Advanced search
Publication Cover
Canadian Journal of Remote Sensing
Journal canadien de télédétection
Volume 43, 2017 - Issue 1
Submit an article Journal homepage
1,640
Views
89
CrossRef citations to date
0
Altmetric
Original Articles

Layer Stacking: A Novel Algorithm for Individual Forest Tree Segmentation from LiDAR Point Clouds

Elias AyreySchool of Forest Resources, University of Maine, 5755 Nutting Hall, Orono, ME04469-5755, USACorrespondence[email protected]
,
Shawn FraverSchool of Forest Resources, University of Maine, 5755 Nutting Hall, Orono, ME04469-5755, USA
,
John A. Kershaw Jr.Faculty of Forestry and Environmental Management, University of New Brunswick, PO Box 4400, 28 Dineen Drive, Fredericton, NBE3B 5A3, Canada
,
Laura S. KeneficUS Forest Service, Northern Research Station, Bradley, ME04411, USA
,
Daniel HayesSchool of Forest Resources, University of Maine, 5755 Nutting Hall, Orono, ME04469-5755, USA
,
Aaron R. WeiskittelSchool of Forest Resources, University of Maine, 5755 Nutting Hall, Orono, ME04469-5755, USA
&
Brian E. RothCooperative Forest Research Unit, University of Maine, 5755 Nutting Hall, Orono, ME04469-5755, USA
 show all
Pages 16-27 | Received 20 Jan 2016, Accepted 03 Oct 2016, Published online: 28 Nov 2016

Citations (89)

Keep up to date with the latest research on this topic with citation updates for this article.

Subscribe to citation updates

Read on this site (6)

Xin Wang, Qiuji Chen, Hong Wang, Xiuneng Li & Han Yang. (2023) Automatic registration framework for multi-platform point cloud data in natural forests. International Journal of Remote Sensing 44:15, pages 4596-4616.
Read now
Yifan Xu, Chunhua Hu & Yuning Xie. (2022) An improved space colonization algorithm with DBSCAN clustering for a single tree skeleton extraction. International Journal of Remote Sensing 43:10, pages 3692-3713.
Read now
Sean Hartling, Vasit Sagan & Maitiniyazi Maimaitijiang. (2021) Urban tree species classification using UAV-based multi-sensor data fusion and machine learning. GIScience & Remote Sensing 58:8, pages 1250-1275.
Read now
Yong Pang, Weiwei Wang, Liming Du, Zhongjun Zhang, Xiaojun Liang, Yongning Li & Zuyuan Wang. (2021) Nyström-based spectral clustering using airborne LiDAR point cloud data for individual tree segmentation. International Journal of Digital Earth 14:10, pages 1452-1476.
Read now
Elias Ayrey, Daniel J. Hayes, Shawn Fraver, John A. Kershaw$suffix/text()$suffix/text() & Aaron R. Weiskittel. (2019) Ecologically-Based Metrics for Assessing Structure in Developing Area-Based, Enhanced Forest Inventories from LiDAR. Canadian Journal of Remote Sensing 45:1, pages 88-112.
Read now
M. Balsi, S. Esposito, P. Fallavollita & C. Nardinocchi. (2018) Single-tree detection in high-density LiDAR data from UAV-based survey. European Journal of Remote Sensing 51:1, pages 679-692.
Read now

Articles from other publishers (83)

Sarah A Wegmueller, William B Monahan & Philip A Townsend. (2023) Tree Condition and Analysis Program – Detecting Forest Disturbance at the Tree Level across the Contiguous United States with High Resolution Imagery. Journal of Forestry.
Crossref
Yujie Cao, James G.C. Ball, David A. Coomes, Leon Steinmeier, Nikolai Knapp, Phil Wilkes, Mathias Disney, Kim Calders, Andrew Burt, Yi Lin & Toby D. Jackson. (2023) Benchmarking airborne laser scanning tree segmentation algorithms in broadleaf forests shows high accuracy only for canopy trees. International Journal of Applied Earth Observation and Geoinformation 123, pages 103490.
Crossref
Martin Slavík, Karel Kuželka, Roman Modlinger & Peter Surový. (2023) Spatial Analysis of Dense LiDAR Point Clouds for Tree Species Group Classification Using Individual Tree Metrics. Forests 14:8, pages 1581.
