Continental-scale hyperspectral tree species classification in the United States National Ecological Observatory Network

Exploring the Optimal Feature Combination of Tree Species Classification by Fusing Multi-Feature and Multi-Temporal Sentinel-2 Data in Changbai Mountain

(2022) Mingchang Wang et al.   Forests

Estimating individual level plant traits at scale

(2021) Sergio Marconi et al.   ECOLOGICAL APPLICATIONS

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

(2021) Maja Michałowska et al.   Remote Sensing

The New Hyperspectral Satellite PRISMA: Imagery for Forest Types Discrimination

(2021) Elia Vangi et al.   SENSORS

A remote sensing derived data set of 100 million individual tree crowns for the National Ecological Observatory Network

(2021) Ben G Weinstein et al.   eLife

Estimation of leaf water content from hyperspectral data of different plant species by using three new spectral absorption indices

(2021) Hong Li et al.   PLoS One

Tree species classification from airborne hyperspectral and LiDAR data using 3D convolutional neural networks

(2021) Janne Mäyrä et al.   REMOTE SENSING OF ENVIRONMENT

Deep learning-based tree species mapping in a highly diverse tropical urban setting

(2021) Gabriela Barbosa Martins et al.   URBAN FORESTRY & URBAN GREENING

Evaluation of Hyperspectral Multitemporal Information to Improve Tree Species Identification in the Highly Diverse Atlantic Forest

(2020) Gabriela Takahashi Miyoshi et al.   Remote Sensing

Tree Species Classification of Drone Hyperspectral and RGB Imagery with Deep Learning Convolutional Neural Networks

(2020) Somayeh Nezami et al.   Remote Sensing

Integrating National Ecological Observatory Network (NEON) Airborne Remote Sensing and In-Situ Data for Optimal Tree Species Classification

(2020) Victoria M. Scholl et al.   Remote Sensing

Evaluation of machine learning algorithms for forest stand species mapping using Sentinel-2 imagery and environmental data in the Polish Carpathians

(2020) Ewa Grabska et al.   REMOTE SENSING OF ENVIRONMENT

Multitemporal hyperspectral tree species classification in the Białowieża Forest World Heritage site

(2020) Aneta Modzelewska et al.   FORESTRY

A data science challenge for converting airborne remote sensing data into ecological information

(2019) Sergio Marconi et al.   PeerJ

Splitting on categorical predictors in random forests

(2019) Marvin N. Wright et al.   PeerJ

Urban Tree Species Classification Using a WorldView-2/3 and LiDAR Data Fusion Approach and Deep Learning

(2019) Sean Hartling et al.   SENSORS

Tree species classification in tropical forests using visible to shortwave infrared WorldView-3 images and texture analysis

(2019) Matheus Pinheiro Ferreira et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

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

(2019) Julia Marrs et al.   Remote Sensing

Imaging spectrometry-derived estimates of regional ecosystem composition for the Sierra Nevada, California

(2019) Stacy A. Bogan et al.   REMOTE SENSING OF ENVIRONMENT

The global tree restoration potential

(2019) Jean-Francois Bastin et al.   SCIENCE

Integration of ground survey and remote sensing derived data: Producing robust indicators of habitat extent and condition

(2019) Peter A. Henrys et al.   Ecology and Evolution

A Convolutional Neural Network Classifier Identifies Tree Species in Mixed-Conifer Forest from Hyperspectral Imagery

(2019) Geoffrey A. Fricker et al.   Remote Sensing

Tree Species Classification Based on Hybrid Ensembles of a Convolutional Neural Network (CNN) and Random Forest Classifiers

(2019) Uwe Knauer et al.   Remote Sensing

The Community Land Model Version 5: Description of New Features, Benchmarking, and Impact of Forcing Uncertainty

(2019) David M. Lawrence et al.   Journal of Advances in Modeling Earth Systems

Multiresolution Multimodal Sensor Fusion for Remote Sensing Data With Label Uncertainty

(2019) Xiaoxiao Du et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Biodiversity monitoring, earth observations and the ecology of scale

(2018) Christopher B. Anderson   ECOLOGY LETTERS

Beyond one-hot encoding: Lower dimensional target embedding

(2018) Pau Rodríguez et al.   IMAGE AND VISION COMPUTING

Mapping forest change using stacked generalization: An ensemble approach

(2018) Sean P. Healey et al.   REMOTE SENSING OF ENVIRONMENT

Biomass-dominant species shape the productivity-diversity relationship in two temperate forests

(2018) Yanxia Cheng et al.   ANNALS OF FOREST SCIENCE

The Harmonized Landsat and Sentinel-2 surface reflectance data set

(2018) Martin Claverie et al.   REMOTE SENSING OF ENVIRONMENT

Biodiversity redistribution under climate change: Impacts on ecosystems and human well-being

(2017) Gretta T. Pecl et al.   SCIENCE

Prediction of Species-Specific Volume Using Different Inventory Approaches by Fusing Airborne Laser Scanning and Hyperspectral Data

(2017) Kaja Kandare et al.   Remote Sensing

Remote Sensing Technologies for Enhancing Forest Inventories: A Review

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

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Rare species contribute disproportionately to the functional structure of species assemblages

(2016) Rafael P. Leitão et al.   PROCEEDINGS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES

The benefit of synthetically generated RapidEye and Landsat 8 data fusion time series for riparian forest disturbance monitoring

(2016) Philipp Gärtner et al.   REMOTE SENSING OF ENVIRONMENT

Discrimination of tropical forest types, dominant species, and mapping of functional guilds by hyperspectral and simulated multispectral Sentinel-2 data

(2016) Gaia Vaglio Laurin et al.   REMOTE SENSING OF ENVIRONMENT

Review of studies on tree species classification from remotely sensed data

(2016) Fabian Ewald Fassnacht et al.   REMOTE SENSING OF ENVIRONMENT

Spectroscopic determination of ecologically relevant plant secondary metabolites

(2016) John J. Couture et al.   Methods in Ecology and Evolution

Climate-Related Local Extinctions Are Already Widespread among Plant and Animal Species

(2016) John J. Wiens   PLOS BIOLOGY

Tree Species Classification Using Hyperspectral Imagery: A Comparison of Two Classifiers

(2016) Laurel Ballanti et al.   Remote Sensing

Associations of Leaf Spectra with Genetic and Phylogenetic Variation in Oaks: Prospects for Remote Detection of Biodiversity

(2016) Jeannine Cavender-Bares et al.   Remote Sensing

Remote Sensing Technologies for Enhancing Forest Inventories: A Review

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

Climatic origins predict variation in photoprotective leaf pigments in response to drought and low temperatures in live oaks (Quercus series Virentes)

(2015) J. A. Ramirez-Valiente et al.   TREE PHYSIOLOGY

Supervised Vicarious Calibration (SVC) of Multi-Source Hyperspectral Remote-Sensing Data

(2015) Anna Brook et al.   Remote Sensing

On the Importance of Training Data Sample Selection in Random Forest Image Classification: A Case Study in Peatland Ecosystem Mapping

(2015) Koreen Millard et al.   Remote Sensing

Building Predictive Models inRUsing thecaretPackage

(2015) Max Kuhn   Journal of Statistical Software

Hyperspectral band selection for detecting different blueberry fruit maturity stages

(2014) Ce Yang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Combining ensemble modeling and remote sensing for mapping individual tree species at high spatial resolution

(2013) Robin Engler et al.   FOREST ECOLOGY AND MANAGEMENT

Rare Species Support Vulnerable Functions in High-Diversity Ecosystems

(2013) David Mouillot et al.   PLOS BIOLOGY

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

(2013) Bruce Cook et al.   Remote Sensing

Hyperspectral Remote Sensing Data Analysis and Future Challenges

(2013) Jose M. Bioucas-Dias et al.   IEEE Geoscience and Remote Sensing Magazine

Ecological Importance of Large-Diameter Trees in a Temperate Mixed-Conifer Forest

(2012) James A. Lutz et al.   PLoS One

Tree Species Classification with Random Forest Using Very High Spatial Resolution 8-Band WorldView-2 Satellite Data

(2012) Markus Immitzer et al.   Remote Sensing

Locality-Preserving Dimensionality Reduction and Classification for Hyperspectral Image Analysis

(2011) Wei Li et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

The effect of seasonal spectral variation on species classification in the Panamanian tropical forest

(2011) Michael Hesketh et al.   REMOTE SENSING OF ENVIRONMENT

Dimensionality reduction when data are density functions

(2010) P. Delicado   COMPUTATIONAL STATISTICS & DATA ANALYSIS

SCALING FROM TREES TO FORESTS: TRACTABLE MACROSCOPIC EQUATIONS FOR FOREST DYNAMICS

(2008) Nikolay Strigul et al.   ECOLOGICAL MONOGRAPHS

Limitations of Principal Components Analysis for Hyperspectral Target Recognition

(2008) Saurabh Prasad et al.   IEEE Geoscience and Remote Sensing Letters

Combining national forest inventory field plots and remote sensing data for forest databases

(2008) Erkki Tomppo et al.   REMOTE SENSING OF ENVIRONMENT