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A graph cut approach to 3D tree delineation, using integrated airborne LiDAR and hyperspectral imagery [article]

Juheon Lee, David Coomes, Carola-Bibiane Schonlieb, Xiaohao Cai, Jan Lellmann, Michele Dalponte, Yadvinder Malhi, Nathalie Butt, Mike Morecroft
2017 arXiv   pre-print
Here we develop a 3D tree delineation method which uses graph cut to delineate trees from the full 3D LiDAR point cloud, and also makes use of any optical imagery available (hyperspectral imagery in our  ...  Third, a multi-class normalised cut is applied to the graph, using the initial map of trees to constrain the number of clusters and their locations.  ...  The authors would like to thank NERC-ARSF and the data analysis node for collecting and pre-processing the Wytham Woods dataset used in this research project [RG13/08/175b].  ... 
arXiv:1701.06715v1 fatcat:53v6tlbokng5hlklp5ohqnu7eu

Individual Tree Crown Delineation Method Based on Multi-Criteria Graph Using Geometric and Spectral Information: Application to Several Temperate Forest Sites

Matthieu Deluzet, Thierry Erudel, Xavier Briottet, David Sheeren, Sophie Fabre
2022 Remote Sensing  
Compared with a state-of-the-art watershed segmentation approach, our method increased delineation performance by up to 25%.  ...  The ITC delineation method based on the multi-criteria graph (MCG-Tree) addresses this problem in temperate monospecific or mixed forests by combining geometric and spectral information.  ...  Déliot and L. Poutier for their involvement in hyperspectral image acquisition and atmospheric correction.  ... 
doi:10.3390/rs14051083 fatcat:vtjh72qlvvfctnfzvbti36szny

Trends in Automatic Individual Tree Crown Detection and Delineation—Evolution of LiDAR Data

Zhen Zhen, Lindi Quackenbush, Lianjun Zhang
2016 Remote Sensing  
Automated individual tree crown detection and delineation (ITCD) using remotely sensed data plays an increasingly significant role in efficiently, accurately, and completely monitoring forests.  ...  This paper reviews trends in ITCD research from 1990-2015 from several perspectives-data/forest type, method applied, accuracy assessment and research objective-with a focus on studies using LiDAR data  ...  Acknowledgments: We thank project "Three dimensional individual tree crown delineation based on multiple remotely sensed data sources and tree competition mechanism (31400491)" supported by National Natural  ... 
doi:10.3390/rs8040333 fatcat:3leqzeyxsvcgxlrjilq5oi4lfm

Geographic Generalization in Airborne RGB Deep Learning Tree Detection [article]

Ben Weinstein, Sergio Marconi, Stephanie Bohlman, Alina Zare, Ethan P White
2019 bioRxiv   pre-print
This makes it difficult to determine the generalization of proposed approaches, and limits tree detection at broad scales.  ...  from one forest can be used for tree detection in other forests, and explore the potential for building a universal tree detection algorithm.  ...  ACKNOWLEDGEMENTS 462 This research was supported by the Gordon and Betty Moore Foundation's Data-Driven 463  ... 
doi:10.1101/790071 fatcat:bnpyfckrgjajjfhnol5hdcqsvi

2014 Index IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing Vol. 7

2014 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing  
., Bronstert, A., and Foerster, S  ...  ., +, JS- TARS June 2014 2094-2107 Delineation of Tree Crowns and Tree Species Classification From Full-Waveform Airborne Laser Scanning Data Using 3-D Ellipsoidal Clustering.  ...  You, J., +, JSTARS Nov. 2014 4356-4367 Delineation of Tree Crowns and Tree Species Classification From Full-Waveform Airborne Laser Scanning Data Using 3-D Ellipsoidal Clustering.  ... 
doi:10.1109/jstars.2015.2397347 fatcat:ib3tjwsjsnd6ri6kkklq5ov37a

Tree Species Traits Determine the Success of LiDAR-Based Crown Mapping in a Mixed Temperate Forest