Crossref
Aada Hakula, Lassi Ruoppa, Matti Lehtomäki, Xiaowei Yu, Antero Kukko, Harri Kaartinen, Josef Taher, Leena Matikainen, Eric Hyyppä, Ville Luoma, Markus Holopainen, Ville Kankare & Juha Hyyppä. (2023) Individual tree segmentation and species classification using high-density close-range multispectral laser scanning data. ISPRS Open Journal of Photogrammetry and Remote Sensing 9, pages 100039.
Crossref
Yi Li, Donghui Xie, Yingjie Wang, Shuangna Jin, Kun Zhou, Zhixiang Zhang, Weihua Li, Wuming Zhang, Xihan Mu & Guangjian Yan. (2023) Individual tree segmentation of airborne and UAV LiDAR point clouds based on the watershed and optimized connection center evolution clustering. Ecology and Evolution 13:7.
Crossref
Yao Liu, Haotian You, Xu Tang, Qixu You, Yuanwei Huang & Jianjun Chen. (2023) Study on Individual Tree Segmentation of Different Tree Species Using Different Segmentation Algorithms Based on 3D UAV Data. Forests 14:7, pages 1327.
Crossref
Kai Xia, Cheng Li, Yinhui Yang, Susu Deng & Hailin Feng. (2023) Study on Single-Tree Extraction Method for Complex RGB Point Cloud Scenes. Remote Sensing 15:10, pages 2644.
Crossref
Mingrui Dai & Guohua Li. (2023) Soft Segmentation and Reconstruction of Tree Crown from Laser Scanning Data. Electronics 12:10, pages 2300.
Crossref
Mingrui Dai & Guohua Li. (2023) Soft Segmentation of Terrestrial Laser Scanning Point Cloud of Forests. Applied Sciences 13:10, pages 6228.
Crossref
Prakash K. Paudel, Arjun Lamichhane, Krishna Prasad Acharya & Rabin Bastola. (2023) Ecosystem restoration reduces community vulnerability to water-induced disasters: Need to rethink Chure conservation in Nepal. International Journal of Disaster Risk Reduction 90, pages 103647.
Crossref
Peter Hofinger, Hans-Joachim Klemmt, Simon Ecke, Steffen Rogg & Jan Dempewolf. (2023) Application of YOLOv5 for Point Label Based Object Detection of Black Pine Trees with Vitality Losses in UAV Data. Remote Sensing 15:8, pages 1964.
Crossref
Xin Xu, Federico Iuricich & Leila De Floriani. (2023) A topology-based approach to individual tree segmentation from airborne LiDAR data. GeoInformatica.
Crossref
Yupan Zhang, Yiliu Tan, Yuichi Onda, Asahi Hashimoto, Takashi Gomi, Chenwei Chiu & Shodai Inokoshi. (2023) A tree detection method based on trunk point cloud section in dense plantation forest using drone LiDAR data. Forest Ecosystems 10, pages 100088.
Crossref
Qinghua Guo, Yanjun Su & Tianyu Hu. 2023. LiDAR Principles, Processing and Applications in Forest Ecology. LiDAR Principles, Processing and Applications in Forest Ecology 215 266 .
Matthew Gonnerman, Stephanie A. Shea, Kelsey Sullivan, Pauline Kamath, Kaj Overturf & Erik Blomberg. (2022) Dynamic winter weather moderates movement and resource selection of wild turkeys at high‐latitude range limits. Ecological Applications 33:1.
Crossref
Thomas Lowe & Joshua Pinskier. (2022) Tree Reconstruction Using Topology Optimisation. Remote Sensing 15:1, pages 172.
Crossref
Zhouyang Hua, Sheng Xu & Yingan Liu. (2022) Individual Tree Segmentation from Side-View LiDAR Point Clouds of Street Trees Using Shadow-Cut. Remote Sensing 14:22, pages 5742.
Crossref
Zengxin Yun, Guang Zheng, Qiang Geng, L. Monika Moskal, Bingxiao Wu & Peng Gong. (2022) Dynamic stratification for vertical forest structure using aerial laser scanning over multiple spatial scales. International Journal of Applied Earth Observation and Geoinformation 114, pages 103040.
