Remotely Piloted Aircraft Systems (RPAS) and machine learning: A review in the context of forest science

Assessment of k-Nearest Neighbor and Random Forest Classifiers for Mapping Forest Fire Areas in Central Portugal Using Landsat-8, Sentinel-2, and Terra Imagery

(2021) Admilson da Penha Pacheco et al.   Remote Sensing

REMOTELY PILOTED AIRCRAFT SYSTEM AND FORESTS: A GLOBAL STATE OF THE ART AND FUTURE CHALLENGES

(2020) Fernando Coelho Eugenio et al.   CANADIAN JOURNAL OF FOREST RESEARCH

Forest inventory with high-density UAV-Lidar: Machine learning approaches for predicting individual tree attributes

(2020) Ana Paula Dalla Corte et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A Machine Learning Approach for Mapping Forest Vegetation in Riparian Zones in an Atlantic Biome Environment Using Sentinel-2 Imagery

(2020) Danielle Elis Garcia Furuya et al.   Remote Sensing

Integration of UAV, Sentinel-1, and Sentinel-2 Data for Mangrove Plantation Aboveground Biomass Monitoring in Senegal

(2019) José Antonio Navarro et al.   Remote Sensing

Automated Mapping of Woody Debris over Harvested Forest Plantations Using UAVs, High-Resolution Imagery, and Machine Learning

(2019) Lloyd Windrim 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

Use of UAV Photogrammetric Data for Estimation of Biophysical Properties in Forest Stands Under Regeneration

(2019) Stefano Puliti et al.   Remote Sensing

Assessing Vegetation Function with Imaging Spectroscopy

(2019) J. A. Gamon et al.   SURVEYS IN GEOPHYSICS

A high-bias, low-variance introduction to Machine Learning for physicists

(2019) Pankaj Mehta et al.   PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS

Evaluation of Fire Severity Indices Based on Pre- and Post-Fire Multispectral Imagery Sensed from UAV

(2019) Fernando Carvajal-Ramírez et al.   Remote Sensing

Object-Based Land Cover Classification of Cork Oak Woodlands using UAV Imagery and Orfeo ToolBox

(2019) Giandomenico De Luca 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

UAV data as alternative to field sampling to map woody invasive species based on combined Sentinel-1 and Sentinel-2 data

(2019) Teja Kattenborn et al.   REMOTE SENSING OF ENVIRONMENT

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

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

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

(2019) Bruna Paolinelli Reis et al.   Remote Sensing

Land Cover Classification from fused DSM and UAV Images Using Convolutional Neural Networks

(2019) Husam A. H. Al-Najjar et al.   Remote Sensing

Quantifying Leaf Phenology of Individual Trees and Species in a Tropical Forest Using Unmanned Aerial Vehicle (UAV) Images

(2019) John Y. Park et al.   Remote Sensing

Data and resolution requirements in mapping vegetation in spatially heterogeneous landscapes

(2019) Aleksi Räsänen et al.   REMOTE SENSING OF ENVIRONMENT

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

UAV-Based High-Throughput Approach for Fast Growing Cunninghamia lanceolata (Lamb.) Cultivar Screening by Machine Learning

(2019) Xiaodan Zou et al.   Forests

Early Detection of Invasive Exotic Trees Using UAV and Manned Aircraft Multispectral and LiDAR Data

(2019) Jonathan P. Dash et al.   Remote Sensing

Landscape-level vegetation classification and fractional woody and herbaceous vegetation cover estimation over the dryland ecosystems by unmanned aerial vehicle platform

(2019) Haozhou Wang et al.   AGRICULTURAL AND FOREST METEOROLOGY

Influence of Variable Selection and Forest Type on Forest Aboveground Biomass Estimation Using Machine Learning Algorithms

(2019) Li et al.   Forests

Integrating LiDAR, Multispectral and SAR Data to Estimate and Map Canopy Height in Tropical Forests

(2019) J. Camilo Fagua et al.   Remote Sensing

Configuração de algoritmos de aprendizado de máquina na modelagem florestal: um estudo de caso na modelagem da relação hipsométrica

(2019) Sérgio Vinícius Serejo da Costa Filho et al.   CIENCIA FLORESTAL

Combined weightless neural network FPGA architecture for deforestation surveillance and visual navigation of UAVs

(2019) Vitor A.M.F. Torres et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Deep learning classifiers for hyperspectral imaging: A review

(2019) M.E. Paoletti et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

On the estimation of tree mortality and liana infestation using a deep self-encoding network

(2018) Wei Li et al.   International Journal of Applied Earth Observation and Geoinformation

A method for extracting the leaf litter distribution area in forest using chip feature

(2018) Xun Zhou et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A review of the use of convolutional neural networks in agriculture

(2018) A. Kamilaris et al.   JOURNAL OF AGRICULTURAL SCIENCE

Points of Significance: Statistics versus machine learning

(2018) Danilo Bzdok et al.   NATURE METHODS

Aerial Mapping of Forests Affected by Pathogens Using UAVs, Hyperspectral Sensors, and Artificial Intelligence

(2018) Juan Sandino et al.   SENSORS

Tree-Stump Detection, Segmentation, Classification, and Measurement Using Unmanned Aerial Vehicle (UAV) Imagery

(2018) Stefano Puliti et al.   Forests

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

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

(2018) Jingjing Cao et al.   Remote Sensing

Mapping the Flowering of an Invasive Plant Using Unmanned Aerial Vehicles: Is There Potential for Biocontrol Monitoring?

(2018) Nuno C. de Sá et al.   Frontiers in Plant Science

A review of the use of convolutional neural networks in agriculture

(2018) A. Kamilaris et al.   JOURNAL OF AGRICULTURAL SCIENCE

Sentiment Analysis of Big Data: Methods, Applications, and Open Challenges

(2018) Shahid Shayaa et al.   IEEE Access

Statistical Machine Learning Methods and Remote Sensing for Sustainable Development Goals: A Review

(2018) Jacinta Holloway et al.   Remote Sensing

Estimating forest structural attributes using UAV-LiDAR data in Ginkgo plantations

(2018) Kun Liu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Automatic Segmentation of Mauritia flexuosa in Unmanned Aerial Vehicle (UAV) Imagery Using Deep Learning

(2018) Giorgio Morales et al.   Forests

Deep Learning Classification of Land Cover and Crop Types Using Remote Sensing Data

(2017) Nataliia Kussul et al.   IEEE Geoscience and Remote Sensing Letters

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

(2017) Shaoqing Ren et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Deciduous tree species classification using object-based analysis and machine learning with unmanned aerial vehicle multispectral data

(2017) Steven E. Franklin et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Multi-Feature Classification Approach for High Spatial Resolution Hyperspectral Images

(2017) Yumin Tan et al.   Journal of the Indian Society of Remote Sensing

Points of Significance: Machine learning: a primer

(2017) Danilo Bzdok et al.   NATURE METHODS

Northern Conifer Forest Species Classification Using Multispectral Data Acquired from an Unmanned Aerial Vehicle

(2017) Steven E. Franklin et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Mapping land use with using Rotation Forest algorithm from UAV images

(2017) Özlem Akar   European Journal of Remote Sensing

What is the Point? Evaluating the Structure, Color, and Semantic Traits of Computer Vision Point Clouds of Vegetation

(2017) Jonathan Dandois et al.   Remote Sensing

Hyperspectral Imaging: A Review on UAV-Based Sensors, Data Processing and Applications for Agriculture and Forestry

(2017) Telmo Adão 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

A Review of Deep Learning Methods and Applications for Unmanned Aerial Vehicles

(2017) Adrian Carrio et al.   Journal of Sensors

Classification of riparian forest species and health condition using multi-temporal and hyperspatial imagery from unmanned aerial system

(2016) Adrien Michez et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

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

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

A meta-analysis and review of the literature on the k-Nearest Neighbors technique for forestry applications that use remotely sensed data

(2016) Gherardo Chirici et al.   REMOTE SENSING OF ENVIRONMENT

A random forest guided tour

(2016) Gérard Biau et al.   TEST

A random forest guided tour

(2016) Gérard Biau et al.   TEST

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Use of UAV oblique imaging for the detection of individual trees in residential environments

(2015) Yi Lin et al.   URBAN FORESTRY & URBAN GREENING

UAV Remote Sensing for Urban Vegetation Mapping Using Random Forest and Texture Analysis

(2015) Quanlong Feng et al.   Remote Sensing

UAV Flight Experiments Applied to the Remote Sensing of Vegetated Areas

(2014) Esther Salamí et al.   Remote Sensing

Global patterns of land-atmosphere fluxes of carbon dioxide, latent heat, and sensible heat derived from eddy covariance, satellite, and meteorological observations

(2011) Martin Jung et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Object-oriented mapping of landslides using Random Forests

(2011) André Stumpf et al.   REMOTE SENSING OF ENVIRONMENT

Support vector machines in remote sensing: A review

(2010) Giorgos Mountrakis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING