Research graph
References from Harnessing multimodal UAV data and ensemble learning to improve estimation accuracy of winter wheat water content. Local targets link to admitted publications; unresolved targets remain external evidence.
A novel method for soil organic carbon prediction using integrated ‘ground-air-space’ multimodal remote sensing data
10.1016/j.geoderma.2025.117453 · 2025 · External reference
Evaluation of canopy fraction-based vegetation indices, derived from multispectral UAV imagery, to map water status variability in a commercial vineyard
10.1007/s00271-023-00907-1 · 2025 · External reference
Improved mangrove α-diversity estimation by coupling multispectral satellite images, canopy traits and soil properties
10.1016/j.catena.2025.108813 · 2025 · External reference
TAM-net: a deep network combining tabular diffusion algorithm, attention mechanism, and multi-task learning for monitoring crop water status from UAV multi-source images
10.1016/j.eja.2025.127778 · 2025 · External reference
Enhancing in-season yield forecast accuracy for film-mulched wheat: A hybrid approach coupling crop model and UAV remote-sensing data by ensemble learning technique
10.1016/j.eja.2024.127174 · 2024 · External reference
Evaluation of UAV-based drought indices for crop water conditions monitoring: a case study of summer maize
10.1016/j.agwat.2023.108442 · 2023 · External reference
Inversion of winter wheat canopy equivalent water thickness based on multi-modal depth feature model
2025 · External reference
Hyperspectral image classification method based on semantic filtering and ensemble learning
10.1016/j.infrared.2023.104949 · 2023 · External reference
Crop water stress detection based on UAV remote sensing systems
10.1016/j.agwat.2024.109059 · 2024 · External reference
Estimation of winter canola growth parameter from UAV multi-angular spectral-texture information using stacking-based ensemble learning model
10.1016/j.compag.2024.109074 · 2024 · External reference
Estimating the global number and distribution of maize and wheat farms
10.1016/j.gfs.2021.100558 · 2021 · External reference
Bayesian model averaging to improve the yield prediction in wheat breeding trials
10.1016/j.agrformet.2022.109237 · 2023 · External reference
Cotton leaf water potential prediction based on UAV visible light images and multi-source data
10.1007/s00271-024-00962-2 · 2025 · External reference
Grassland ecosystem assessments: integrating UAV-derived features for aboveground biomass estimation
2026 · External reference
Ridge-furrow film mulching improves water and nitrogen use efficiencies under reduced irrigation and nitrogen applications in wheat field
10.1016/j.fcr.2021.108214 · 2021 · External reference
Unresolved reference
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Impacts of UAV–LiDAR flight altitude and forest canopy on the estimation accuracy of understory terrain
10.1007/s11629-024-9436-8 · 2025 · External reference
High-throughput phenotypic traits estimation of faba bean based on machine learning and drone-based multimodal data
10.1016/j.compag.2024.109584 · 2024 · External reference
Predicting canopy chlorophyll concentration in citronella crop using machine learning algorithms and spectral vegetation indices derived from UAV multispectral imagery
10.1016/j.indcrop.2024.119147 · 2024 · External reference
Intelligent diagnosis of winter wheat water stress based on UAV multi-modal remote sensing
10.1007/978-981-95-4613-8 · 2026 · External reference
Machine learning based plot level rice lodging assessment using multi-spectral UAV remote sensing
10.1016/j.compag.2024.108754 · 2024 · External reference
Multimodal fusion of UAV-based computer vision and plant water content dynamics for high-throughput soybean maturity classification
10.1016/j.crope.2025.07.001 · 2025 · External reference
Inversion of citrus SPAD value and leaf water content by combining feature selection and ensemble learning algorithm using UAV remote sensing images
10.1016/j.agwat.2025.109524 · 2025 · External reference
Hyperspectral inversion of soil organic matter based on improved ensemble learning method
10.1016/j.saa.2025.126302 · 2025 · External reference
Estimating leaf area index using unmanned aerial vehicle data: shallow vs. deep machine learning algorithms
10.1093/plphys/kiab322 · 2021 · External reference
Field-scale yield prediction of winter wheat under different irrigation regimes based on dynamic fusion of multimodal UAV imagery
2023 · External reference
Soybean yield prediction from UAV using multimodal data fusion and deep learning
10.1016/j.rse.2019.111599 · 2020 · External reference
The feasibility of hand-held thermal and UAV-based multispectral imaging for canopy water status assessment and yield prediction of irrigated african eggplant (solanum aethopicum L)
10.1016/j.agwat.2020.106584 · 2021 · External reference
Improved estimation of canopy water status in cotton using vegetation indices along with textural information from UAV-based multispectral images
10.1016/j.compag.2024.109176 · 2024 · External reference
Improving surface soil moisture content estimation of winter oilseed rape by integrating multimodal remote sensing information and structural characteristics
10.1016/j.compag.2025.110779 · 2025 · External reference
Field-scale rice yield prediction from sentinel-2 monthly image composites using machine learning algorithms
10.1016/j.ecoinf.2022.101618 · 2022 · External reference
Spatiotemporal prediction of soil organic carbon density in Europe (2000-2022) using earth observation and machine learning
10.7717/peerj.19605 · 2025 · External reference
Plant-based and remote sensing for water status monitoring of orchard crops: systematic review and meta-analysis
10.1016/j.agwat.2024.109051 · 2024 · External reference
A robust model for diagnosing water stress of winter wheat by combining UAV multispectral and thermal remote sensing
10.1016/j.agwat.2023.108616 · 2024 · External reference
Optimal monitoring time of kiwifruit orchard soil moisture content under irrigation using the red-edge indices acquired by UAV-based mutilspectral data
10.1016/j.compag.2025.110899 · 2025 · External reference
Combining machine learning algorithm and multi-temporal temperature indices to estimate the water status of rice
10.1016/j.agwat.2023.108521 · 2023 · External reference
Enhancing LAI estimation of broomcorn millet (Panicum miliaceum L.) by integrating spectral and texture features from UAV-based multispectral data
2025 · External reference
Estimation of cotton spad value and leaf water content based on UAV multispectral images
2023 · External reference
Evaluation of crop water status using UAV-based images data with a model updating strategy
10.1016/j.agwat.2025.109445 · 2025 · External reference
Improving estimation of maize leaf area index by combining of UAV-based multispectral and thermal infrared data: the potential of new texture index
10.1016/j.compag.2023.108294 · 2023 · External reference
Enhancing soil moisture estimation in alfalfa root-zone using UAV-based multimodal remote sensing and deep learning
10.1016/j.eja.2024.127366 · 2024 · External reference
Estimate of winter-wheat above-ground biomass based on UAV ultrahigh-ground-resolution image textures and vegetation indices
10.1016/j.isprsjprs.2019.02.022 · 2019 · External reference
UAV-borne hyperspectral estimation of nitrogen content in tobacco leaves based on ensemble learning methods
10.1016/j.compag.2023.108008 · 2023 · External reference
Response of canopy photosynthesis, grain quality, and harvest index of wheat to different nitrogen application methods
10.3390/plants11182328 · 2022 · External reference
Enhancing precision of root-zone soil moisture content prediction in a kiwifruit orchard using UAV multi-spectral image features and ensemble learning
10.1016/j.compag.2024.108943 · 2024 · External reference