Crossref
Elena Belcore & Melissa Latella. (2022) Riparian ecosystems mapping at fine scale: a density approach based on multi‐temporal UAV photogrammetric point clouds . Remote Sensing in Ecology and Conservation 8:5, pages 644-655.
Crossref
Joshua Carpenter, Jinha Jung, Sungchan Oh, Brady Hardiman & Songlin Fei. (2022) An Unsupervised Canopy-to-Root Pathing (UCRP) Tree Segmentation Algorithm for Automatic Forest Mapping. Remote Sensing 14:17, pages 4274.
Crossref
Aaron M. Sparks, Mark V. Corrao & Alistair M. S. Smith. (2022) Cross-Comparison of Individual Tree Detection Methods Using Low and High Pulse Density Airborne Laser Scanning Data. Remote Sensing 14:14, pages 3480.
Crossref
Wei Yuan, Xiaodan Shi, Zhiling Guo, Zipei Fan, Jianya Gong & Ryosuke Shibasaki. (2022) Cross-Scale Attention-based Tree Crown Detection via UAV imagery. Cross-Scale Attention-based Tree Crown Detection via UAV imagery.
Robin J. L. Hartley, Sadeepa Jayathunga, Peter D. Massam, Dilshan De Silva, Honey Jane Estarija, Sam J. Davidson, Adedamola Wuraola & Grant D. Pearse. (2022) Assessing the Potential of Backpack-Mounted Mobile Laser Scanning Systems for Tree Phenotyping. Remote Sensing 14:14, pages 3344.
Crossref
Qingda Chen, Tian Gao, Jiaojun Zhu, Fayun Wu, Xiufen Li, Deliang Lu & Fengyuan Yu. (2022) Individual Tree Segmentation and Tree Height Estimation Using Leaf-Off and Leaf-On UAV-LiDAR Data in Dense Deciduous Forests. Remote Sensing 14:12, pages 2787.
Crossref
Mikko KukkonenMatti MaltamoLauri KorhonenPetteri Packalen. (2022) Evaluation of UAS LiDAR data for tree segmentation and diameter estimation in boreal forests using trunk- and crown-based methods. Canadian Journal of Forest Research 52:5, pages 674-684.
Crossref
Hongping Fu, Hao Li, Yanqi Dong, Fu Xu & Feixiang Chen. (2022) Segmenting Individual Tree from TLS Point Clouds Using Improved DBSCAN. Forests 13:4, pages 566.
Crossref
Jeff L. Hershey, Marc E. McDill, Douglas A. Miller, Brennan Holderman & Judd H. Michael. (2022) A Voxel-Based Individual Tree Stem Detection Method Using Airborne LiDAR in Mature Northeastern U.S. Forests. Remote Sensing 14:3, pages 806.
Crossref
Nur A. Husin, Siti Khairunniza-Bejo, Ahmad F. Abdullah, Muhamad S. M. Kassim & Desa Ahmad. (2021) Multi-temporal analysis of terrestrial laser scanning data to detect basal stem rot in oil palm trees. Precision Agriculture 23:1, pages 101-126.
Crossref
Kaisen Ma, Zhenxiong Chen, Liyong Fu, Wanli Tian, Fugen Jiang, Jing Yi, Zhi Du & Hua Sun. (2022) Performance and Sensitivity of Individual Tree Segmentation Methods for UAV-LiDAR in Multiple Forest Types. Remote Sensing 14:2, pages 298.
Crossref
Yuanshuo Hao, Faris Rafi Almay Widagdo, Xin Liu, Yongshuai Liu, Lihu Dong & Fengri Li. (2022) A Hierarchical Region-Merging Algorithm for 3-D Segmentation of Individual Trees Using UAV-LiDAR Point Clouds. IEEE Transactions on Geoscience and Remote Sensing 60, pages 1-16.
Crossref
Irem Ulku, Erdem Akagunduz & Pedram Ghamisi. (2022) Deep Semantic Segmentation of Trees Using Multispectral Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15, pages 7589-7604.
Crossref
Jianchang Chen, Yiming Chen & Zhengjun Liu. (2022) Extraction of Forestry Parameters Based on Multi-Platform LiDAR. IEEE Access 10, pages 21077-21094.
