Deep learning techniques to classify agricultural crops through UAV imagery: A review

A Bouguettaya, H Zarzour, A Kechida… - Neural computing and …, 2022 - Springer
During the last few years, Unmanned Aerial Vehicles (UAVs) technologies are widely used
to improve agriculture productivity while reducing drudgery, inspection time, and crop …

Adoption of Unmanned Aerial Vehicle (UAV) imagery in agricultural management: A systematic literature review

MA Istiak, MMM Syeed, MS Hossain, MF Uddin… - Ecological …, 2023 - Elsevier
Precision agriculture and Smart farming have become the essential backbone for
sustainable agricultural production by leveraging cutting edge remote sensing and …

Identification of citrus trees from unmanned aerial vehicle imagery using convolutional neural networks

O Csillik, J Cherbini, R Johnson, A Lyons, M Kelly - Drones, 2018 - mdpi.com
Remote sensing is important to precision agriculture and the spatial resolution provided by
Unmanned Aerial Vehicles (UAVs) is revolutionizing precision agriculture workflows for …

Crop monitoring in smallholder farms using unmanned aerial vehicles to facilitate precision agriculture practices: a scoping review and bibliometric analysis

S Gokool, M Mahomed, R Kunz, A Clulow, M Sibanda… - Sustainability, 2023 - mdpi.com
In this study, we conducted a scoping review and bibliometric analysis to evaluate the state-
of-the-art regarding actual applications of unmanned aerial vehicle (UAV) technologies to …

[HTML][HTML] Crop type mapping by using transfer learning

A Nowakowski, J Mrziglod, D Spiller, R Bonifacio… - International Journal of …, 2021 - Elsevier
Crop type mapping currently represents an important problem in remote sensing. Accurate
information on the extent and types of crops derived from remote sensing can help …

Impact of texture information on crop classification with machine learning and UAV images

GH Kwak, NW Park - Applied Sciences, 2019 - mdpi.com
Unmanned aerial vehicle (UAV) images that can provide thematic information at much
higher spatial and temporal resolutions than satellite images have great potential in crop …

Computer vision-based citrus tree detection in a cultivated environment using UAV imagery

C Donmez, O Villi, S Berberoglu, A Cilek - Computers and Electronics in …, 2021 - Elsevier
Manual inspection has been a common application for counting the trees and plants in
orchards in precision agriculture processes. However, it is a time-consuming and, labour …

Deep neural networks and transfer learning for food crop identification in UAV images

R Chew, J Rineer, R Beach, M O'Neil, N Ujeneza… - Drones, 2020 - mdpi.com
Accurate projections of seasonal agricultural output are essential for improving food security.
However, the collection of agricultural information through seasonal agricultural surveys is …

Smart Agricultural–Industrial Crop-Monitoring System Using Unmanned Aerial Vehicle–Internet of Things Classification Techniques

K Vijayalakshmi, S Al-Otaibi, L Arya, MA Almaiah… - Sustainability, 2023 - mdpi.com
Unmanned aerial vehicles (UAVs) coupled with machine learning approaches have
attracted considerable interest from academicians and industrialists. UAVs provide the …

Remote crop mapping at scale: Using satellite imagery and UAV-acquired data as ground truth

M Hegarty-Craver, J Polly, M O'Neil, N Ujeneza… - Remote Sensing, 2020 - mdpi.com
Timely and accurate agricultural information is needed to inform resource allocation and
sustainable practices to improve food security in the developing world. Obtaining this …