperspectral sensing, of herbage offered to grazing dairy cows F. Duranovich et al.
- The q-rung fuzzy LOPCOW-VIKOR model to assess the role of unmanned aerial vehicles for precision agriculture realization in the Agri-Food 4.0 era F. Ecer et al.
- Spectral Comparison of UAV-Based Hyper and Multispectral Cameras for Precision Viticulture S. Di Gennaro et al.
- Multi-temporal high-resolution imaging spectroscopy with hyperspectral 2D imagers – From theory to application H. Aasen & A. Bolten
- Rice Growth-Stage Recognition Based on Improved YOLOv8 with UAV Imagery W. Cai et al.
- Mapping biological soil crusts in a Hawaiian dryland E. Collier et al.
- UAV Remote Sensing Technology for Wheat Growth Monitoring in Precision Agriculture: Comparison of Data Quality and Growth Parameter Inversion J. Liu et al.
- Influence of tillage systems on soil physical properties, spectral response and yield of the bean crop R. Martins et al.
- Estimating Plant Traits of Grasslands from UAV-Acquired Hyperspectral Images: A Comparison of Statistical Approaches A. Capolupo et al.
- UAVs technology for the development of GUI based application for precision agriculture and environmental research K. Srivastava et al.
- Drone-Related Agrotechnologies for Precise Plant Protection in Western Balkans: Applications, Possibilities, and Legal Framework Limitations A. Ivezić et al.
- Technological opportunities for sensing of the health effects of weather and climate change: a state-of-the-art-review V. Anderson et al.
- Unmanned Aerial Vehicles in Smart Agriculture: Applications, Requirements, and Challenges P. Reddy Maddikunta et al.
- Plant Leaf Disease Detection, Classification, and Diagnosis Using Computer Vision and Artificial Intelligence: A Review A. Bhargava et al.
- Species classification using Unmanned Aerial Vehicle (UAV)-acquired high spatial resolution imagery in a heterogeneous grassland B. Lu & Y. He
- Hierarchical land cover and vegetation classification using multispectral data acquired from an unmanned aerial vehicle O. Ahmed et al.
- Unmanned Aerial System multispectral mapping for low and variable solar irradiance conditions: Potential of tensor decomposition S. Wang et al.
- Construction of an unmanned aerial vehicle remote sensing system for crop monitoring S. Jeong et al.
- Mapping field-scale soil organic carbon with unmanned aircraft system-acquired time series multispectral images L. Guo et al.
- Plasmonic photodetector with submicron grating for reconstructive spectroscopy of low-intensity broadband light Y. Kaneda et al.
- Radiometric and spectral comparison of inexpensive camera systems used for remote sensing C. Coburn et al.
- Pixel- and object-based multispectral classification of forest tree species from small unmanned aerial vehicles S. Franklin
- Bidirectional Reflectance Distribution Function Modeling Considerations in Small Unmanned Multispectral Systems R. Fischer et al.
- A Systematic Study of Estimating Potato N Concentrations Using UAV-Based Hyper- and Multi-Spectral Imagery J. Zhou et al.
- Multispectral UAV monitoring of submerged seaweed in shallow water Y. Taddia et al.
- Experimental Evaluation and Consistency Comparison of UAV Multispectral Minisensors H. Lu et al.
- Using Proximal Hyperspectral Sensing to Predict Herbage Nutritive Value for Dairy Farming F. Duranovich et al.
- State of Major Vegetation Indices in Precision Agriculture Studies Indexed in Web of Science: A Review D. Radočaj et al.
- Phenological analysis of unmanned aerial vehicle based time series of barley imagery with high temporal resolution A. Burkart et al.
- Predicting pasture biomass using a statistical model and machine learning algorithm implemented with remotely sensed imagery D. De Rosa et al.
- Emerging Technologies for Automation in Environmental Sensing: Review S. Borah et al.
- Drone-Based Monitoring and Mapping for LMO Confined Field Management under the Ministry of Environment S. Han et al.
- Task scheduling system for UAV operations in agricultural plant protection environment F. Sun et al.
- Airborne Hyperspectral Data Predict Fine-Scale Plant Species Diversity in Grazed Dry Grasslands T. Möckel et al.
- Drone Laser Scanning for Modeling Riverscape Topography and Vegetation: Comparison with Traditional Aerial Lidar J. Resop et al.
- A Fog Computing Framework for Intrusion Detection of Energy-Based Attacks on UAV-Assisted Smart Farming J. Sajid et al.
