Lidar sheds new light on plant phenomics for plant breeding and management: Recent advances and future prospects

S Jin, X Sun, F Wu, Y Su, Y Li, S Song, K Xu… - ISPRS Journal of …, 2021 - Elsevier
Plant phenomics is a new avenue for linking plant genomics and environmental studies,
thereby improving plant breeding and management. Remote sensing techniques have …

Object recognition, segmentation, and classification of mobile laser scanning point clouds: A state of the art review

E Che, J Jung, MJ Olsen - Sensors, 2019 - mdpi.com
Mobile Laser Scanning (MLS) is a versatile remote sensing technology based on Light
Detection and Ranging (lidar) technology that has been utilized for a wide range of …

Individual tree crown segmentation directly from UAV-borne LiDAR data using the PointNet of deep learning

X Chen, K Jiang, Y Zhu, X Wang, T Yun - Forests, 2021 - mdpi.com
Accurate individual tree crown (ITC) segmentation from scanned point clouds is a
fundamental task in forest biomass monitoring and forest ecology management. Light …

A convolutional neural network approach for counting and geolocating citrus-trees in UAV multispectral imagery

LP Osco, MS De Arruda, JM Junior, NB Da Silva… - ISPRS Journal of …, 2020 - Elsevier
Visual inspection has been a common practice to determine the number of plants in
orchards, which is a labor-intensive and time-consuming task. Deep learning algorithms …

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 …

[图书][B] What is machine learning?

I El Naqa, MJ Murphy - 2015 - Springer
Abstract Machine learning is an evolving branch of computational algorithms that are
designed to emulate human intelligence by learning from the surrounding environment …

Lidar boosts 3D ecological observations and modelings: A review and perspective

Q Guo, Y Su, T Hu, H Guan, S Jin… - … and Remote Sensing …, 2020 - ieeexplore.ieee.org
The advent of lidar has revolutionized the way we observe and measure vegetation structure
from the ground and from above and represents a major advance toward the quantification …

Extracting individual trees from lidar point clouds using treeseg

A Burt, M Disney, K Calders - Methods in Ecology and Evolution, 2019 - Wiley Online Library
Recent studies have demonstrated the potential of lidar‐derived methods in plant ecology
and forestry. One limitation to these methods is accessing the information content of point …

LiDAR applications to estimate forest biomass at individual tree scale: Opportunities, challenges and future perspectives

D Xu, H Wang, W Xu, Z Luan, X Xu - Forests, 2021 - mdpi.com
Accurate forest biomass estimation at the individual tree scale is the foundation of timber
industry and forest management. It plays an important role in explaining ecological issues …

A CNN approach to simultaneously count plants and detect plantation-rows from UAV imagery

LP Osco, MS de Arruda, DN Gonçalves, A Dias… - ISPRS Journal of …, 2021 - Elsevier
Accurately mapping croplands is an important prerequisite for precision farming since it
assists in field management, yield-prediction, and environmental management. Crops are …