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

Across Date Species Detection Using Airborne Imaging Spectroscopy

(2019) Anthony Laybros 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

Tree Species Classification in a Highly Diverse Subtropical Forest Integrating UAV-Based Photogrammetric Point Cloud and Hyperspectral Data

(2019) Camile Sothe et al.   Remote Sensing

Missing Data Reconstruction in Remote Sensing Image With a Unified Spatial-Temporal-Spectral Deep Convolutional Neural Network

(2018) Qiang Zhang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

When Deep Learning Meets Metric Learning: Remote Sensing Image Scene Classification via Learning Discriminative CNNs

(2018) Gong Cheng et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Automatically identifying, counting, and describing wild animals in camera-trap images with deep learning

(2018) Mohammad Sadegh Norouzzadeh et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Assessment of Classifiers and Remote Sensing Features of Hyperspectral Imagery and Stereo-Photogrammetric Point Clouds for Recognition of Tree Species in a Forest Area of High Species Diversity

(2018) Sakari Tuominen et al.   Remote Sensing

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

(2018) Julia Maschler et al.   Remote Sensing

Hyperspectral and Lidar Intensity Data Fusion: A Framework for the Rigorous Correction of Illumination, Anisotropic Effects, and Cross Calibration

(2017) Maximilian Brell et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Deep Recurrent Neural Networks for Hyperspectral Image Classification

(2017) Lichao Mou et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

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

(2017) Xin Shen et al.   Remote Sensing

Individual Tree Detection and Classification with UAV-Based Photogrammetric Point Clouds and Hyperspectral Imaging

(2017) Olli Nevalainen et al.   Remote Sensing

Deep Feature Extraction and Classification of Hyperspectral Images Based on Convolutional Neural Networks

(2016) Yushi Chen et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Mapping tree species in tropical seasonal semi-deciduous forests with hyperspectral and multispectral data

(2016) Matheus Pinheiro Ferreira 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

Lidar detection of individual tree size in tropical forests

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

Tree Species Abundance Predictions in a Tropical Agricultural Landscape with a Supervised Classification Model and Imbalanced Data

(2016) Sarah Graves et al.   Remote Sensing

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

(2016) Laurel Ballanti et al.   Remote Sensing

Semi-supervised SVM for individual tree crown species classification

(2015) Michele Dalponte et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Deep learning

(2015) Yann LeCun et al.   NATURE

Progressive forest canopy water loss during the 2012–2015 California drought

(2015) Gregory P. Asner et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Transferring Deep Convolutional Neural Networks for the Scene Classification of High-Resolution Remote Sensing Imagery

(2015) Fan Hu et al.   Remote Sensing

On underestimation of global vulnerability to tree mortality and forest die-off from hotter drought in the Anthropocene

(2015) Craig D. Allen et al.   Ecosphere

Deep Convolutional Neural Networks for Hyperspectral Image Classification

(2015) Wei Hu et al.   Journal of Sensors

Urban tree species mapping using hyperspectral and lidar data fusion

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

An efficient, multi-layered crown delineation algorithm for mapping individual tree structure across multiple ecosystems

(2014) L.I. Duncanson et al.   REMOTE SENSING OF ENVIRONMENT

Observing changing ecological diversity in the Anthropocene

(2013) David S Schimel 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

Mapping Individual Tree Species in an Urban Forest Using Airborne Lidar Data and Hyperspectral Imagery

(2013) Caiyun Zhang et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Climatic Correlates of Tree Mortality in Water- and Energy-Limited Forests

(2013) Adrian J. Das et al.   PLoS One

Tree crown delineation and tree species classification in boreal forests using hyperspectral and ALS data

(2013) Michele Dalponte et al.   REMOTE SENSING OF ENVIRONMENT

Landscape-scale variation in structure and biomass of Amazonian seasonally flooded and unflooded forests

(2012) Joseph E. Hawes et al.   FOREST ECOLOGY AND MANAGEMENT

Tree Species Discrimination in Tropical Forests Using Airborne Imaging Spectroscopy

(2012) Jean-Baptiste Feret et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Grading and color evolution of apples using RGB and hyperspectral imaging vision cameras

(2012) Cristóbal Garrido-Novell et al.   JOURNAL OF FOOD ENGINEERING

Multi-column deep neural network for traffic sign classification

(2012) Dan Cireşan et al.   NEURAL NETWORKS

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

Mapping forest aboveground biomass in the Northeastern United States with ALOS PALSAR dual-polarization L-band

(2012) Oliver Cartus et al.   REMOTE SENSING OF ENVIRONMENT

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

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

Mapping Savanna Tree Species at Ecosystem Scales Using Support Vector Machine Classification and BRDF Correction on Airborne Hyperspectral and LiDAR Data

(2012) Matthew Colgan 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

Early detection of Fusarium infection in wheat using hyper-spectral imaging

(2011) E. Bauriegel et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Variation and directional anisotropy of reflectance at the crown scale — Implications for tree species classification in digital aerial images

(2011) Ilkka Korpela et al.   REMOTE SENSING OF ENVIRONMENT

An Evaluation of the ALOS PALSAR L-Band Backscatter—Above Ground Biomass Relationship Queensland, Australia: Impacts of Surface Moisture Condition and Vegetation Structure

(2010) Richard Lucas et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Denoising of Hyperspectral Imagery Using Principal Component Analysis and Wavelet Shrinkage

(2010) Guangyi Chen et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

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

Predicting tropical plant physiology from leaf and canopy spectroscopy

(2010) Christopher E. Doughty et al.   OECOLOGIA

Synergistic use of QuickBird multispectral imagery and LIDAR data for object-based forest species classification

(2010) Yinghai Ke et al.   REMOTE SENSING OF ENVIRONMENT

A global overview of drought and heat-induced tree mortality reveals emerging climate change risks for forests

(2009) Craig D. Allen et al.   FOREST ECOLOGY AND MANAGEMENT

Broadleaf species recognition with in situ hyperspectral data

(2009) Ruiliang Pu   INTERNATIONAL JOURNAL OF REMOTE SENSING

Airborne spectranomics: mapping canopy chemical and taxonomic diversity in tropical forests

(2008) Gregory P Asner et al.   FRONTIERS IN ECOLOGY AND THE ENVIRONMENT

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

Invasive plants transform the three-dimensional structure of rain forests

(2008) G. P. Asner et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

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

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

Spectral and chemical analysis of tropical forests: Scaling from leaf to canopy levels

(2008) G ASNER et al.   REMOTE SENSING OF ENVIRONMENT