- Automatic Identification and Monitoring of Plant Diseases Using Unmanned Aerial Vehicles: A Review K. Neupane & F. Baysal-Gurel
- Estimating reed loss caused by Locusta migratoria manilensis using UAV-based hyperspectral data P. Song et al.
- Performance modeling and analysis of a UAV path planning and target detection in a UAV-based wireless sensor network P. Sun & A. Boukerche
- Modeling Mid-Season Rice Nitrogen Uptake Using Multispectral Satellite Data J. Brinkhoff et al.
- Assessing the accuracy of an infrared-converted drone camera with Orange-Cyan-NIR filter for vegetation and environmental monitoring A. Louw et al.
- Can nitrogen input mapping from aerial imagery improve nitrous oxide emissions estimates from grazed grassland? J. Maire et al.
- Optimizing Data Consistency in UAV Multispectral Imaging for Radiometric Correction and Sensor Conversion Models W. Yang et al.
- Cyberthreats and Security Measures in Drone-Assisted Agriculture K. Tychola & K. Rantos
- Quantifying Aboveground Biomass of Shrubs Using Spectral and Structural Metrics Derived from UAS Imagery L. Poley et al.
- Spectral-Based Classification of Plant Species Groups and Functional Plant Parts in Managed Permanent Grassland R. Britz et al.
- Examining the influence of bare soil UAV imagery combined with auxiliary datasets to estimate and map soil organic carbon distribution in an erosion-prone agricultural field J. Biney et al.
- Accurate Conversion of Land Surface Reflectance for Drone-Based Multispectral Remote Sensing Images Using a Solar Radiation Component Separation Approach H. Sun et al.
- Derivation of High Spatial Resolution Albedo from UAV Digital Imagery: Application over the Greenland Ice Sheet J. Ryan et al.
- Development of a Radiometric Calibration Method for Multispectral Images of Croplands Obtained with a Remote-Controlled Aerial System T. Shin et al.
- A pilot project combining multispectral proximal sensors and digital cameras for monitoring tropical pastures R. Handcock et al.
- A non-destructive method for rapid acquisition of grassland aboveground biomass for satellite ground verification using UAV RGB images H. Zhang et al.
- Error Budget for Geolocation of Spectroradiometer Point Observations from an Unmanned Aircraft System D. Gautam et al.
- The use of machine learning methods to estimate aboveground biomass of grasslands: A review T. Morais et al.
- Monitoring drought response and chlorophyll content in Quercus by consumer-grade, near-infrared (NIR) camera: a comparison with reflectance spectroscopy S. Raddi et al.
- Multispectral UAS Data Accuracy for Different Radiometric Calibration Methods A. Poncet et al.
- Rice Leaf Chlorophyll Content Estimation Using UAV-Based Spectral Images in Different Regions S. Ban et al.
119 citations as recorded by crossref.
- VARIABILIDADE ESPACIAL E TEMPORAL DO ÍNDICE VEGETAÇÃO MPRI APLICADO ÀS IMAGENS DE GRAMA SÃO CARLOS OBTIDAS POR AERONAVE REMOTAMENTE PILOTADA L. Gonçalves et al.
- Replacing Manual Rising Plate Meter Measurements with Low-cost UAV-Derived Sward Height Data in Grasslands for Spatial Monitoring G. Bareth & J. Schellberg
- Techniques, Answers, and Real-World UAV Implementations for Precision Farming A. Srivastava & J. Prakash
- Intercomparison of Unmanned Aerial Vehicle and Ground-Based Narrow Band Spectrometers Applied to Crop Trait Monitoring in Organic Potato Production M. Domingues Franceschini et al.
- UAV-Based Estimation of Carbon Exports from Heterogeneous Soil Landscapes—A Case Study from the CarboZALF Experimental Area M. Wehrhan et al.
- Optimizing the Timing of Unmanned Aerial Vehicle Image Acquisition for Applied Mapping of Woody Vegetation Species Using Feature Selection G. Weil et al.
- On the Use of Unmanned Aerial Systems for Environmental Monitoring S. Manfreda et al.
- SEAIS: Secure and Efficient Agricultural Image Storage Combining Blockchain and Satellite Networks H. Yang et al.
- A Back Propagation Neural Network-Based Radiometric Correction Method (BPNNRCM) for UAV Multispectral Image Y. Zhang et al.
- Identifying Urine Patches on Intensively Managed Grassland Using Aerial Imagery Captured From Remotely Piloted Aircraft Systems J. Maire et al.
