Adopting deep learning methods for airborne RGB fluvial scene classification

Video‐monitoring of wood discharge: first inter‐basin comparison and recommendations to install video cameras

(2020) Hossein Ghaffarian et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Object-Based Ensemble Learning for Pan-European Riverscape Units Mapping Based on Copernicus VHR and EU-DEM Data Fusion

(2020) Luca Demarchi et al.   Remote Sensing

Earth Observation and Machine Learning to Meet Sustainable Development Goal 8.7: Mapping Sites Associated with Slavery from Space

(2019) Giles Foody et al.   Remote Sensing

Performance of Landsat-8 and Sentinel-2 surface reflectance products for river remote sensing retrievals of chlorophyll-a and turbidity

(2019) Catherine Kuhn et al.   REMOTE SENSING OF ENVIRONMENT

Superpixel based land cover classification of VHR satellite image combining multi-scale CNN and scale parameter estimation

(2019) Yangyang Chen et al.   Earth Science Informatics

Assessment of Convolution Neural Networks for Wetland Mapping with Landsat in the Central Canadian Boreal Forest Region

(2019) Darren Pouliot et al.   Remote Sensing

Measuring River Wetted Width From Remotely Sensed Imagery at the Subpixel Scale With a Deep Convolutional Neural Network

(2019) Feng Ling et al.   WATER RESOURCES RESEARCH

Drone-based Structure-from-Motion provides accurate forest canopy data to assess shading effects in river temperature models

(2019) Stephen J. Dugdale et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Characterisation of channel morphological pattern changes and flood corridor dynamics of the tropical Tana River fluvial systems, Kenya

(2019) Philip Kibet Langat et al.   JOURNAL OF AFRICAN EARTH SCIENCES

From picture to porosity of river bed material using Structure-from-Motion with Multi-View-Stereo

(2018) Lydia Seitz et al.   GEOMORPHOLOGY

Learning a River Network Extractor Using an Adaptive Loss Function

(2018) Furkan Isikdogan et al.   IEEE Geoscience and Remote Sensing Letters

DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs

(2018) Liang-Chieh Chen et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Monitoring river morphology & bank erosion using UAV imagery – A case study of the river Buëch, Hautes-Alpes, France

(2018) Sven Hemmelder et al.   International Journal of Applied Earth Observation and Geoinformation

Template for high-resolution river landscape mapping using UAV technology

(2018) Miloš Rusnák et al.   MEASUREMENT

Global extent of rivers and streams

(2018) George H. Allen et al.   SCIENCE

A Novel Methodology for Improving Plant Pest Surveillance in Vineyards and Crops Using UAV-Based Hyperspectral and Spatial Data

(2018) Fernando Vanegas et al.   SENSORS

Geospatial Object Detection in High Resolution Satellite Images Based on Multi-Scale Convolutional Neural Network

(2018) Wei Guo et al.   Remote Sensing

Very Deep Convolutional Neural Networks for Complex Land Cover Mapping Using Multispectral Remote Sensing Imagery

(2018) Masoud Mahdianpari et al.   Remote Sensing

A systematic study of the class imbalance problem in convolutional neural networks

(2018) Mateusz Buda et al.   NEURAL NETWORKS

What’s in a name? A naming convention for geomorphic river types using the River Styles Framework

(2018) Kirstie A. Fryirs et al.   PLoS One

Deep Convolutional Neural Networks for Automated Characterization of Arctic Ice-Wedge Polygons in Very High Spatial Resolution Aerial Imagery

(2018) Weixing Zhang et al.   Remote Sensing

Least Angle Regression-Based Constrained Sparse Unmixing of Hyperspectral Remote Sensing Imagery

(2018) Ruyi Feng et al.   Remote Sensing

Multi-Temporal Image Analysis for Fluvial Morphological Characterization with Application to Albanian Rivers

(2018) Daniele Spada et al.   ISPRS International Journal of Geo-Information

Learning Rotation-Invariant and Fisher Discriminative Convolutional Neural Networks for Object Detection

(2018) Gong Cheng et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Fluvial and aquatic applications of Structure from Motion photogrammetry and unmanned aerial vehicle/drone technology

(2018) Jonathan L. Carrivick et al.   Wiley Interdisciplinary Reviews-Water

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

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

Forest Change Detection in Incomplete Satellite Images With Deep Neural Networks

(2017) Salman H. Khan et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Quantifying streambank movement and topography using unmanned aircraft system photogrammetry with comparison to terrestrial laser scanning

(2017) Scott D. Hamshaw et al.   RIVER RESEARCH AND APPLICATIONS

Land use change impacts on floods at the catchment scale: Challenges and opportunities for future research

(2017) M. Rogger et al.   WATER RESOURCES RESEARCH

Use of aerial multispectral images for spatial analysis of flooded riverbed-alluvial plain systems: the case study of the Paglia River (central Italy)

(2017) Raffaella Brigante et al.   Geomatics Natural Hazards & Risk

The reproducibility of research and the misinterpretation of p -values

(2017) David Colquhoun   Royal Society Open Science

Drones and digital photogrammetry: from classifications to continuums for monitoring river habitat and hydromorphology

(2017) Amy S. Woodget et al.   Wiley Interdisciplinary Reviews-Water

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

Riverscape mapping with helicopter-based Structure-from-Motion photogrammetry

(2016) James T. Dietrich   GEOMORPHOLOGY

Channel bar feature extraction for a mining-contaminated river using high-spatial multispectral remote-sensing imagery

(2016) Caixia Wang et al.   GIScience & Remote Sensing

Unsupervised Deep Feature Extraction for Remote Sensing Image Classification

(2016) Adriana Romero et al.   IEEE TRANSACTIONS ON GEOSCIENCE 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

A generalized computer vision approach to mapping crop fields in heterogeneous agricultural landscapes

(2016) Stephanie R. Debats et al.   REMOTE SENSING OF ENVIRONMENT

The Accuracy and Reliability of Traditional Surface Flow Type Mapping: Is it Time for a New Method of Characterizing Physical River Habitat?

(2016) A. S. Woodget et al.   RIVER RESEARCH AND APPLICATIONS

An intercomparison of remote sensing river discharge estimation algorithms from measurements of river height, width, and slope

(2016) M. Durand et al.   WATER RESOURCES RESEARCH

SatCNN: satellite image dataset classification using agile convolutional neural networks

(2016) Yanfei Zhong et al.   Remote Sensing Letters

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

(2016) Weijia Li et al.   Remote Sensing

Hierarchical Object-Based Mapping of Riverscape Units and in-Stream Mesohabitats Using LiDAR and VHR Imagery

(2016) Luca Demarchi et al.   Remote Sensing

Deep Learning for Remote Sensing Data: A Technical Tutorial on the State of the Art

(2016) Liangpei Zhang et al.   IEEE Geoscience and Remote Sensing Magazine

A multi-scale hierarchical framework for developing understanding of river behaviour to support river management

(2015) A. M. Gurnell et al.   AQUATIC SCIENCES

Rotation-invariant convolutional neural networks for galaxy morphology prediction

(2015) Sander Dieleman et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Deep learning

(2015) Yann LeCun et al.   NATURE

Automated Identification of River Hydromorphological Features Using UAV High Resolution Aerial Imagery

(2015) Monica Casado et al.   SENSORS

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

(2015) Quanlong Feng et al.   Remote Sensing

Evaluating Multispectral Images and Vegetation Indices for Precision Farming Applications from UAV Images

(2015) Sebastian Candiago et al.   Remote Sensing

The impacts of climate change on river flood risk at the global scale

(2014) Nigel W. Arnell et al.   CLIMATIC CHANGE

Quantifying submerged fluvial topography using hyperspatial resolution UAS imagery and structure from motion photogrammetry