Crossref
Maciej Lisiewicz, Agnieszka Kamińska & Krzysztof Stereńczak. (2022) Recognition of specified errors of Individual Tree Detection methods based on Canopy Height Model. Remote Sensing Applications: Society and Environment 25, pages 100690.
Crossref
Omar Montoya, Octavio Icasio-Hernández & Joaquín Salas. (2021) TreeTool: A tool for detecting trees and estimating their DBH using forest point clouds. SoftwareX 16, pages 100889.
Crossref
Daniel Queirós da Silva, Filipe Neves dos Santos, Armando Jorge Sousa, Vítor Filipe & José Boaventura-Cunha. (2021) Unimodal and Multimodal Perception for Forest Management: Review and Dataset. Computation 9:12, pages 127.
Crossref
Sean Krisanski, Mohammad Sadegh Taskhiri, Susana Gonzalez Aracil, David Herries, Allie Muneri, Mohan Babu Gurung, James Montgomery & Paul Turner. (2021) Forest Structural Complexity Tool—An Open Source, Fully-Automated Tool for Measuring Forest Point Clouds. Remote Sensing 13:22, pages 4677.
Crossref
Ting-Ru YangJohn A. KershawJr.Jr., Elizabeth McGarrigleMark J. DuceyDhirendra Shukla. (2021) Application of allometric systems for compatible area-based LiDAR-assisted estimation in the Province of Nova Scotia. Canadian Journal of Forest Research 51:11, pages 1688-1697.
Crossref
Midhun Mohan, Rodrigo Vieira Leite, Eben North Broadbent, Wan Shafrina Wan Mohd Jaafar, Shruthi Srinivasan, Shaurya Bajaj, Ana Paula Dalla Corte, Cibele Hummel do Amaral, Gopika Gopan, Siti Nor Maizah Saad, Aisyah Marliza Muhmad Kamarulzaman, Gabriel Atticciati Prata, Emma Llewelyn, Daniel J. Johnson, Willie Doaemo, Stephanie Bohlman, Angelica Maria Almeyda Zambrano & Adrián Cardil. (2021) Individual tree detection using UAV-lidar and UAV-SfM data: A tutorial for beginners. Open Geosciences 13:1, pages 1028-1039.
Crossref
Irfan A. Iqbal, Jon Osborn, Christine Stone & Arko Lucieer. (2021) A Comparison of ALS and Dense Photogrammetric Point Clouds for Individual Tree Detection in Radiata Pine Plantations. Remote Sensing 13:17, pages 3536.
Crossref
V Usoltsev, V Kovyazin, I Tsepordey, S Zalesov & V Chasovskikh. (2021) Allometric models of Picea spp. biomass for airborne laser sensing as related to climate variables. IOP Conference Series: Earth and Environmental Science 806:1, pages 012033.
Crossref
S. A. Nitoslawski, K. Wong‐Stevens, J. W. N. Steenberg, K. Witherspoon, L. Nesbitt & C. C. Konijnendijk van den Bosch. (2021) The Digital Forest: Mapping a Decade of Knowledge on Technological Applications for Forest Ecosystems. Earth's Future 9:8.
Crossref
Qiuji Chen, Xin Wang, Mengru Hang & Jiye Li. (2021) Research on the improvement of single tree segmentation algorithm based on airborne LiDAR point cloud. Open Geosciences 13:1, pages 705-716.
Crossref
Jonathon J. Donager, Andrew J. Sánchez Meador & Ryan C. Blackburn. (2021) Adjudicating Perspectives on Forest Structure: How Do Airborne, Terrestrial, and Mobile Lidar-Derived Estimates Compare?. Remote Sensing 13:12, pages 2297.
Crossref
Haijian Liu, Pinliang Dong, Changshan Wu, Pin Wang & Meihong Fang. (2021) Individual tree identification using a new cluster-based approach with discrete-return airborne LiDAR data. Remote Sensing of Environment 258, pages 112382.
Crossref
Rui Xiao, Bo Xu, Wei Jia, Xuming Ge, Tao Shuai & Hongtie Chen. (2021) Efficient individual tree identification from multiple source point cloud. IOP Conference Series: Earth and Environmental Science 783:1, pages 012082.