Jack H. Hastings, Scott V. Ollinger, Andrew P. Ouimette, Rebecca Sanders-DeMott, Michael W. Palace, Mark J. Ducey, Franklin B. Sullivan, David Basler, David A. Orwig
2020 Remote Sensing  
The ability to automatically delineate individual tree crowns using remote sensing data opens the possibility to collect detailed tree information over large geographic regions.  ...  as an approach to improve crown delineation in broadleaf-dominated stands.  ...  Acknowledgments: The authors would like to acknowledge the numerous field technicians at Harvard Forest who helped collected the ForestGEO stem data.  ... 
doi:10.3390/rs12020309 fatcat:2hmndej6vrctta7kbe3plkle5y

Forestry Remote Sensing from Unmanned Aerial Vehicles: A Review Focusing on the Data, Processing and Potentialities

Nathalie Guimarães, Luís Pádua, Pedro Marques, Nuno Silva, Emanuel Peres, Joaquim J. Sousa
2020 Remote Sensing  
and (4) the possibility to be used in real-time operations.  ...  The high spatial and temporal resolutions, flexibility and lower operational costs make Unmanned Aerial Vehicles (UAVs) a good alternative to traditional RS platforms.  ...  Figure 2 . 2 Example of an individual tree crown detection and delineation approach using: (a) a canopy height model; (b) identified treetops using local maxima; and (c) tree crown delineation using watershed  ... 
doi:10.3390/rs12061046 fatcat:a3kilrfjcrbqhmgwjmse5nhr3a

Multisource and Multitemporal Data Fusion in Remote Sensing [article]

Pedram Ghamisi, Behnood Rasti, Naoto Yokoya, Qunming Wang, Bernhard Hofle, Lorenzo Bruzzone, Francesca Bovolo, Mingmin Chi, Katharina Anders, Richard Gloaguen, Peter M. Atkinson, Jon Atli Benediktsson
2018 arXiv   pre-print
data is possible and helps to move from a representation of 2D/3D data to 4D data structures, where the time variable adds new information as well as challenges for the information extraction algorithms  ...  This paper brings together the advances of multisource and multitemporal data fusion approaches with respect to different research communities and provides a thorough and discipline-specific starting point  ...  They developed a method to fuse airborne LiDAR and multispectral imagery with two main consecutive steps: 1) Point cloud segmentation (region growing) and classification (mean shift) using 3D LiDAR and  ... 
arXiv:1812.08287v1 fatcat:hmojxdoaybc6vjeto5s3x7b6z4

A Review of Tree Species Classification Based on Airborne LiDAR Data and Applied Classifiers

Maja Michałowska, Jacek Rapiński
2021 Remote Sensing  
performance of object extraction and classification approaches.  ...  The aim of this article is to review studies in the species classification literature which used data collected by Airborne Laser Scanning.  ...  Over the years, more sophisticated methods for tree delineation on LiDAR data have been explored and described, with normalized-cut segmentation, supervoxel algorithms, graph-based approaches, and others  ... 
doi:10.3390/rs13030353 fatcat:xbs4tvz27rdoldrzfwxior55am

2019 Index IEEE Transactions on Geoscience and Remote Sensing Vol. 57

2019 IEEE Transactions on Geoscience and Remote Sensing  
Hu, C., Zhang, B., Dong, X., and Li, Y., Geosynchronous SAR Tomography: Theory and First Experimental Verification Using Beidou IGSO Satellite; TGRS Sept. 2019 6591-6607 Hu, F., Wu, J., Chang, L.,  ...  and Hanssen, R.F., Incorporating Temporary Coherent Li, X., Yeo, T.S., Yang, Y., Chi, C., Zuo, F., Hu, X., and Pi, Y., Refo-cusing and Zoom-In Polar Format Algorithm for Curvilinear Spotlight SAR Imaging  ...  Local Projection-Based Approach to Individual Tree Detection and 3-D Crown Delineation in Multistoried Coniferous Forests Using High-Density Airborne LiDAR Data.  ... 
doi:10.1109/tgrs.2020.2967201 fatcat:kpfxoidv5bgcfo36zfsnxe4aj4