(2014) A. S. Woodget et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Toward global mapping of river discharge using satellite images and at-many-stations hydraulic geometry

(2014) Colin J. Gleason et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Hyperspatial Remote Sensing of Channel Reach Morphology and Hydraulic Fish Habitat Using an Unmanned Aerial Vehicle (UAV): A First Assessment in the Context of River Research and Management

(2014) A. Tamminga et al.   RIVER RESEARCH AND APPLICATIONS

Global abundance and size distribution of streams and rivers

(2014) John Downing   Inland Waters

Automatic identification of species with neural networks

(2014) Andrés Hernández-Serna et al.   PeerJ

scikit-image: image processing in Python

(2014) Stéfan van der Walt et al.   PeerJ

A methodology based on Particle image velocimetry for river ice velocity measurement

(2013) Anik Daigle et al.   COLD REGIONS SCIENCE AND TECHNOLOGY

Global river discharge and water temperature under climate change

(2013) Michelle T.H. van Vliet et al.   GLOBAL ENVIRONMENTAL CHANGE-HUMAN AND POLICY DIMENSIONS

Freshwater biodiversity conservation: recent progress and future challenges

(2013) David L. Strayer et al.   JOURNAL OF THE NORTH AMERICAN BENTHOLOGICAL SOCIETY

Decision-Based Fusion for Improved Fluvial Landscape Classification Using Digital Aerial Photographs and Forward Looking Infrared Images

(2013) Kathy M. Smikrud et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Reading the landscape

(2013) Gary Brierley et al.   PROGRESS IN PHYSICAL GEOGRAPHY

Mapping sub-pixel fluvial grain sizes with hyperspatial imagery

(2013) Martin Black et al.   SEDIMENTOLOGY

Implementation and validation of video monitoring for wood budgeting in a wandering piedmont river, the Ain River (France)

(2012) Bruce MacVicar et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Airborne hyperspectral remote sensing to assess spatial distribution of water quality characteristics in large rivers: The Mississippi River and its tributaries in Minnesota

(2012) Leif G. Olmanson et al.   REMOTE SENSING OF ENVIRONMENT

Making riverscapes real

(2011) Patrice Carbonneau et al.   GEOMORPHOLOGY

An Adaptive Artificial Immune Network for Supervised Classification of Multi-/Hyperspectral Remote Sensing Imagery

(2011) Yanfei Zhong et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Object-oriented mapping of landslides using Random Forests

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

Multispectral Remote Sensing from Unmanned Aircraft: Image Processing Workflows and Applications for Rangeland Environments

(2011) Andrea S. Laliberte et al.   Remote Sensing

River restoration, habitat heterogeneity and biodiversity: a failure of theory or practice?

(2010) MARGARET A. PALMER et al.   FRESHWATER BIOLOGY

A Multilevel Hierarchical Image Segmentation Method for Urban Impervious Surface Mapping Using Very High Resolution Imagery

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

Global threats to human water security and river biodiversity

(2010) C. J. Vörösmarty et al.   NATURE

Climate change, river conservation and the adaptation challenge

(2009) S. J. Ormerod   AQUATIC CONSERVATION-MARINE AND FRESHWATER ECOSYSTEMS

Expanding protected areas beyond their terrestrial comfort zone: Identifying spatial options for river conservation

(2009) Jeanne L. Nel et al.   BIOLOGICAL CONSERVATION

Land cover change assessment using decision trees, support vector machines and maximum likelihood classification algorithms

(2009) J.R. Otukei et al.   International Journal of Applied Earth Observation and Geoinformation

Quantifying channel planform and physical habitat dynamics on a large braided river using satellite data—the Brahmaputra, India

(2008) Sanchita Boruah et al.   RIVER RESEARCH AND APPLICATIONS

An assessment of the use of remote sensing to map habitat features important to sustaining lamprey populations

(2007) D.J. Gilvear et al.   AQUATIC CONSERVATION-MARINE AND FRESHWATER ECOSYSTEMS