- Spectral band selection for vegetation properties retrieval using Gaussian processes regression J. Verrelst et al.
- Estimation of Winter Wheat Above-Ground Biomass Using Unmanned Aerial Vehicle-Based Snapshot Hyperspectral Sensor and Crop Height Improved Models J. Yue et al.
- Soybean crop coverage estimation from NDVI images with different spatial resolution to evaluate yield variability in a plot A. de la Casa et al.
- Direct Reflectance Measurements from Drones: Sensor Absolute Radiometric Calibration and System Tests for Forest Reflectance Characterization T. Hakala et al.
- Calibration and Validation from Ground to Airborne and Satellite Level: Joint Application of Time-Synchronous Field Spectroscopy, Drone, Aircraft and Sentinel-2 Imaging P. Naethe et al.
- Chip-scale short-wavelength infrared InGaAs microspectrometer based on a linear variable optical filter J. Jeon et al.
- A Systematic Review of the Factors Influencing the Estimation of Vegetation Aboveground Biomass Using Unmanned Aerial Systems L. G. Poley & G. J. McDermid
- Low-cost unmanned aerial vehicle-based digital hemispherical photography for estimating leaf area index: a feasibility assessment L. Brown et al.
- Multicolor Fluorescence Imaging as a Candidate for Disease Detection in Plant Phenotyping M. Pérez-Bueno et al.
- Quantitative Remote Sensing at Ultra-High Resolution with UAV Spectroscopy: A Review of Sensor Technology, Measurement Procedures, and Data Correction Workflows H. Aasen et al.
- Using Unmanned Aerial Vehicles to assess the rehabilitation performance of open cut coal mines K. Johansen et al.
- A feature-supervised generative adversarial network for environmental monitoring during hazy days K. Wang et al.
- Generating 3D hyperspectral information with lightweight UAV snapshot cameras for vegetation monitoring: From camera calibration to quality assurance H. Aasen et al.
- Narrow-to-Broadband Conversion for Albedo Estimation on Urban Surfaces by UAV-Based Multispectral Camera X. Xu et al.
- Comparison of MEMS-Based and FOG-Based IMUs to Determine Sensor Pose on an Unmanned Aircraft System D. Gautam et al.
- Spatial and Temporal Pasture Biomass Estimation Integrating Electronic Plate Meter, Planet CubeSats and Sentinel-2 Satellite Data J. Gargiulo et al.
- Measuring fire severity using UAV imagery in semi-arid central Queensland, Australia P. McKenna et al.
- Small Unmanned Aerial Systems (sUAS) for environmental remote sensing: challenges and opportunities revisited P. Hardin et al.
- Reflectance calibration of UAV-based visible and near-infrared digital images acquired under variant altitude and illumination conditions L. Teixeira Crusiol et al.
- A Solar Trajectory Model for Multi-Spectral Image Correction of DOM from Long-Endurance UAV in Clear Sky S. Wu et al.
- Unmanned Aerial Vehicles in Agriculture: A Review of Perspective of Platform, Control, and Applications J. Kim et al.
- Advance control strategies using image processing, UAV and AI in agriculture: a review I. Syeda et al.
- Mini-Unmanned Aerial Vehicle-Based Remote Sensing: Techniques, applications, and prospects T. Xiang et al.
- An Approach for Route Optimization in Applications of Precision Agriculture Using UAVs K. Srivastava et al.
- 3D thermal volume mapping to assess the biological and physical characteristics of olive crops using remote sensing and photogrammetric methods N. Genzano & R. Colonna
- A Review of Applications and Communication Technologies for Internet of Things (IoT) and Unmanned Aerial Vehicle (UAV) Based Sustainable Smart Farming N. Islam et al.
- Mapping vegetation biophysical and biochemical properties using unmanned aerial vehicles-acquired imagery B. Lu et al.
- Role of Unmanned Aerial Systems for Natural Resource Management P. Mishra & A. Rai
- Spatiotemporal variations in alpine grassland quality and its response to climate change and grazing activity on the Qinghai-Tibet plateau T. Zhan et al.
- Commercial Off-the-Shelf Digital Cameras on Unmanned Aerial Vehicles for Multitemporal Monitoring of Vegetation Reflectance and NDVI E. Berra et al.
- The potential of UAV-borne spectral and textural information for predicting aboveground biomass and N fixation in legume-grass mixtures E. Grüner et al.
