Bibliographie

Une sélection de publications scientifiques (open access) concernant le phénotypage par drone, et des thèmes associés
A selection of scientific publications (open access) on drone phenotyping and related topics

2025

Field Rice Growth Monitoring and Fertilization Management Based on UAV Spectral and Deep Image Feature Fusion (April 2025)

Drone-based dataset of annotated sunflower images from Bangladesh (Mar 2025)

Prediction of sugar beet yield and quality parameters using Stacked-LSTM model with pre-harvest UAV time series data and meteorological factors (Mar 2025)

Estimation of Silage Maize Plant Moisture Content Based on UAV Multispectral Data and Ensemble Learning Methods (Mar 2025)

Vision-based automatic fruit counting with UAV (Mar 2025)

Geostatistical Approach and Drone Image Analysis of the Spatial Distribution of Bacterial Leaf Blight in Rice Plants (Feb 2025)

Monitoring Maize Growth Using a Model for Objective Weight Assignment Based on Multispectral Data From UAV (Mar 2025)

Multi-scale remote sensing for sustainable citrus farming: Predicting canopy nitrogen content using UAV-satellite data fusion (Mar 2025)

A practical guide to UAV-based weed identification in soybean: Comparing RGB and multispectral sensor performance (Mar 2025)

Optical leaf area assessment supports chlorophyll estimation from UAV images (Mar 2025)

Characterization of N variations in different organs of winter wheat and mapping NUE using low altitude UAV-based remote sensing (Mar 2025)

Assessment of the Maize Crop Water Stress Index (CWSI) Using Drone-Acquired Data Across Different Phenological Stages (Mar 2025)

Detecting Changes in Soil Fertility Properties Using Multispectral UAV Images and Machine Learning in Central Peru (Mar 2025)

Estimating Stratified Biomass in Cotton Fields Using UAV Multispectral Remote Sensing and Machine Learning (Mar 2025)

A Novel Approach for Maize Straw Type Recognition Based on UAV Imagery Integrating Height, Shape, and Spectral Information (Feb 2025)

Estimating Canopy Chlorophyll Content of Potato Using Machine Learning and Remote Sensing (Feb 2025)

UAV-based rice aboveground biomass estimation using a random forest model with multi-organ feature selection (Feb 2025)

UAV-Based Remote Sensing Monitoring of Maize Growth Using Comprehensive Indices (Feb 2025)

Nitrogen Fertilizer Effects on Hemp Biomass Production Detected by Drone-based Spectral Imaging (Feb 2025)

Using UAV-based multispectral images and CGS-YOLO algorithm to distinguish maize seeding from weed (Feb 2025)

Precise Drought Threshold Monitoring in Winter Wheat Different Growth Periods Using a Multispectral Unmanned Aerial Vehicle (Feb 2025)

Identification of optimal phenological periods for summer maize yield prediction using UAV-based multispectral data (Feb 2025)

Early Detection of Sugar Beet Cercospora Leaf Spot Disease Using Machine Learning-Assisted Thermal Image Processing Method (Feb 2025)

Estimation Model of Corn Leaf Area Index Based on Improved CNN (Feb 2025)

Combining machine learning with UAV derived multispectral aerial images for wheat yield prediction, in southern Brazil (Feb 2025)

Mapping of insect pest infestation for precision agriculture: A UAV-based multispectral imaging and deep learning techniques (Feb 2025)

Drone and handheld sensors for hemp: Evaluating NDVI and NDRE in relation to nitrogen application and crop yield (Feb 2025)

Latent detection of anthracnose on strawberry crop using multi-spectral imaging (Feb 2025)

Precision Agriculture: Temporal and Spatial Modeling of Wheat Canopy Spectral Characteristics (Feb 2025)

Digital technologies for water use and management in agriculture: Recent applications and future outlook (Feb 2025)

Inversion of Soil Moisture Content in Silage Corn Root Zones Based on UAV Remote Sensing (Feb 2025)

Algorithms for Plant Monitoring Applications: A Comprehensive Review (Feb 2025)

