Are unmanned aerial vehicle-based hyperspectral imaging and machine learning advancing crop science?
The past few years have seen increased interest in unmanned aerial vehicle (UAV)-based
hyperspectral imaging (HSI) and machine learning (ML) in agricultural research …
hyperspectral imaging (HSI) and machine learning (ML) in agricultural research …
Applications of UAS in crop biomass monitoring: A review
T Wang, Y Liu, M Wang, Q Fan, H Tian… - Frontiers in plant …, 2021 - frontiersin.org
Biomass is an important indicator for evaluating crops. The rapid, accurate and
nondestructive monitoring of biomass is the key to smart agriculture and precision …
nondestructive monitoring of biomass is the key to smart agriculture and precision …
Estimating potato above-ground biomass by using integrated unmanned aerial system-based optical, structural, and textural canopy measurements
Rapid and non-destructive potato above ground biomass (AGB) monitoring is a crucial step
in the development of smart agriculture because AGB is closely related to crop growth, yield …
in the development of smart agriculture because AGB is closely related to crop growth, yield …
Estimation of potato above-ground biomass based on unmanned aerial vehicle red-green-blue images with different texture features and crop height
Obtaining crop above-ground biomass (AGB) information quickly and accurately is
beneficial to farmland production management and the optimization of planting patterns …
beneficial to farmland production management and the optimization of planting patterns …
Improved potato AGB estimates based on UAV RGB and hyperspectral images
Crops' above-ground biomass (AGB) is a crucial indicator that reflects crop health and
predicts crop yield. However, using only optical vegetation indices (VIs) can produce …
predicts crop yield. However, using only optical vegetation indices (VIs) can produce …
Leaf area index estimation model for UAV image hyperspectral data based on wavelength variable selection and machine learning methods
Background To accurately estimate winter wheat leaf area index (LAI) using unmanned
aerial vehicle (UAV) hyperspectral imagery is crucial for crop growth monitoring, fertilization …
aerial vehicle (UAV) hyperspectral imagery is crucial for crop growth monitoring, fertilization …
Leaf area index estimation under wheat powdery mildew stress by integrating UAV‑based spectral, textural and structural features
Y Liu, L An, N Wang, W Tang, M Liu, G Liu… - … and Electronics in …, 2023 - Elsevier
The infection of powdery mildew changes the internal physiological activity and external
morphology of winter wheat, resulting in damage to crop health. Leaf area index (LAI) is an …
morphology of winter wheat, resulting in damage to crop health. Leaf area index (LAI) is an …
Using the plant height and canopy coverage to estimation maize aboveground biomass with UAV digital images
M Shu, Q Li, A Ghafoor, J Zhu, B Li, Y Ma - European Journal of Agronomy, 2023 - Elsevier
The rapid and efficient estimation of aboveground biomass (AGB) in maize proves
advantageous for growth assessment, grain quality and yield prediction, and timely field …
advantageous for growth assessment, grain quality and yield prediction, and timely field …
Estimating the maize above-ground biomass by constructing the tridimensional concept model based on UAV-based digital and multi-spectral images
S Meiyan, S Mengyuan, D Qizhou, Y Xiaohong… - Field Crops …, 2022 - Elsevier
Above-ground biomass (AGB) is an important basis for the formation of crop yield. The
accurate estimation of maize AGB based on unmanned aerial vehicle (UAV) images is …
accurate estimation of maize AGB based on unmanned aerial vehicle (UAV) images is …
Faba bean above-ground biomass and bean yield estimation based on consumer-grade unmanned aerial vehicle RGB images and ensemble learning
Y Ji, R Liu, Y Xiao, Y Cui, Z Chen, X Zong, T Yang - Precision Agriculture, 2023 - Springer
Accurately and economically estimated crop above-ground biomass (AGB) and bean yield
(BY) are critical for cultivation management in precision agriculture. Unmanned aerial …
(BY) are critical for cultivation management in precision agriculture. Unmanned aerial …