- The Time of Day Is Key to Discriminate Cultivars of Sugarcane upon Imagery Data from Unmanned Aerial Vehicle M. Barbosa Júnior et al.
- Using Ordinary Digital Cameras in Place of Near-Infrared Sensors to Derive Vegetation Indices for Phenology Studies of High Arctic Vegetation H. Anderson et al.
- Estimating seasonal fractional green and dead vegetation cover in rehabilitated ecosystems using drone remote sensing M. Noonan et al.
- A meta-analysis and review of unmanned aircraft system (UAS) imagery for terrestrial applications K. Singh & A. Frazier
- Comparison of leaf area index inversion for grassland vegetation through remotely sensed spectra by unmanned aerial vehicle and field-based spectroradiometer Z. Sha et al.
- Radiometric Correction of Multispectral UAS Images: Evaluating the Accuracy of the Parrot Sequoia Camera and Sunshine Sensor P. Olsson et al.
- A review on drone-based harmful algae blooms monitoring D. Wu et al.
- UAV LiDAR-based grassland biomass estimation for precision livestock management C. Hütt et al.
- High-Resolution Classification of South Patagonian Peat Bog Microforms Reveals Potential Gaps in Up-Scaled CH4 Fluxes by use of Unmanned Aerial System (UAS) and CIR Imagery J. Lehmann et al.
- Remote sensing of plant trait responses to field-based plant–soil feedback using UAV-based optical sensors B. van der Meij et al.
- Plasmonic mid-infrared photodetector with narrow trenches for reconstructive spectroscopy S. Yasunaga & T. Kan
- Classifying Reflectance Targets under Ambient Light Conditions Using Passive Spectral Measurements A. Hamidisepehr et al.
- Measurement of land surface temperature from oblique angle airborne thermal camera observations R. Byerlay et al.
- Drones in agriculture: A review and bibliometric analysis A. Rejeb et al.
- Teaching Remote Sensing Techniques With High-Quality, Low-Cost Sensors [Education] T. Schuettler et al.
- Spectroradiometric detection of competitor diatoms and the grazer Poteriochromonas in algal cultures T. Reichardt et al.
- Automatic Identification of Shrub-Encroached Grassland in the Mongolian Plateau Based on UAS Remote Sensing Y. Dong et al.
- A system of UAV application in indoor environment Y. Khosiawan & I. Nielsen
- Task scheduling system for UAV operations in indoor environment Y. Khosiawan et al.
- Detection of crop water status using UAV mounted sensor J. Coulombe et al.
- A low-cost UAV framework towards ornamental plant detection and counting in the wild E. Bayraktar et al.
- Variation of nutritive value, measured by proximal hyperspectral sensing, of herbage offered to grazing dairy cows F. Duranovich et al.
- The q-rung fuzzy LOPCOW-VIKOR model to assess the role of unmanned aerial vehicles for precision agriculture realization in the Agri-Food 4.0 era F. Ecer et al.
- Spectral Comparison of UAV-Based Hyper and Multispectral Cameras for Precision Viticulture S. Di Gennaro et al.
- Multi-temporal high-resolution imaging spectroscopy with hyperspectral 2D imagers – From theory to application H. Aasen & A. Bolten
- Rice Growth-Stage Recognition Based on Improved YOLOv8 with UAV Imagery W. Cai et al.
- Mapping biological soil crusts in a Hawaiian dryland E. Collier et al.
- UAV Remote Sensing Technology for Wheat Growth Monitoring in Precision Agriculture: Comparison of Data Quality and Growth Parameter Inversion J. Liu et al.
- Influence of tillage systems on soil physical properties, spectral response and yield of the bean crop R. Martins et al.
- Estimating Plant Traits of Grasslands from UAV-Acquired Hyperspectral Images: A Comparison of Statistical Approaches A. Capolupo et al.
- UAVs technology for the development of GUI based application for precision agriculture and environmental research K. Srivastava et al.
- Drone-Related Agrotechnologies for Precise Plant Protection in Western Balkans: Applications, Possibilities, and Legal Framework Limitations A. Ivezić et al.
- Technological opportunities for sensing of the health effects of weather and climate change: a state-of-the-art-review V. Anderson et al.
- Unmanned Aerial Vehicles in Smart Agriculture: Applications, Requirements, and Challenges P. Reddy Maddikunta et al.
- Plant Leaf Disease Detection, Classification, and Diagnosis Using Computer Vision and Artificial Intelligence: A Review A. Bhargava et al.
