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

Cross-site learning in deep learning RGB tree crown detection

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

NEON is seeding the next revolution in ecology

(2020) Jennifer K Balch et al.   FRONTIERS IN ECOLOGY AND THE ENVIRONMENT

Large-Scale Mapping of Tree Species and Dead Trees in Šumava National Park and Bavarian Forest National Park Using Lidar and Multispectral Imagery

(2020) Peter Krzystek 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

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

(2019) Sergio Marconi et al.   PeerJ

Individual Tree-Crown Detection in RGB Imagery Using Semi-Supervised Deep Learning Neural Networks

(2019) Ben G. Weinstein et al.   Remote Sensing

The capability of species-related forest stand characteristics determination with the use of hyperspectral data

(2019) Martyna Wietecha et al.   REMOTE SENSING OF ENVIRONMENT

An Operational Workflow of Deciduous-Dominated Forest Species Classification: Crown Delineation, Gap Elimination, and Object-Based Classification

(2019) Yuhong He et al.   Remote Sensing

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

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

Mapping Succession in Non-Forest Habitats by Means of Remote Sensing: Is the Data Acquisition Time Critical for Species Discrimination?

(2019) Katarzyna Osińska-Skotak et al.   Remote Sensing

Object-Based Tree Species Classification Using Airborne Hyperspectral Images and LiDAR Data

(2019) Yanshuang Wu et al.   Forests

Implementation of machine-learning classification in remote sensing: an applied review

(2018) Aaron E. Maxwell et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

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

Individual Tree Crown Segmentation and Classification of 13 Tree Species Using Airborne Hyperspectral Data

(2018) Julia Maschler et al.   Remote Sensing

A Review: Individual Tree Species Classification Using Integrated Airborne LiDAR and Optical Imagery with a Focus on the Urban Environment

(2018) Kepu Wang et al.   Forests

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

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

UAV lidar and hyperspectral fusion for forest monitoring in the southwestern USA

(2017) Temuulen Sankey et al.   REMOTE SENSING OF ENVIRONMENT

Airborne laser-guided imaging spectroscopy to map forest trait diversity and guide conservation

(2017) G. P. Asner et al.   SCIENCE

Tree-Species Classification in Subtropical Forests Using Airborne Hyperspectral and LiDAR Data

(2017) Xin Shen et al.   Remote Sensing

Classification of Tree Species in a Diverse African Agroforestry Landscape Using Imaging Spectroscopy and Laser Scanning

(2017) Rami Piiroinen et al.   Remote Sensing

Single-Sensor Solution to Tree Species Classification Using Multispectral Airborne Laser Scanning

(2017) Xiaowei Yu et al.   Remote Sensing

Deep Learning in Remote Sensing: A Comprehensive Review and List of Resources

(2017) Xiao Xiang Zhu et al.   IEEE Geoscience and Remote Sensing Magazine

ISS observations offer insights into plant function

(2017) E. Natasha Stavros et al.   Nature Ecology & Evolution

A comprehensive but efficient framework of proposing and validating feature parameters from airborne LiDAR data for tree species classification

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

Review of studies on tree species classification from remotely sensed data

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

Influence of tree species complexity on discrimination performance of vegetation Indices

(2016) Azadeh Ghiyamat et al.   European Journal of Remote Sensing

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

(2016) Laurel Ballanti et al.   Remote Sensing

Discriminating between Native Norway Spruce and Invasive Sitka Spruce—A Comparison of Multitemporal Landsat 8 Imagery, Aerial Images and Airborne Laser Scanner Data

(2016) Marius Hauglin et al.   Remote Sensing

Ecological data sharing

(2015) William K. Michener   Ecological Informatics

Urban tree species mapping using hyperspectral and lidar data fusion

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

Lightweight unmanned aerial vehicles will revolutionize spatial ecology

(2013) Karen Anderson et al.   FRONTIERS IN ECOLOGY AND THE 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

High-Resolution Global Maps of 21st-Century Forest Cover Change

(2013) M. C. Hansen et al.   SCIENCE

Classification of savanna tree species, in the Greater Kruger National Park region, by integrating hyperspectral and LiDAR data in a Random Forest data mining environment

(2012) L. Naidoo et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Carnegie Airborne Observatory-2: Increasing science data dimensionality via high-fidelity multi-sensor fusion

(2012) Gregory P. Asner et al.   REMOTE SENSING OF ENVIRONMENT

An International Comparison of Individual Tree Detection and Extraction Using Airborne Laser Scanning

(2012) Harri Kaartinen et al.   Remote Sensing

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

(2012) Markus Immitzer et al.   Remote Sensing

NEON terrestrial field observations: designing continental-scale, standardized sampling

(2012) Rebecca Hufft Kao et al.   Ecosphere

Statistical Inference in PCA for Hyperspectral Images

(2011) Peter Bajorski   IEEE Journal of Selected Topics in Signal Processing

New spectral vegetation indices based on the near-infrared shoulder wavelengths for remote detection of grassland phytomass

(2011) Loris Vescovo et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

May the Best Analyst Win

(2011) J. Carpenter   SCIENCE

NEON: the first continental-scale ecological observatory with airborne remote sensing of vegetation canopy biochemistry and structure

(2010) Thomas U. Kampe   Journal of Applied Remote Sensing

A continental strategy for the National Ecological Observatory Network

(2008) Michael Keller et al.   FRONTIERS IN ECOLOGY AND THE ENVIRONMENT

Fusion of Hyperspectral and LIDAR Remote Sensing Data for Classification of Complex Forest Areas

(2008) Michele Dalponte et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Mapping an inland wetland complex using hyperspectral imagery

(2008) M. Y. Jollineau 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