Remote sensing-based maize growth process parameters revel the maize yield: a comparison of field-and regional-scale (Feb 2025)

Assessing canopy temperature responses to nitrogen fertilisation in South Indian crops using UAV-based thermal sensing (Feb 2025)

Integration of UAV Multispectral Remote Sensing and Random Forest for Full-Growth Stage Monitoring of Wheat Dynamics (Feb 2025)

Framework for Smartphone-based Grape Detection and Vineyard Management using UAV-Trained AI (Feb 2025)

Inversion of Leaf Chlorophyll Content in Different Growth Periods of Maize Based on Multi-Source Data from “Sky–Space–Ground” (Feb 2025)

Estimating Leaf Nitrogen Accumulation Considering Vertical Heterogeneity Using Multiangular Unmanned Aerial Vehicle Remote Sensing in Wheat (Jan 2025)

Aerial remote sensing system to control pathogens and diseases in broccoli crops with the use of artificial vision (Jan 2025)

Characterization of Hazelnut Trees in Open Field Through High-Resolution UAV-Based Imagery and Vegetation Indices (Jan 2025)

Enhancing model performance through date fusion in multispectral and RGB image-based field phenotyping of wheat grain yield (Jan 2025)

UAV Remote Sensing Technology for Wheat Growth Monitoring in Precision Agriculture: Comparison of Data Quality and Growth Parameter Inversion (Jan 2025)

Improvement of Citrus Yield Prediction Using UAV Multispectral Images and the CPSO Algorithm (Jan 2025)

Monitoring Yield and Quality of Forages and Grassland in the View of Precision Agriculture Applications—A Review (Jan 2025)

Monitoring the Maize Canopy Chlorophyll Content Using Discrete Wavelet Transform Combined with RGB Feature Fusion (Jan 2025)

Plant Height Estimation in Corn Fields Based on Column Space Segmentation Algorithm (Jan 2025)

A study on optimal input images for rice yield prediction models using CNN with UAV imagery and its reasoning using explainable AI (Jan 2025)

Remote Sensing-Assisted Estimation of Water Use in Apple Orchards with Permanent Living Mulch (Jan 2025)

Unmanned-Aerial-Vehicle-Based Multispectral Monitoring of Nitrogen Content in Canopy Leaves of Processed Tomatoes (Jan 2025)

Mapping Spatial Variability of Sugarcane Foliar Nitrogen, Phosphorus, Potassium and Chlorophyll Concentrations Using Remote Sensing (Jan 2025)

2024

Drone imagery dataset for early-season weed classification in maize and tomato crops (Dec 2024)

Field-scale UAV-based multispectral phenomics: Leveraging machine learning, explainable AI, and hybrid feature engineering for enhancements in potato phenotyping (Dec 2024)

Rice Yield Estimation Based on Cumulative Time Series Vegetation Indices of UAV MS and RGB Images (Dec 2024)

EXAMINATION OF RED CLOVER OPTIMUM HARVESTING STATUS IN SEED PRODUCTION WITH UNMANNED AERIAL SYSTEMS (UAS) (Dec 2024)

Data Preprocessing Pipeline for UAS Imagery in Agriculture (Thesis 2024)

Coconut Palm Tree Counting on Drone Images with Deep Object Detection and Synthetic Training Data (Dec 2024)

Nitrogen Fertilizer Placement and Rate Impacts Sunflower Seed Yield, Oil and Protein Content (Thesis 2024)

DSCONV-GAN: a UAV-BASED model for Verticillium Wilt disease detection in Chinese cabbage in complex growing environments (Dec 2024)

Optimizing machine learning models for wheat yield estimation using a comprehensive UAV dataset (Dec 2024)

Precision assessment of rice grain moisture content using UAV multispectral imagery and machine learning (Dec 2024)

Dataset of aerial photographs acquired with UAV using a multispectral (green, red and near-infrared) camera for cherry tomato (Solanum lycopersicum var. cerasiforme) monitoring (Dec 2024)

NDVI Estimation Throughout the Whole Growth Period of Multi-Crops Using RGB Images and Deep Learning (Dec 2024)