- Species classification using Unmanned Aerial Vehicle (UAV)-acquired high spatial resolution imagery in a heterogeneous grassland B. Lu & Y. He
- Hierarchical land cover and vegetation classification using multispectral data acquired from an unmanned aerial vehicle O. Ahmed et al.
- Unmanned Aerial System multispectral mapping for low and variable solar irradiance conditions: Potential of tensor decomposition S. Wang et al.
- Construction of an unmanned aerial vehicle remote sensing system for crop monitoring S. Jeong et al.
- Mapping field-scale soil organic carbon with unmanned aircraft system-acquired time series multispectral images L. Guo et al.
- Plasmonic photodetector with submicron grating for reconstructive spectroscopy of low-intensity broadband light Y. Kaneda et al.
- Radiometric and spectral comparison of inexpensive camera systems used for remote sensing C. Coburn et al.
- Pixel- and object-based multispectral classification of forest tree species from small unmanned aerial vehicles S. Franklin
- Bidirectional Reflectance Distribution Function Modeling Considerations in Small Unmanned Multispectral Systems R. Fischer et al.
- A Systematic Study of Estimating Potato N Concentrations Using UAV-Based Hyper- and Multi-Spectral Imagery J. Zhou et al.
- Multispectral UAV monitoring of submerged seaweed in shallow water Y. Taddia et al.
- Experimental Evaluation and Consistency Comparison of UAV Multispectral Minisensors H. Lu et al.
- Using Proximal Hyperspectral Sensing to Predict Herbage Nutritive Value for Dairy Farming F. Duranovich et al.
- State of Major Vegetation Indices in Precision Agriculture Studies Indexed in Web of Science: A Review D. Radočaj et al.
- Phenological analysis of unmanned aerial vehicle based time series of barley imagery with high temporal resolution A. Burkart et al.
- Predicting pasture biomass using a statistical model and machine learning algorithm implemented with remotely sensed imagery D. De Rosa et al.
- Emerging Technologies for Automation in Environmental Sensing: Review S. Borah et al.
- Drone-Based Monitoring and Mapping for LMO Confined Field Management under the Ministry of Environment S. Han et al.
- Task scheduling system for UAV operations in agricultural plant protection environment F. Sun et al.
- Airborne Hyperspectral Data Predict Fine-Scale Plant Species Diversity in Grazed Dry Grasslands T. Möckel et al.
- Drone Laser Scanning for Modeling Riverscape Topography and Vegetation: Comparison with Traditional Aerial Lidar J. Resop et al.
- A Fog Computing Framework for Intrusion Detection of Energy-Based Attacks on UAV-Assisted Smart Farming J. Sajid et al.
- Automatic Identification and Monitoring of Plant Diseases Using Unmanned Aerial Vehicles: A Review K. Neupane & F. Baysal-Gurel
- Estimating reed loss caused by Locusta migratoria manilensis using UAV-based hyperspectral data P. Song et al.
- Performance modeling and analysis of a UAV path planning and target detection in a UAV-based wireless sensor network P. Sun & A. Boukerche
- Modeling Mid-Season Rice Nitrogen Uptake Using Multispectral Satellite Data J. Brinkhoff et al.
- Assessing the accuracy of an infrared-converted drone camera with Orange-Cyan-NIR filter for vegetation and environmental monitoring A. Louw et al.
- Can nitrogen input mapping from aerial imagery improve nitrous oxide emissions estimates from grazed grassland? J. Maire et al.
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- Examining the influence of bare soil UAV imagery combined with auxiliary datasets to estimate and map soil organic carbon distribution in an erosion-prone agricultural field J. Biney et al.
- Accurate Conversion of Land Surface Reflectance for Drone-Based Multispectral Remote Sensing Images Using a Solar Radiation Component Separation Approach H. Sun et al.
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Saved (final revised paper)
Latest update: 29 Apr 2026
Short summary
Unmanned aerial vehicles (UAVs) equipped with optical sensors facilitate non-invasive, real-time vegetation analysis. To guarantee robust scientific analysis, protocols need to be developed and sensors must be compared to state-of-the-art instruments. Here we compare four UAV sensors (RGB, NIR, six-band, spectrometer) to evaluate their applicability for vegetation monitoring. By showing the opportunities and pitfalls of UAV-based sensing, we describe ways to gather sound scientific data.
Unmanned aerial vehicles (UAVs) equipped with optical sensors facilitate non-invasive, real-time...
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