Deep learning in forestry using uav-acquired rgb data: A practical review
Forests are the planet's main CO 2 filtering agent as well as important economical,
environmental and social assets. Climate change is exerting an increased stress, resulting …
environmental and social assets. Climate change is exerting an increased stress, resulting …
A systematic review of individual tree crown detection and delineation with convolutional neural networks (CNN)
H Zhao, J Morgenroth, G Pearse, J Schindler - Current Forestry Reports, 2023 - Springer
Abstract Purpose of Review Crown detection and measurement at the individual tree level
provide detailed information for accurate forest management. To efficiently acquire such …
provide detailed information for accurate forest management. To efficiently acquire such …
Automated tree-crown and height detection in a young forest plantation using mask region-based convolutional neural network (Mask R-CNN)
Z Hao, L Lin, CJ Post, EA Mikhailova, M Li… - ISPRS Journal of …, 2021 - Elsevier
Tree-crown and height are primary tree measurements in forest inventory. Convolutional
neural networks (CNNs) are a class of neural networks, which can be used in forest …
neural networks (CNNs) are a class of neural networks, which can be used in forest …
Individual tree-crown detection and species identification in heterogeneous forests using aerial RGB imagery and deep learning
Automatic identification and mapping of tree species is an essential task in forestry and
conservation. However, applications that can geolocate individual trees and identify their …
conservation. However, applications that can geolocate individual trees and identify their …
Multi-species individual tree segmentation and identification based on improved mask R-CNN and UAV imagery in mixed forests
C Zhang, J Zhou, H Wang, T Tan, M Cui, Z Huang… - Remote Sensing, 2022 - mdpi.com
High-resolution UAV imagery paired with a convolutional neural network approach offers
significant advantages in accurately measuring forestry ecosystems. Despite numerous …
significant advantages in accurately measuring forestry ecosystems. Despite numerous …
Tree crown detection and delineation in a temperate deciduous forest from UAV RGB imagery using deep learning approaches: Effects of spatial resolution and …
Y Gan, Q Wang, A Iio - Remote Sensing, 2023 - mdpi.com
The automatic detection of tree crowns and estimation of crown areas from remotely sensed
information offer a quick approach for grasping the dynamics of forest ecosystems and are of …
information offer a quick approach for grasping the dynamics of forest ecosystems and are of …
Detection of standing dead trees after pine wilt disease outbreak with airborne remote sensing imagery by multi-scale spatial attention deep learning and Gaussian …
Z Han, W Hu, S Peng, H Lin, J Zhang, J Zhou, P Wang… - Remote Sensing, 2022 - mdpi.com
The continuous and extensive pinewood nematode disease has seriously threatened the
sustainable development of forestry in China. At present, many studies have used high …
sustainable development of forestry in China. At present, many studies have used high …
Joint task offloading, resource allocation, and security assurance for mobile edge computing-enabled UAV-assisted VANETs
In this paper, we propose a mobile edge computing (MEC)-enabled unmanned aerial
vehicle (UAV)-assisted vehicular ad hoc network (VANET) architecture, based on which a …
vehicle (UAV)-assisted vehicular ad hoc network (VANET) architecture, based on which a …
[HTML][HTML] Towards complete tree crown delineation by instance segmentation with Mask R–CNN and DETR using UAV-based multispectral imagery and lidar data
Precise single tree delineation allows for a more reliable determination of essential
parameters such as tree species, height and vitality. Methods of instance segmentation are …
parameters such as tree species, height and vitality. Methods of instance segmentation are …
Tree Detection and Species Classification in a Mixed Species Forest Using Unoccupied Aircraft System (UAS) RGB and Multispectral Imagery
P Sivanandam, A Lucieer - Remote Sensing, 2022 - mdpi.com
Information on tree species and changes in forest composition is necessary to understand
species-specific responses to change, and to develop conservation strategies. Remote …
species-specific responses to change, and to develop conservation strategies. Remote …