Crossref
Sean Krisanski, Mohammad Sadegh Taskhiri, Susana Gonzalez Aracil, David Herries & Paul Turner. (2021) Sensor Agnostic Semantic Segmentation of Structurally Diverse and Complex Forest Point Clouds Using Deep Learning. Remote Sensing 13:8, pages 1413.
Crossref
R. Romero-Jarén & J.J. Arranz. (2021) Automatic segmentation and classification of BIM elements from point clouds. Automation in Construction 124, pages 103576.
Crossref
Sebrian Mirdeklis Beselly, Mick van der Wegen, Uwe Grueters, Johan Reyns, Jasper Dijkstra & Dano Roelvink. (2021) Eleven Years of Mangrove–Mudflat Dynamics on the Mud Volcano-Induced Prograding Delta in East Java, Indonesia: Integrating UAV and Satellite Imagery. Remote Sensing 13:6, pages 1084.
Crossref
Piotr Tompalski, Nicholas C. Coops, Joanne C. White, Tristan R.H. Goodbody, Chris R. Hennigar, Michael A. Wulder, Jarosław Socha & Murray E. Woods. (2021) Estimating Changes in Forest Attributes and Enhancing Growth Projections: a Review of Existing Approaches and Future Directions Using Airborne 3D Point Cloud Data. Current Forestry Reports 7:1, pages 1-24.
Crossref
Dominik Seidel, Peter Annighöfer, Anton Thielman, Quentin Edward Seifert, Jan-Henrik Thauer, Jonas Glatthorn, Martin Ehbrecht, Thomas Kneib & Christian Ammer. (2021) Predicting Tree Species From 3D Laser Scanning Point Clouds Using Deep Learning. Frontiers in Plant Science 12.
Crossref
Sebastian Dersch, Marco Heurich, Nina Krueger & Peter Krzystek. (2021) Combining graph-cut clustering with object-based stem detection for tree segmentation in highly dense airborne lidar point clouds. ISPRS Journal of Photogrammetry and Remote Sensing 172, pages 207-222.
Crossref
Melissa Latella, Fabio Sola & Carlo Camporeale. (2021) A Density-Based Algorithm for the Detection of Individual Trees from LiDAR Data. Remote Sensing 13:2, pages 322.
Crossref
Weigang Zhu, Chao Zhu & Yaqiu Zhang. (2021) Research on Deep Learning Individual Tree Segmentation Method Coupling RetinaNet and Point Cloud Clustering. IEEE Access 9, pages 126635-126645.
Crossref
D. Jaskierniak, A. Lucieer, G. Kuczera, D. Turner, P.N.J. Lane, R.G. Benyon & S. Haydon. (2021) Individual tree detection and crown delineation from Unmanned Aircraft System (UAS) LiDAR in structurally complex mixed species eucalypt forests. ISPRS Journal of Photogrammetry and Remote Sensing 171, pages 171-187.
Crossref
Jean-Romain Roussel, David Auty, Nicholas C. Coops, Piotr Tompalski, Tristan R.H. Goodbody, Andrew Sánchez Meador, Jean-François Bourdon, Florian de Boissieu & Alexis Achim. (2020) lidR: An R package for analysis of Airborne Laser Scanning (ALS) data. Remote Sensing of Environment 251, pages 112061.
Crossref
N.A. Husin, S. Khairunniza–Bejo, A.F. Abdullah, M.S.M. Kassim & D. Ahmad. (2020) Study of the oil palm crown characteristics associated with Basal Stem Rot (BSR) disease using stratification method of point cloud data. Computers and Electronics in Agriculture 178, pages 105810.
Crossref
Nur A. Husin, Siti Khairunniza-Bejo, Ahmad F. Abdullah, Muhamad S. M. Kassim, Desa Ahmad & Mohd H. A. Aziz. (2020) Classification of Basal Stem Rot Disease in Oil Palm Plantations Using Terrestrial Laser Scanning Data and Machine Learning. Agronomy 10:11, pages 1624.
Crossref
Jiaojiao Xu, Chuanjie Yan, Yangyang Su & Yong Liu. (2020) Analysis of high-rise building safety detection methods based on big data and artificial intelligence. International Journal of Distributed Sensor Networks 16:6, pages 155014772093530.
