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

Multispectral Airborne LiDAR Data in the Prediction of Boreal Tree Species Composition

(2019) Mikko Kukkonen et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Predicting temperate forest stand types using only structural profiles from discrete return airborne lidar

(2018) Melissa Fedrigo et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Applying LiDAR Individual Tree Detection to Management of Structurally Diverse Forest Landscapes

(2018) Sean M A Jeronimo et al.   JOURNAL OF FORESTRY

Identifying the genus or species of individual trees using a three-wavelength airborne lidar system

(2018) Brindusa Cristina Budei et al.   REMOTE SENSING OF ENVIRONMENT

Evaluation of Different Machine Learning Algorithms for Scalable Classification of Tree Types and Tree Species Based on Sentinel-2 Data

(2018) Mathias Wessel et al.   Remote Sensing

Mapping urban tree species using integrated airborne hyperspectral and LiDAR remote sensing data

(2017) Luxia Liu et al.   REMOTE SENSING OF ENVIRONMENT

Bayesian and Classical Machine Learning Methods: A Comparison for Tree Species Classification with LiDAR Waveform Signatures

(2017) Tan Zhou et al.   Remote Sensing

Tree species classification in subtropical forests using small-footprint full-waveform LiDAR data

(2016) Lin Cao et al.   International Journal of Applied Earth Observation and Geoinformation

Above ground biomass and tree species richness estimation with airborne lidar in tropical Ghana forests

(2016) Gaia Vaglio Laurin et al.   International Journal of Applied Earth Observation and Geoinformation

LiDAR waveform features for tree species classification and their sensitivity to tree- and acquisition related parameters

(2016) A. Hovi et al.   REMOTE SENSING OF ENVIRONMENT

Comparison of small-footprint discrete return and full waveform airborne lidar data for estimating multiple forest variables

(2016) Matthew J. Sumnall et al.   REMOTE SENSING OF ENVIRONMENT

Lidar detection of individual tree size in tropical forests

(2016) António Ferraz et al.   REMOTE SENSING OF ENVIRONMENT

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

(2016) Zhen Zhen et al.   Remote Sensing

Integration of WorldView-2 and airborne LiDAR data for tree species level carbon stock mapping in Kayar Khola watershed, Nepal

(2015) Yogendra K. Karna et al.   International Journal of Applied Earth Observation and Geoinformation

The importance of spatial detail: Assessing the utility of individual crown information and scaling approaches for lidar-based biomass density estimation

(2015) L.I. Duncanson et al.   REMOTE SENSING OF ENVIRONMENT

The role of LiDAR in sustainable forest management

(2014) Michael A Wulder et al.   FORESTRY CHRONICLE

Predicting fine-scale tree species abundance patterns using biotic variables derived from LiDAR and high spatial resolution imagery

(2014) Karin Y. van Ewijk et al.   REMOTE SENSING OF ENVIRONMENT

Urban tree species mapping using hyperspectral and lidar data fusion

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

A framework for mapping tree species combining hyperspectral and LiDAR data: Role of selected classifiers and sensor across three spatial scales

(2013) Aniruddha Ghosh et al.   International Journal of Applied Earth Observation and Geoinformation

Lidar-based Mapping of Forest Volume and Biomass by Taxonomic Group Using Structurally Homogenous Segments

(2013) Jan A.N. van Aardt et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Hyperspectral remote sensing of plant biochemistry using Bayesian model averaging with variable and band selection

(2013) Kaiguang Zhao et al.   REMOTE SENSING OF ENVIRONMENT

NASA Goddard’s LiDAR, Hyperspectral and Thermal (G-LiHT) Airborne Imager

(2013) Bruce Cook et al.   Remote Sensing

Variable selection strategies for nearest neighbor imputation methods used in remote sensing based forest inventory

(2012) Petteri Packalén et al.   CANADIAN JOURNAL OF REMOTE SENSING

Tree species classification and estimation of stem volume and DBH based on single tree extraction by exploiting airborne full-waveform LiDAR data

(2012) Wei Yao et al.   REMOTE SENSING OF ENVIRONMENT

Mapping tree species composition in South African savannas using an integrated airborne spectral and LiDAR system

(2012) Moses Azong Cho et al.   REMOTE SENSING OF ENVIRONMENT

Tree species classification in the Southern Alps based on the fusion of very high geometrical resolution multispectral/hyperspectral images and LiDAR data

(2012) Michele Dalponte et al.   REMOTE SENSING OF ENVIRONMENT

Achieving accuracy requirements for forest biomass mapping: A spaceborne data fusion method for estimating forest biomass and LiDAR sampling error

(2012) P.M. Montesano et al.   REMOTE SENSING OF ENVIRONMENT

Airborne discrete-return LIDAR data in the estimation of vertical canopy cover, angular canopy closure and leaf area index

(2011) Lauri Korhonen et al.   REMOTE SENSING OF ENVIRONMENT

Classifying individual tree genera using stepwise cluster analysis based on height and intensity metrics derived from airborne laser scanner data

(2011) Sooyoung Kim et al.   REMOTE SENSING OF ENVIRONMENT

Mapping biomass and stress in the Sierra Nevada using lidar and hyperspectral data fusion

(2011) Anu Swatantran et al.   REMOTE SENSING OF ENVIRONMENT

Exploring full-waveform LiDAR parameters for tree species classification

(2010) Johannes Heinzel et al.   International Journal of Applied Earth Observation and Geoinformation

Status and future of laser scanning, synthetic aperture radar and hyperspectral remote sensing data for forest biomass assessment

(2010) Barbara Koch   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Assessing general relationships between aboveground biomass and vegetation structure parameters for improved carbon estimate from lidar remote sensing

(2010) Wenge Ni-Meister et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Variable selection using random forests

(2010) Robin Genuer et al.   PATTERN RECOGNITION LETTERS

Discrimination of vegetation strata in a multi-layered Mediterranean forest ecosystem using height and intensity information derived from airborne laser scanning

(2010) Felix Morsdorf et al.   REMOTE SENSING OF ENVIRONMENT

Imputation of single-tree attributes using airborne laser scanning-based height, intensity, and alpha shape metrics

(2010) Jari Vauhkonen et al.   REMOTE SENSING OF ENVIRONMENT

Assessing the utility of airborne hyperspectral and LiDAR data for species distribution mapping in the coastal Pacific Northwest, Canada

(2010) Trevor G. Jones et al.   REMOTE SENSING OF ENVIRONMENT

Comparison of Area-Based and Individual Tree-Based Methods for Predicting Plot-Level Forest Attributes

(2010) Xiaowei Yu et al.   Remote Sensing

Habitat suitability modelling of an invasive plant with advanced remote sensing data

(2009) Margaret E. Andrew et al.   DIVERSITY AND DISTRIBUTIONS

Performance of several variable-selection methods applied to real ecological data

(2009) Paul A. Murtaugh   ECOLOGY LETTERS

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

Discrete Return Lidar in Natural Resources: Recommendations for Project Planning, Data Processing, and Deliverables

(2009) Jeffrey Evans et al.   Remote Sensing

LiDAR Utility for Natural Resource Managers

(2009) Andrew Thomas Hudak et al.   Remote Sensing

Multi-source land cover classification for forest fire management based on imaging spectrometry and LiDAR data

(2008) B. Koetz et al.   FOREST ECOLOGY AND MANAGEMENT

Analysis of full waveform LIDAR data for the classification of deciduous and coniferous trees

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

Species identification of individual trees by combining high resolution LiDAR data with multi‐spectral images

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

Integrating waveform lidar with hyperspectral imagery for inventory of a northern temperate forest

(2007) J ANDERSON et al.   REMOTE SENSING OF ENVIRONMENT