Forest inventory with high-density UAV-Lidar: Machine learning approaches for predicting individual tree attributes

Cross-site learning in deep learning RGB tree crown detection

(2020) Ben G. Weinstein et al.   Ecological Informatics

Moisture content estimation of Pinus radiata and Eucalyptus globulus from reconstructed leaf reflectance in the SWIR region

(2020) Tito Arevalo-Ramirez et al.   BIOSYSTEMS ENGINEERING

A machine-learning approach for classifying defects on tree trunks using terrestrial LiDAR

(2020) Van-Tho Nguyen et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Comparison of Statistical Modelling Approaches for Estimating Tropical Forest Aboveground Biomass Stock and Reporting Their Changes in Low-Intensity Logging Areas Using Multi-Temporal LiDAR Data

(2020) Franciel Eduardo Rex et al.   Remote Sensing

Measuring Individual Tree Diameter and Height Using GatorEye High-Density UAV-Lidar in an Integrated Crop-Livestock-Forest System

(2020) Ana Paula Dalla Corte et al.   Remote Sensing

See the forest and the trees: Effective machine and deep learning algorithms for wood filtering and tree species classification from terrestrial laser scanning

(2020) Zhouxin Xi et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Aboveground forest biomass based on OLSR and an ANN model integrating LiDAR and optical data in a mountainous region of China

(2019) Lixin Dong et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Estimation of forest biomass components using airborne LiDAR and multispectral sensors

(2019) A Hernando et al.   iForest-Biogeosciences and Forestry

Assessment of Individual Tree Detection and Canopy Cover Estimation using Unmanned Aerial Vehicle based Light Detection and Ranging (UAV-LiDAR) Data in Planted Forests

(2019) Xiangqian Wu et al.   Remote Sensing

Machine Learning Techniques for Tree Species Classification Using Co-Registered LiDAR and Hyperspectral Data

(2019) Julia Marrs et al.   Remote Sensing

Prediction of stem diameter and biomass at individual tree crown level with advanced machine learning techniques

(2019) S Malek et al.   iForest-Biogeosciences and Forestry

Modelling vegetation understory cover using LiDAR metrics

(2019) Lisa A. Venier et al.   PLoS One

Structure metrics to generalize biomass estimation from lidar across forest types from different continents

(2019) Nikolai Knapp et al.   REMOTE SENSING OF ENVIRONMENT

Foliar Moisture Content from the Spectral Signature for Wildfire Risk Assessments in Valparaíso-Chile

(2019) Juan Villacrés et al.   SENSORS

Geometric Targets for UAS Lidar

(2019) Benjamin Wilkinson et al.   Remote Sensing

Remote sensing and forest inventories in Nordic countries – roadmap for the future

(2018) Annika Kangas et al.   SCANDINAVIAN JOURNAL OF FOREST RESEARCH

Machine Learning Approaches for Estimating Forest Stand Height Using Plot-Based Observations and Airborne LiDAR Data

(2018) Junghee Lee et al.   Forests

Automatic Segmentation of Mauritia flexuosa in Unmanned Aerial Vehicle (UAV) Imagery Using Deep Learning

(2018) Giorgio Morales et al.   Forests

Improving Individual Tree Crown Delineation and Attributes Estimation of Tropical Forests Using Airborne LiDAR Data

(2018) Wan Wan Mohd Jaafar et al.   Forests

Volume estimation of Cryptomeria japonica logs in southern Brazil using artificial intelligence models

(2017) Carlos R Sanquetta et al.   Southern Forests

A Case Study of UAS Borne Laser Scanning for Measurement of Tree Stem Diameter

(2017) Martin Wieser et al.   Remote Sensing

Estimating Forest Structural Parameters Using Canopy Metrics Derived from Airborne LiDAR Data in Subtropical Forests

(2017) et al.   Remote Sensing

Remote Sensing Technologies for Enhancing Forest Inventories: A Review

(2016) Joanne C. White et al.   CANADIAN JOURNAL OF REMOTE SENSING

Tree-centric mapping of forest carbon density from airborne laser scanning and hyperspectral data

(2016) Michele Dalponte et al.   Methods in Ecology and Evolution

Remote Sensing Technologies for Enhancing Forest Inventories: A Review

(2016) Joanne C. White et al.   CANADIAN JOURNAL OF REMOTE SENSING

A performance comparison of machine learning methods to estimate the fast-growing forest plantation yield based on laser scanning metrics

(2015) Eric Bastos Görgens et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Linear Models for Airborne-Laser-Scanning-Based Operational Forest Inventory With Small Field Sample Size and Highly Correlated LiDAR Data

(2015) Virpi Junttila et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Mapping forest biomass from space – Fusion of hyperspectral EO1-hyperion data and Tandem-X and WorldView-2 canopy height models

(2015) Teja Kattenborn et al.   International Journal of Applied Earth Observation and Geoinformation

Machine Learning Approaches for Predicting Radiation Therapy Outcomes: A Clinician's Perspective

(2015) John Kang et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

A comparison of machine learning regression techniques for LiDAR-derived estimation of forest variables

(2015) J. García-Gutiérrez et al.   NEUROCOMPUTING

Machine learning: Trends, perspectives, and prospects

(2015) M. I. Jordan et al.   SCIENCE

Prediction of protein solvent accessibility using PSO-SVR with multiple sequence-derived features and weighted sliding window scheme

(2015) Jian Zhang et al.   BioData Mining

Landscape-Scale Controls on Aboveground Forest Carbon Stocks on the Osa Peninsula, Costa Rica

(2015) Philip Taylor et al.   PLoS One

Forest Biomass and Carbon Stock Quantification Using Airborne LiDAR Data: A Case Study Over Huntington Wildlife Forest in the Adirondack Park

(2014) Manqi Li et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Evaluating Tree Detection and Segmentation Routines on Very High Resolution UAV LiDAR Data

(2014) Luke Wallace et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Above ground biomass estimation in an African tropical forest with lidar and hyperspectral data

(2014) Gaia Vaglio Laurin et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Köppen's climate classification map for Brazil

(2014) Clayton Alcarde Alvares et al.   METEOROLOGISCHE ZEITSCHRIFT

Urban tree species mapping using hyperspectral and lidar data fusion

(2014) Michael Alonzo et al.   REMOTE SENSING OF ENVIRONMENT

Importance of sample size, data type and prediction method for remote sensing-based estimations of aboveground forest biomass

(2014) F.E. Fassnacht et al.   REMOTE SENSING OF ENVIRONMENT

Quantifying Ladder Fuels: A New Approach Using LiDAR

(2014) Heather Kramer et al.   Forests

Stand Volume Estimation Using the k-NN Technique Combined with Forest Inventory Data, Satellite Image Data and Additional Feature Variables

(2014) Shinya Tanaka et al.   Remote Sensing

High spatial resolution three-dimensional mapping of vegetation spectral dynamics using computer vision

(2013) Jonathan P. Dandois et al.   REMOTE SENSING OF ENVIRONMENT

Support vector machines and neural networks used to evaluate paper manufactured using Eucalyptus globulus

(2012) P.J. García Nieto et al.   APPLIED MATHEMATICAL MODELLING

Use of an Airborne Lidar System to Model Plant Species Composition and Diversity of Mediterranean Oak Forests

(2012) WILLIAM D. SIMONSON et al.   CONSERVATION BIOLOGY

Amazon forest carbon dynamics predicted by profiles of canopy leaf area and light environment

(2012) Scott C. Stark et al.   ECOLOGY LETTERS

Forest structure modeling with combined airborne hyperspectral and LiDAR data

(2012) Hooman Latifi et al.   REMOTE SENSING OF ENVIRONMENT

Estimating forest attribute parameters for small areas using nearest neighbors techniques

(2011) Ronald E. McRoberts   FOREST ECOLOGY AND MANAGEMENT

Satellite lidar vs. small footprint airborne lidar: Comparing the accuracy of aboveground biomass estimates and forest structure metrics at footprint level

(2011) Sorin C. Popescu et al.   REMOTE SENSING OF ENVIRONMENT

Modeling and prediction of Turkey’s electricity consumption using Support Vector Regression

(2010) Kadir Kavaklioglu   APPLIED ENERGY

Statistical methods for assessing agreement between two methods of clinical measurement

(2010) J. Martin Bland et al.   INTERNATIONAL JOURNAL OF NURSING STUDIES

Predicting individual tree attributes from airborne laser point clouds based on the random forests technique

(2010) Xiaowei Yu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Characterizing forest ecological structure using pulse types and heights of airborne laser scanning

(2010) Naoko Miura et al.   REMOTE SENSING OF ENVIRONMENT

Simulating the impact of discrete-return lidar system and survey characteristics over young conifer and broadleaf forests

(2010) M.I. Disney et al.   REMOTE SENSING OF ENVIRONMENT

Advances and emerging issues in national forest inventories

(2010) Ronald E. McRoberts et al.   SCANDINAVIAN JOURNAL OF FOREST RESEARCH

Modelling total volume of dominant pine trees in reforestations via multivariate analysis and artificial neural network models

(2009) Maria J. Diamantopoulou et al.   BIOSYSTEMS ENGINEERING

Spectral discrimination of papyrus vegetation (Cyperus papyrus L.) in swamp wetlands using field spectrometry

(2009) Elhadi Adam et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Estimating stand volume in broad-leaved forest using discrete-return LiDAR: plot-based approach

(2009) Keiko Ioki et al.   Landscape and Ecological Engineering

The role of spectral resolution and classifier complexity in the analysis of hyperspectral images of forest areas

(2009) Michele Dalponte et al.   REMOTE SENSING OF ENVIRONMENT

Comparison of linear and mixed-effect regression models and a k-nearest neighbour approach for estimation of single-tree biomass

(2008) Lutz Fehrmann et al.   CANADIAN JOURNAL OF FOREST RESEARCH

Estimation of forestry stand parameters using laser scanning data in temperate, structurally rich natural European beech (Fagus sylvatica) and Norway spruce (Picea abies) forests

(2008) M. Heurich et al.   FORESTRY

Review of methods of small‐footprint airborne laser scanning for extracting forest inventory data in boreal forests

(2008) J. Hyyppä et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING