Can exascale computing and explainable artificial intelligence applied to plant biology deliver on the United Nations sustainable development goals?
J Streich, J Romero, JGFM Gazolla, D Kainer… - Current opinion in …, 2020 - Elsevier
Highlights•Plant population-scale multi-omics research is key to developing sustainable
agriculture.•Explainable artificial intelligence is increasingly applied to advance multi-omics …
agriculture.•Explainable artificial intelligence is increasingly applied to advance multi-omics …
[HTML][HTML] Towards low vegetation identification: A new method for tree crown segmentation from LiDAR data based on a symmetrical structure detection algorithm (SSD …
L Huo, E Lindberg, J Holmgren - Remote Sensing of Environment, 2022 - Elsevier
Obtaining low vegetation data is important in order to quantify the structural characteristics of
a forest. Dense three-dimensional (3D) laser scanning data can provide information on the …
a forest. Dense three-dimensional (3D) laser scanning data can provide information on the …
A remote sensing derived data set of 100 million individual tree crowns for the National Ecological Observatory Network
Forests provide biodiversity, ecosystem, and economic services. Information on individual
trees is important for understanding forest ecosystems but obtaining individual-level data at …
trees is important for understanding forest ecosystems but obtaining individual-level data at …
[HTML][HTML] Benchmarking airborne laser scanning tree segmentation algorithms in broadleaf forests shows high accuracy only for canopy trees
Individual tree segmentation from airborne laser scanning data is a longstanding and
important challenge in forest remote sensing. Tree segmentation algorithms are widely …
important challenge in forest remote sensing. Tree segmentation algorithms are widely …
Individual tree-crown detection and species classification in very high-resolution remote sensing imagery using a deep learning ensemble model
Traditional methods for individual tree-crown (ITC) detection (image classification,
segmentation, template matching, etc.) applied to very high-resolution remote sensing …
segmentation, template matching, etc.) applied to very high-resolution remote sensing …
Adjudicating perspectives on forest structure: how do airborne, terrestrial, and mobile lidar-derived estimates compare?
Applications of lidar in ecosystem conservation and management continue to expand as
technology has rapidly evolved. An accounting of relative accuracy and errors among lidar …
technology has rapidly evolved. An accounting of relative accuracy and errors among lidar …
Monocular depth estimation with improved long-range accuracy for UAV environment perception
VC Miclea, S Nedevschi - IEEE Transactions on Geoscience …, 2021 - ieeexplore.ieee.org
Environment perception by computing the depth is a key task for unmanned aerial vehicle
(UAV) type systems. Due to the limited load they can carry, most drones are equipped with a …
(UAV) type systems. Due to the limited load they can carry, most drones are equipped with a …
A benchmark dataset for canopy crown detection and delineation in co-registered airborne RGB, LiDAR and hyperspectral imagery from the National Ecological …
Broad scale remote sensing promises to build forest inventories at unprecedented scales. A
crucial step in this process is to associate sensor data into individual crowns. While dozens …
crucial step in this process is to associate sensor data into individual crowns. While dozens …
Individual tree segmentation of airborne and UAV LiDAR point clouds based on the watershed and optimized connection center evolution clustering
Light detection and ranging (LiDAR) data can provide 3D structural information of objects
and are ideal for extracting individual tree parameters, and individual tree segmentation …
and are ideal for extracting individual tree parameters, and individual tree segmentation …
Tree species traits determine the success of LiDAR-based crown mapping in a mixed temperate forest
JH Hastings, SV Ollinger, AP Ouimette… - Remote Sensing, 2020 - mdpi.com
The ability to automatically delineate individual tree crowns using remote sensing data
opens the possibility to collect detailed tree information over large geographic regions …
opens the possibility to collect detailed tree information over large geographic regions …