Crossref
Rodrigo Vieira Leite, Cibele Hummel do Amaral, Raul de Paula Pires, Carlos Alberto Silva, Carlos Pedro Boechat Soares, Renata Paulo Macedo, Antonilmar Araújo Lopes da Silva, Eben North Broadbent, Midhun Mohan & Hélio Garcia Leite. (2020) Estimating Stem Volume in Eucalyptus Plantations Using Airborne LiDAR: A Comparison of Area- and Individual Tree-Based Approaches. Remote Sensing 12:9, pages 1513.
Crossref
Karel Kuželka, Martin Slavík & Peter Surový. (2020) Very High Density Point Clouds from UAV Laser Scanning for Automatic Tree Stem Detection and Direct Diameter Measurement. Remote Sensing 12:8, pages 1236.
Crossref
Nathalie Guimarães, Luís Pádua, Pedro Marques, Nuno Silva, Emanuel Peres & Joaquim J. Sousa. (2020) Forestry Remote Sensing from Unmanned Aerial Vehicles: A Review Focusing on the Data, Processing and Potentialities. Remote Sensing 12:6, pages 1046.
Crossref
Hongcan Guan, Yanjun Su, Tianyu Hu, Rui Wang, Qin Ma, Qiuli Yang, Xiliang Sun, Yumei Li, Shichao Jin, Jing Zhang, Qin Ma, Min Liu, Fayun Wu & Qinghua Guo. (2020) A Novel Framework to Automatically Fuse Multiplatform LiDAR Data in Forest Environments Based on Tree Locations. IEEE Transactions on Geoscience and Remote Sensing 58:3, pages 2165-2177.
Crossref
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) Tree Species Traits Determine the Success of LiDAR-Based Crown Mapping in a Mixed Temperate Forest. Remote Sensing 12:2, pages 309.
Crossref
Juntao Yang, Zhizhong Kang, Sai Cheng, Zhou Yang & Perpetual Hope Akwensi. (2020) An Individual Tree Segmentation Method Based on Watershed Algorithm and Three-Dimensional Spatial Distribution Analysis From Airborne LiDAR Point Clouds. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 13, pages 1055-1067.
Crossref
Xiaohu Wang, Yizhuo Zhang & Ze Luo. (2020) Combining Trunk Detection With Canopy Segmentation to Delineate Single Deciduous Trees Using Airborne LiDAR Data. IEEE Access 8, pages 99783-99796.
Crossref
Qiuli Yang, Yanjun Su, Shichao Jin, Maggi Kelly, Tianyu Hu, Qin Ma, Yumei Li, Shilin Song, Jing Zhang, Guangcai Xu, Jianxin Wei & Qinghua Guo. (2019) The Influence of Vegetation Characteristics on Individual Tree Segmentation Methods with Airborne LiDAR Data. Remote Sensing 11:23, pages 2880.
Crossref
Xiao-Hu Wang, Yi-Zhuo Zhang & Miao-Miao Xu. (2019) A Multi-Threshold Segmentation for Tree-Level Parameter Extraction in a Deciduous Forest Using Small-Footprint Airborne LiDAR Data. Remote Sensing 11:18, pages 2109.
Crossref
Ville V. Lehtola, Matti Lehtomaki, Heikki Hyyti, Risto Kaijaluoto, Antero Kukko, Harri Kaartinen & Juha Hyyppa. (2019) Preregistration Classification of Mobile LIDAR Data Using Spatial Correlations. IEEE Transactions on Geoscience and Remote Sensing 57:9, pages 6900-6915.
Crossref
Bogdan M. Strimbu, Chu Qi & John Sessions. (2019) Accurate Geo-Referencing of Trees with No or Inaccurate Terrestrial Location Devices. Remote Sensing 11:16, pages 1877.
Crossref
Hongke Hao, Weizhong Li, Xuan Zhao, Qingrui Chang & Pengxiang Zhao. (2019) Estimating the Aboveground Carbon Density of Coniferous Forests by Combining Airborne LiDAR and Allometry Models at Plot Level. Frontiers in Plant Science 10.
Crossref
PEDRO HENRIQUE KARANTINO MILLIKAN, CARLOS ALBERTO SILVA, Luiz Carlos Estraviz Rodriguez, Tupiara Mergen de Oliveira, Mariana Peres de Lima Chaves e Carvalho & Samuel de Pádua Chaves e Carvalho. (2019) AUTOMATED INDIVIDUAL TREE DETECTION IN AMAZON TROPICAL FOREST FROM AIRBORNE LASER SCANNING DATA. CERNE 25:3, pages 273-282.
