A Novel Deep Learning Method to Identify Single Tree Species in UAV-Based Hyperspectral Images

Comparative performance of convolutional neural network, weighted and conventional support vector machine and random forest for classifying tree species using hyperspectral and photogrammetric data

(2020) C. Sothe et al.   GIScience & Remote Sensing

Applying Fully Convolutional Architectures for Semantic Segmentation of a Single Tree Species in Urban Environment on High Resolution UAV Optical Imagery

(2020) Daliana Lobo Torres et al.   SENSORS

Hyperspectral Classification of Plants: A Review of Waveband Selection Generalisability

(2020) Andrew Hennessy et al.   Remote Sensing

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

(2020) Gabriela Takahashi Miyoshi et al.   Remote Sensing

Quantifying Understory and Overstory Vegetation Cover Using UAV-Based RGB Imagery in Forest Plantation

(2020) Linyuan Li 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

Forestry Remote Sensing from Unmanned Aerial Vehicles: A Review Focusing on the Data, Processing and Potentialities

(2020) Nathalie Guimarães et al.   Remote Sensing

The application of Unmanned Aerial Vehicles (UAVs) to estimate above-ground biomass of mangrove ecosystems

(2020) Alejandro Navarro et al.   REMOTE SENSING OF ENVIRONMENT

Classification of Land Cover, Forest, and Tree Species Classes with ZiYuan-3 Multispectral and Stereo Data

(2019) Zhuli Xie et al.   Remote Sensing

Detection of Fir Trees (Abies sibirica) Damaged by the Bark Beetle in Unmanned Aerial Vehicle Images with Deep Learning

(2019) Anastasiia Safonova et al.   Remote Sensing

UAV-Based High Throughput Phenotyping in Citrus Utilizing Multispectral Imaging and Artificial Intelligence

(2019) Yiannis Ampatzidis et al.   Remote Sensing

Remote Sensing Approaches for Monitoring Mangrove Species, Structure, and Biomass: Opportunities and Challenges

(2019) Tien Pham et al.   Remote Sensing

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

(2019) Sean Hartling et al.   SENSORS

A systematic review on deep learning architectures and applications

(2019) Aditya Khamparia et al.   EXPERT SYSTEMS

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

(2019) Julia Marrs et al.   Remote Sensing

Deep learning in remote sensing applications: A meta-analysis and review

(2019) Lei Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Characterizing Seedling Stands Using Leaf-Off and Leaf-On Photogrammetric Point Clouds and Hyperspectral Imagery Acquired from Unmanned Aerial Vehicle

(2019) Mohammad Imangholiloo et al.   Forests

Management Recommendation Generation for Areas Under Forest Restoration Process through Images Obtained by UAV and LiDAR

(2019) Bruna Paolinelli Reis et al.   Remote Sensing

Deep Learning for Classification of Hyperspectral Data: A Comparative Review

(2019) Nicolas Audebert et al.   IEEE Geoscience and Remote Sensing Magazine

Assessment of CNN-Based Methods for Individual Tree Detection on Images Captured by RGB Cameras Attached to UAVs

(2019) Anderson Aparecido dos Santos et al.   SENSORS

Mapping dead forest cover using a deep convolutional neural network and digital aerial photography

(2019) Jean-Daniel Sylvain et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A convolutional neural network approach for counting and geolocating citrus-trees in UAV multispectral imagery

(2019) Lucas Prado Osco et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Predicting Canopy Nitrogen Content in Citrus-Trees Using Random Forest Algorithm Associated to Spectral Vegetation Indices from UAV-Imagery

(2019) Lucas Prado Osco et al.   Remote Sensing

Identifying and Quantifying the Abundance of Economically Important Palms in Tropical Moist Forest Using UAV Imagery

(2019) Ximena Tagle Casapia et al.   Remote Sensing

Deep learning in agriculture: A survey

(2018) Andreas Kamilaris et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Radiometric block adjustment of hyperspectral image blocks in the Brazilian environment

(2018) Gabriela Takahashi Miyoshi et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

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

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

Remote sensing of bark beetle damage in urban forests at individual tree level using a novel hyperspectral camera from UAV and aircraft

(2018) Roope Näsi et al.   URBAN FORESTRY & URBAN GREENING

Radiometric Correction of Close-Range Spectral Image Blocks Captured Using an Unmanned Aerial Vehicle with a Radiometric Block Adjustment

(2018) et al.   Remote Sensing

Quantitative Remote Sensing at Ultra-High Resolution with UAV Spectroscopy: A Review of Sensor Technology, Measurement Procedures, and Data Correction Workflows

(2018) Helge Aasen et al.   Remote Sensing

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

Assessing Biodiversity in Boreal Forests with UAV-Based Photogrammetric Point Clouds and Hyperspectral Imaging

(2018) Ninni Saarinen et al.   Remote Sensing

Object-Based Mangrove Species Classification Using Unmanned Aerial Vehicle Hyperspectral Images and Digital Surface Models

(2018) Jingjing Cao 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

Successional stages and their evolution in tropical forests using multi-temporal photogrammetric surface models and superpixels

(2018) Adilson Berveglieri et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Early genetic consequences of defaunation in a large-seeded vertebrate-dispersed palm (Syagrus romanzoffiana)

(2017) M I Giombini et al.   HEREDITY

Band registration of tuneable frame format hyperspectral UAV imagers in complex scenes

(2017) Eija Honkavaara et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Simultaneous extraction of roads and buildings in remote sensing imagery with convolutional neural networks

(2017) Rasha Alshehhi et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Tree crown detection and delineation in satellite images using probabilistic voting

(2017) Abdullah H. Özcan et al.   Remote Sensing Letters

Comparison of support vector machine, random forest and neural network classifiers for tree species classification on airborne hyperspectral APEX images

(2017) Edwin Raczko et al.   European Journal of Remote Sensing

A Novel Principal Component Analysis Method for the Reconstruction of Leaf Reflectance Spectra and Retrieval of Leaf Biochemical Contents

(2017) Liangyun Liu 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

Identification of Successional Stages and Cover Changes of Tropical Forest Based on Digital Surface Model Analysis

(2016) Adilson Berveglieri et al.   IEEE Journal of Selected Topics in Applied Earth Observations and 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

Deep Learning Based Oil Palm Tree Detection and Counting for High-Resolution Remote Sensing Images

(2016) Weijia Li et al.   Remote Sensing

Patch size, shape and edge distance influence seed predation on a palm species in the Atlantic forest

(2015) Calebe P. Mendes et al.   ECOGRAPHY

Using UAV-Based Photogrammetry and Hyperspectral Imaging for Mapping Bark Beetle Damage at Tree-Level

(2015) Roope Näsi et al.   Remote Sensing

Spatial Pattern of Pindó Palm (Syagrus romanzoffiana) Recruitment in Argentinian Atlantic Forest: The Importance of Tapir and Effects of Defaunation

(2014) Yanina V. Sica et al.   BIOTROPICA

Processing and Assessment of Spectrometric, Stereoscopic Imagery Collected Using a Lightweight UAV Spectral Camera for Precision Agriculture

(2013) Eija Honkavaara 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

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

Species-Level Differences in Hyperspectral Metrics among Tropical Rainforest Trees as Determined by a Tree-Based Classifier

(2012) Matthew L. Clark et al.   Remote Sensing

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

Seed dispersal and predation in the palmSyagrus romanzoffianaon two islands with different faunal richness, southern Brazil

(2011) Fernanda R. da Silva et al.   STUDIES ON NEOTROPICAL FAUNA AND ENVIRONMENT