Comparing Deep Learning and Shallow Learning for Large-Scale Wetland Classification in Alberta, Canada

SAR and Lidar Temporal Data Fusion Approaches to Boreal Wetland Ecosystem Monitoring

(2019) Joshua Montgomery et al.   Remote Sensing

An Object-Based Assessment of Multi-Wavelength SAR, Optical Imagery and Topographical Datasets for Operational Wetland Mapping in Boreal Yukon, Canada

(2019) Michael A. Merchant et al.   CANADIAN JOURNAL OF REMOTE SENSING

A new fully convolutional neural network for semantic segmentation of polarimetric SAR imagery in complex land cover ecosystem

(2019) Fariba Mohammadimanesh et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

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

(2019) Darren Pouliot et al.   Remote Sensing

Canadian Wetland Inventory using Google Earth Engine: The First Map and Preliminary Results

(2019) Meisam Amani 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

Large-scale probabilistic identification of boreal peatlands using Google Earth Engine, open-access satellite data, and machine learning

(2019) Evan Ross DeLancey et al.   PLoS One

Monitoring Hydro Temporal Variability in Alberta, Canada with Multi-Temporal Sentinel-1 SAR Data

(2018) Evan R. DeLancey et al.   CANADIAN JOURNAL OF REMOTE SENSING

Wetland hydroperiod classification in the western prairies using multitemporal synthetic aperture radar

(2018) Joshua S. Montgomery et al.   HYDROLOGICAL PROCESSES

Deep Convolutional Neural Network for Complex Wetland Classification Using Optical Remote Sensing Imagery

(2018) Mohammad Rezaee et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

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

(2018) Masoud Mahdianpari et al.   Remote Sensing

Monitoring Hydro Temporal Variability in Alberta, Canada with Multi-Temporal Sentinel-1 SAR Data

(2018) Evan R. DeLancey et al.   CANADIAN JOURNAL OF REMOTE SENSING

Deep Learning for Computer Vision: A Brief Review

(2018) Athanasios Voulodimos et al.   Computational Intelligence and Neuroscience

A National Assessment of Wetland Status and Trends for Canada’s Forested Ecosystems Using 33 Years of Earth Observation Satellite Data

(2018) Michael Wulder et al.   Remote Sensing

The First Wetland Inventory Map of Newfoundland at a Spatial Resolution of 10 m Using Sentinel-1 and Sentinel-2 Data on the Google Earth Engine Cloud Computing Platform

(2018) Masoud Mahdianpari et al.   Remote Sensing

Wetland classification in Newfoundland and Labrador using multi-source SAR and optical data integration

(2017) Meisam Amani et al.   GIScience & Remote Sensing

Remote sensing for wetland classification: a comprehensive review

(2017) Sahel Mahdavi et al.   GIScience & Remote Sensing

Comprehensive survey of deep learning in remote sensing: theories, tools, and challenges for the community

(2017) John E. Ball et al.   Journal of Applied Remote Sensing

Google Earth Engine: Planetary-scale geospatial analysis for everyone

(2017) Noel Gorelick et al.   REMOTE SENSING OF ENVIRONMENT

Google Earth Engine, Open-Access Satellite Data, and Machine Learning in Support of Large-Area Probabilistic Wetland Mapping

(2017) Jennifer Hird 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

Deep learning for visual understanding: A review

(2016) Yanming Guo et al.   NEUROCOMPUTING

Carbon storage in US wetlands

(2016) A. M. Nahlik et al.   Nature Communications

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 Collection of SAR Methodologies for Monitoring Wetlands

(2015) Lori White et al.   Remote Sensing

Object-Based Image Analysis in Wetland Research: A Review

(2015) Iryna Dronova   Remote Sensing

Hydrological feedbacks in northern peatlands

(2014) J. M. Waddington et al.   Ecohydrology

Wetlands, carbon, and climate change

(2012) William J. Mitsch et al.   LANDSCAPE ECOLOGY

Sentinel-2: ESA's Optical High-Resolution Mission for GMES Operational Services

(2012) M. Drusch et al.   REMOTE SENSING OF ENVIRONMENT

Contributions of Ignitions, Fuels, and Weather to the Spatial Patterns of Burn Probability of a Boreal Landscape

(2011) Marc-André Parisien et al.   ECOSYSTEMS

Object-oriented mapping of landslides using Random Forests

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

Value of Using Different Vegetative Indices to Quantify Agricultural Crop Characteristics at Different Growth Stages under Varying Management Practices

(2010) Jerry L. Hatfield et al.   Remote Sensing

Object based image analysis for remote sensing

(2009) T. Blaschke   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Long-term effects of climate change on vegetation and carbon dynamics in peat bogs

(2008) Monique M.P.D. Heijmans et al.   JOURNAL OF VEGETATION SCIENCE

Wetlands and global climate change: the role of wetland restoration in a changing world

(2008) Kevin L. Erwin   WETLANDS ECOLOGY AND MANAGEMENT