High throughput phenotyping in soybean breeding using RGB image vegetation indices based on drone (Dec 2024)

Drone-Based Multi-spectral Pipeline for Detecting Abnormal Potato Strains in the Field (Dec 2024)

Suitable vegetation indices for predicting sugarcane Brix content in the field (Dec 2024)

UAV-Multispectral Based Maize Lodging Stress Assessment with Machine and Deep Learning Methods (Dec 2024)

Will drones in plant protection reduce the use of chemical pesticides? (Dec 2024)

Unmanned aerial vehicle phenotyping of agronomic and physiological traits in mungbean (Dec 2024)

Suitable vegetation indices for predicting sugarcane Brix content in the field (Dec 2024)

Using Data-Driven Computer Vision Techniques to Improve Wheat Yield Prediction (Dec 2024)

Autonomous Yield Estimation System for Small Commercial Orchards Using UAV and AI (Dec 2024)

From images to loci: Applying 3D deep learning to enable multivariate and multi-temporal digital phenotyping and mapping genetics underlying nitrogen use efficiency in wheat (Dec 2024)

Plant-level prediction of potato yield using machine learning and unmanned aerial vehicle (UAV) multispectral imagery (Nov 2024)

Automating grapevine LAI features estimation with UAV imagery and machine learning (Nov 2024)

Detecting Environmental Stress In Agriculture Using Satellite Imagery And Spectral Indices (Nov 2024)

Artificial Intelligence Applied to Support Agronomic Decisions for the Automatic Aerial Analysis Images Captured by UAV: A Systematic Review (Nov 2024)

Assessing Weed Canopy Cover in No-Till and Conventional Tillage Plots in Winter Wheat Production Using Drone Data (Nov 2024)

UAV multispectral remote sensing for agriculture: A comparative study of radiometric correction methods under varying illumination conditions (Nov 2024)

Analysis of Growth Variation in Maize Leaf Area Index Based on Time-Series Multispectral Images and Random Forest Models (Nov 2024)

Accurate Prediction of 327 Rice Variety Growth Period Based on Unmanned Aerial Vehicle Multispectral Remote Sensing (Nov 2024)

Assessment of UAV-Based Deep Learning for Corn Crop Analysis in Midwest Brazil (Nov 2024)

Combining UAV Multispectral and Thermal Infrared Data for Maize Growth Parameter Estimation (Nov 2024)

Research on Soybean Seedling Stage Recognition Based on Swin Transformer (Nov 2024)

High-throughput phenotypic traits estimation of faba bean based on machine learning and drone-based multimodal data (Nov 2024)

Using Multi-Sensor Data Fusion Techniques and Machine Learning Algorithms for Improving UAV-Based Yield Prediction of Oilseed Rape (Nov 2024)

Prediction of Turfgrass Quality Using Multispectral UAV Imagery and Ordinal Forests: Validation Using a Fuzzy Approach (Nov 2024)

Intelligent agriculture: deep learning in UAV-based remote sensing imagery for crop diseases and pests detection (Oct 2024)

Manure‐biochar blends effectively reduce nutrient leaching and increase water retention in a sandy, agricultural soil: Insights from a field experiment (Oct 2024)

Spatial analysis with unoccupied aircraft systems data in wheat breeding yield trials (Oct 2024)

Water Stress Detection in Potato Crops Using Multispectral Imaging and Advanced Object Detection Models (Thesis – Oct 2024)

Integrating multi-source remote sensing and machine learning for root-zone soil moisture and yield prediction of winter oilseed rape (Brassica napus L.): A new perspective from the temperature-vegetation index feature space (Oct 2024)

Advanced Plant Phenotyping: Unmanned Aerial Vehicle Remote Sensing and CimageA Software Technology for Precision Crop Growth Monitoring (Oct 2024)

UAV-Based Multispectral Winter Wheat Growth Monitoring with Adaptive Weight Allocation (Oct 2024)

Estimation of forage biomass in oat (Avena sativa) using agronomic variables through UAV multispectral imaging (Oct 2024)

Influence of Spatial Scale Effect on UAV Remote Sensing Accuracy in Identifying Chinese Cabbage (Brassica rapa subsp. Pekinensis) Plants (Oct 2024)

Using UAV Images and Phenotypic Traits to Predict Potato Morphology and Yield in Peru (Oct 2024)

Use of Unmanned Aerial Vehicles for Monitoring Pastures and Forages in Agricultural Sciences: A Systematic Review (Oct 2024)

Identification of High-Photosynthetic-Efficiency Wheat Varieties Based on Multi-Source Remote Sensing from UAVs (Oct 2024)

SOIL MOISTURE OF CORN CROPS IN A CONSERVATION AGRICULTURE SYSTEMS CAN BE ESTIMATED WITH RGB AND INFRARED IMAGES (Oct 2024)

Under-Canopy Drone 3D Surveys for Wild Fruit Hotspot Mapping (Oct 2024)

A Comprehensive Survey of Drones for Turfgrass Monitoring (Oct 2024)

An Integrated Approach: Watershed Segmentation with Local Maxima and Minima Algorithms for Tree Crown Delineation of Mango (Mangifera indica) using UAV Multispectral Imagery (Oct 2024)

Effects of Variety and Growth Stage on UAV Multispectral Estimation of Plant Nitrogen Content of Winter Wheat (Oct 2024)

Assessing the Impact of UAV Flight Altitudes on the Accuracy of Multispectral Indices (Sept 2024)

Biomass prediction of Typha latifolia on a paludiculture site by combining structural and spectral features from UAS data (Sept 2024)

Improving Pearl Millet Yield Estimation From UAV Imagery in the Semiarid Agroforestry System of Senegal Through Textural Indices and Reflectance Normalization (sept 2024)

Rice yield prediction through drone-derived vegetation indices: A case study in Tamil Nadu, India (Sept 2024)

Estimation of Cotton SPAD Based on Multi-Source Feature Fusion and Voting Regression Ensemble Learning in Intercropping Pattern of Cotton and Soybean (Sept 2024)

Hybrid-AI and Model Ensembling to Exploit UAV-Based RGB Imagery: An Evaluation of Sorghum Crop’s Nitrogen Content (Sept 2024)

Combining UAV Multi-Source Remote Sensing Data with CPO-SVR to Estimate Seedling Emergence in Breeding Sunflowers (Sept 2024)

Identification of infesting plants in monoculture fields through CNNs from UAV imagery (Thesis – Sept 2024)

Efficient Physics-informed Transfer Learning to Quantify Biochemical Traits of Winter Wheat from UAV Multispectral Imagery (Sept 2024)

Estimation of corn nitrogen demand under different irrigation conditions based on UAV multispectral technology (Sept 2024)

From Fields to Pixels: UAV Multispectral and Field-Captured RGB Imaging for High-Throughput Wheat Spike and Kernel Counting (Sept 2024)

Image Analysis Artificial Intelligence Technologies for Plant Phenotyping: Current State of the Art (Sept 2024)

Unoccupied-Aerial-Systems-Based Biophysical Analysis of Montmorency Cherry Orchards: A Comparative Study (Sept 2024)

Improving pearl millet yield estimation from UAV imagery in the semiarid agroforestry system of Senegal through textural indices and reflectance normalization (Sept 2024)

Crop water stress detection based on UAV remote sensing systems (Sept 2024)

In-situ and remote sensing characterization of salinity-affected agricultural areas in the Po River Delta (Thesis – Sept 2024)

Assessing Plant Pigmentation Impacts: A Novel Approach Integrating UAV and Multispectral Data to Analyze Atrazine Metabolite Effects from Soil Contamination (Sept 2024)

Evaluation of Sugarcane Crop Growth Monitoring Using Vegetation Indices Derived from RGB-Based UAV Images and Machine Learning Models (Sept2024)

An enhanced chlorophyll estimation model with a canopy structural trait in maize crops: Use of multi-spectral UAV images and machine learning algorithm (Sept 2024)

EVALUATING THE APPLICABILITY OF PASSIVE REMOTE SENSING TECHNOLOGY WITH A MULTIROTOR DRONE IN PRECISION VITICULTURE (Sept 2024)

The hawk eye scan: Halyomorpha halys detection relying on aerial tele photos and neural networks (Sept 2024)

Spatio-temporal mapping of leaf area index in rice: spectral indices and multi-scale texture comparison derived from different sensors (Sept 2024)

Use of UAVs’ multispectral images for sugar beet cultivars discrimination and yield estimation (Sept 2024)

Spinel: a framework for counting wheat spikes and kernels using UAV and ground-based imaging in breeding fields (Thesis – August 2024)

Utilizing Unmanned Aerial Systems (UAS) and Computer Software to Assess Effects of Cover Crops on Cash Crop Volumetric Mass and Plant Height (August 2024)

Research on the Identification of Wheat Fusarium Head Blight Based on Multispectral Remote Sensing from UAVs (August 2024)

Phenotyping for Effects of Drought Levels in Quinoa Using Remote Sensing Tools (August 2024)

Harnessing Image Processing for Precision Disease Diagnosis in Sugar beet Agriculture (August 2024)

Visible Spectrum Image Analysis For Estimation of Phenological Stages in Irrigated Bean Cropping (August 2024)

Evaluating the utility of combining high resolution thermal, multispectral and 3D imagery from unmanned aerial vehicles to monitor water stress in vineyards (August 2024)

How can aerial imagery and vegetation indices algorithms monitor the geotagged crop? (August 2024)

Accurate Characterization of Soil Moisture in Wheat Fields with an Improved Drought Index from Unmanned Aerial Vehicle Observations (August 2024)

Semantic Segmentation for Plant Leaf Disease Classification and Damage Detection: A Deep Learning Approach (August 2024)

Assessing grapevine water status in a variably irrigated vineyard with NIR/SWIR hyperspectral imaging from UAV (August 2024)

Efficient detection of cotton verticillium wilt by combining satellite time series data and multi-view UAV images (August 2024)

Monitoring Maize Canopy Chlorophyll Content throughout the Growth Stages Based on UAV MS and RGB Feature Fusion (August 2024)

In-season Nitrogen Prediction and Evaluation using Airborne Imagery and AI Techniques in Commercial Potato Production (July 2024)

High‐throughput phenotyping platforms for pulse crop biofortification (July 2024)

Unmanned Aerial Vehicle (UAV)-Based High-Throughput Phenotyping for Maize Improvement (July 2024)

Research on Estimating Potato Fraction Vegetation Coverage (FVC) Based on the Vegetation Index Intersection Method (July 2024)

From pixels to plant health: accurate detection of banana Xanthomonas wilt in complex African landscapes using high-resolution UAV images and deep learning (July 2024)

Unmanned Aerial Vehicle-Measured Multispectral Vegetation Indices for Predicting LAI, SPAD Chlorophyll, and Yield of Maize (July 2024)

Estimating Leaf Chlorophyll Content of Winter Wheat from UAV Multispectral Images Using Machine Learning Algorithms under Different Species, Growth Stages, and … (July 2024)

Prediction of Phenotypic Parameters of Sugarcane Plants Based on Multispectral Drone Imagery and Machine learning (June 2024)

High temporal resolution unoccupied aerial systems phenotyping provides unique information between flight dates (June 2024)

Optimizing winter wheat leaf area index estimation across growth stages using UAV data (Master thesis – June 2024)

Wheat Yield Prediction Using Machine Learning Method Based on UAV Remote Sensing Data (June 2024)

Computer vision in smart agriculture and precision farming: Techniques and applications (June 2024)

Efficient Damage Assessment of Rice Bacterial Leaf Blight Disease in Agricultural Insurance Using Unmanned Aerial Vehicle Image Data (June 2024)

Dataset Generation and Automation to Detect Colony of Morning Glory at Growing Season Using Alignment of Two Season’s Orthomosaic Images Taken by Drone (June 2024)

Evapotranspiration Measurements in Pasture Classes, Crops, and Native Cerrado Based on Sensors Embodied on Uavs (June 2024)

Field Scale Precision: Predicting Grain Yield of Diverse Wheat Breeding Lines Using High-Throughput UAV Multispectral Imaging (June 2024)

Artificial Intelligence for Airborne Phenotyping (Thesis, June 2024)

End-to-End Deep Learning Models for Gap Identification in Maize Fields (June 2024)

A global dataset for assessing nitrogen-related plant traits using drone imagery in major field crop species (June 2024)

Quantification of species composition in grass-clover swards using RGB and multispectral UAV imagery and machine learning (June 2024)

A systematic review on precision agriculture applied to sunflowers, the role of hyperspectral imaging (May 2024)

Field-based high-throughput phenotyping enhances phenomic and genomic predictions for grain yield and plant height across years in maize (May 2024)

Review of Crop Phenotyping in Field Plot Experiments Using UAV-Mounted Sensors and Algorithms (May 2024)

Multi-Altitude Corn Tassel Detection and Counting Based on UAV RGB Imagery and Deep Learning (May 2024)

Examining the Percent Canopy Cover and Health of Winter Wheat in No-Till and Conventional Tillage Plots Using a Drone (May 2024)

Method for Monitoring Wheat Growth Status and Estimating Yield Based on UAV Multispectral Remote Sensing (May 2024)

Potential of Remote Sensing Technologies for Maize (Zea mays L.) Breeding (Thesis, May 2024)

EscaYard: Precision viticulture multimodal dataset of vineyards affected by Esca disease consisting of geotagged smartphone images, phytosanitary status, UAV 3D point clouds and Orthomosaics (May 2024)

Estimating the Aboveground FreshWeight of Sugarcane Using Multispectral Images and Light Detection and Ranging (LiDAR) (May 2024)

Assessing the Severity of VerticilliumWilt in Cotton Fields and Constructing Pesticide Application Prescription Maps Using Unmanned Aerial Vehicle (UAV) Multispectral Images (April 2024)

Sensing and automatic scoring of sugar-beet fields by using UAV-imagery systems for disease quantification (Thesis – April 2024)

Mapping Maize Planting Densities Using Unmanned Aerial Vehicles, Multispectral Remote Sensing, and Deep Learning Technology (April 2024)

Drone-based imaging sensors, techniques, and applications in plant phenotyping for crop breeding: A comprehensive review (April 2024)

Evaluation of Mosaic Image Quality and Analysis of Influencing Factors Based on UAVs (April 2024)

Application of Artificial Intelligence and Sensor Fusion for Soil Organic Matter Prediction (April 2024)

Advancements in Utilizing Image-Analysis Technology for Crop-Yield Estimation (March 2024)

Adoption of unoccupied aerial systems in agricultural research (March 2024)

Yield Prediction Using NDVI Values from GreenSeeker and MicaSense Cameras at Different Stages of Winter Wheat Phenology (March 2024)

Inversion of winter wheat leaf area index from UAV multispectral images: classical vs. deep learning approaches (March 2024)

Application of drone to aid in the evaluation of trials in cotton cultivation (February 2024)

Assessing relationships of cover crop biomass and nitrogen content to multispectral imagery (February 2024)

Remote Sensing for Agriculture in the Era of Industry 5.0—A Survey (January 2024)

2023

Automatic Monitoring of Maize Seedling Growth Using Unmanned Aerial Vehicle-Based RGB Imagery (July 2023)

Phenomic and genomic prediction of yield on multiple locations in winter wheat (May 2023)

Application of UAS-Based Remote Sensing in Estimating Winter Wheat Phenotypic Traits and Yield During the Growing Season (Jan 2023)

2022

Classification of Maize Lodging Extents Using Deep Learning Algorithms by UAV-Based RGB and Multispectral Images (July 2022)

2021 and before

Assessing the Self-Recovery Ability of Maize after Lodging Using UAV-LiDAR Data (June 2021)

Wheat Yield Estimation with NDVI Values Using a Proximal Sensing Tool (Aug 2020)

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