Coarse-to-Fine Registration of Airborne LiDAR Data and Optical Imagery on Urban Scenes [article]

Thanh Huy Nguyen, Sylvie Daniel, Didier Gueriot, Christophe Sintes, Jean-Marc Le Caillec
2020 arXiv   pre-print
It involves a super-resolution approach applied to LiDAR data, and a local approach of transformation model estimation.  ...  This paper presents a coarse-to-fine registration method of aerial/satellite optical imagery with airborne LiDAR data acquired in such context.  ...  This research work aims to propose a relevant registration method in this unresolved context.  ... 
arXiv:1909.13817v2 fatcat:hbcyxgfkhndtznik4o7bnscxre

Proximal Remote Sensing Buggies and Potential Applications for Field-Based Phenotyping

David Deery, Jose Jimenez-Berni, Hamlyn Jones, Xavier Sirault, Robert Furbank
2014 Agronomy  
The development of such techniques for routine deployment in commercial-scale breeding and pre-breeding operations will require a multidisciplinary approach to leverage the recent technological advances  ...  with the following sensors: LiDAR, RGB camera, thermal infra-red camera and imaging spectroradiometer.  ...  Thermal sensing has been used for many crops, from small grain cereals to maize [99] and fruit trees [100] .  ... 
doi:10.3390/agronomy4030349 fatcat:3gwymgr2tvhkpi3eei643cybaq

Information from imagery: ISPRS scientific vision and research agenda

Jun Chen, Ian Dowman, Songnian Li, Zhilin Li, Marguerite Madden, Jon Mills, Nicolas Paparoditis, Franz Rottensteiner, Monika Sester, Charles Toth, John Trinder, Christian Heipke
2016 ISPRS journal of photogrammetry and remote sensing (Print)  
concerned with making use of the information acquired from images and stored in a database, in order to emphasize our focus on imagery and image exploitation.  ...  and processes, as well as temporal relationships between these physical objects, need to be integrated with socio-economic and other data for analysis, simulation, prediction and visualisation purposes  ...  Acknowledgements The authors would like to thank ISPRS First Vice President Orhan Altan, Congress Director Lena Halounová, IPAC Chair Gunter Schreier and Professor Wenzhong Shi (The Hong Kong Polytechnic  ... 
doi:10.1016/j.isprsjprs.2015.09.008 fatcat:jqee72qpufgsjbs5xouxfquhh4

Forest biomass mapping from lidar and radar synergies

Guoqing Sun, K. Jon Ranson, Z. Guo, Z. Zhang, P. Montesano, D. Kimes
2011 Remote Sensing of Environment  
The use of lidar and radar instruments to measure forest structure attributes such as height and biomass at global scales is being considered for a future Earth Observation satellite mission, DESDynI (  ...  Methods for biomass mapping by a combination of lidar sampling and radar mapping need to be developed.  ...  Acknowledgments The support to Chinese contributors was from National Basic  ... 
doi:10.1016/j.rse.2011.03.021 fatcat:57eke32ymnalxoryol6hb62kmi

Remote sensing methods for power line corridor surveys

Leena Matikainen, Matti Lehtomäki, Eero Ahokas, Juha Hyyppä, Mika Karjalainen, Anttoni Jaakkola, Antero Kukko, Tero Heinonen
2016 ISPRS journal of photogrammetry and remote sensing (Print)  
Based on the review we conclude that in future research more attention should be given to an integrated use of various data sources to benefit from the various techniques in an optimal way.  ...  Knowledge in related fields, such as vegetation monitoring from ALS, SAR and optical image data should be better exploited to develop useful monitoring approaches.  ...  methods, Mikko Jalonen for providing a photograph and information on power lines in Finland and Lingli Zhu for providing a photograph.  ... 
doi:10.1016/j.isprsjprs.2016.04.011 fatcat:um2nhoplr5ds7nsbuuh5mh6sau
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