Crossref
Frederic Brieger, Ulrike Herzschuh, Luidmila A. Pestryakova, Bodo Bookhagen, Evgenii S. Zakharov & Stefan Kruse. (2019) Advances in the Derivation of Northeast Siberian Forest Metrics Using High-Resolution UAV-Based Photogrammetric Point Clouds. Remote Sensing 11:12, pages 1447.
Crossref
Ben G. Weinstein, Sergio Marconi, Stephanie Bohlman, Alina Zare & Ethan White. (2019) Individual Tree-Crown Detection in RGB Imagery Using Semi-Supervised Deep Learning Neural Networks. Remote Sensing 11:11, pages 1309.
Crossref
Alvaro Lau, Christopher Martius, Harm Bartholomeus, Alexander Shenkin, Tobias Jackson, Yadvinder Malhi, Martin Herold & Lisa Patrick Bentley. (2019) Estimating architecture-based metabolic scaling exponents of tropical trees using terrestrial LiDAR and 3D modelling. Forest Ecology and Management 439, pages 132-145.
Crossref
Peter Surový & Karel Kuželka. (2019) Acquisition of Forest Attributes for Decision Support at the Forest Enterprise Level Using Remote-Sensing Techniques—A Review. Forests 10:3, pages 273.
Crossref
Marta Fernández-Álvarez, Julia Armesto & Juan Picos. (2019) LiDAR-Based Wildfire Prevention in WUI: The Automatic Detection, Measurement and Evaluation of Forest Fuels. Forests 10:2, pages 148.
Crossref
Aravind Harikumar, Francesca Bovolo & Lorenzo Bruzzone. (2019) A Local Projection-Based Approach to Individual Tree Detection and 3-D Crown Delineation in Multistoried Coniferous Forests Using High-Density Airborne LiDAR Data. IEEE Transactions on Geoscience and Remote Sensing 57:2, pages 1168-1182.
Crossref
Phil Wilkes, Mathias Disney, Matheus Boni Vicari, Kim Calders & Andrew Burt. (2018) Estimating urban above ground biomass with multi-scale LiDAR. Carbon Balance and Management 13:1.
Crossref
Jan Zörner, John Dymond, James Shepherd, Susan Wiser & Ben Jolly. (2018) LiDAR-Based Regional Inventory of Tall Trees—Wellington, New Zealand. Forests 9:11, pages 702.
Crossref
Jonathon J. Donager, Temuulen Ts. Sankey, Joel B. Sankey, Andrew J. Sanchez Meador, Abraham E. Springer & John D. Bailey. (2018) Examining Forest Structure With Terrestrial Lidar: Suggestions and Novel Techniques Based on Comparisons Between Scanners and Forest Treatments. Earth and Space Science 5:11, pages 753-776.
Crossref
Jake J. Grossman, Margot Vanhellemont, Nadia Barsoum, Jürgen Bauhus, Helge Bruelheide, Bastien Castagneyrol, Jeannine Cavender-Bares, Nico Eisenhauer, Olga Ferlian, Dominique Gravel, Andy Hector, Hervé Jactel, Holger Kreft, Simone Mereu, Christian Messier, Bart Muys, Charles Nock, Alain Paquette, John Parker, Michael P. Perring, Quentin Ponette, Peter B. Reich, Andreas Schuldt, Michael Staab, Martin Weih, Delphine Clara Zemp, Michael Scherer-Lorenzen & Kris Verheyen. (2018) Synthesis and future research directions linking tree diversity to growth, survival, and damage in a global network of tree diversity experiments. Environmental and Experimental Botany 152, pages 68-89.
Crossref
Elias Ayrey & Daniel Hayes. (2018) The Use of Three-Dimensional Convolutional Neural Networks to Interpret LiDAR for Forest Inventory. Remote Sensing 10:4, pages 649.
Crossref
Hamid Hamraz, Marco A. Contreras & Jun Zhang. (2017) Forest understory trees can be segmented accurately within sufficiently dense airborne laser scanning point clouds. Scientific Reports 7:1.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.