Advanced search
Publication Cover
Canadian Journal of Remote Sensing
Journal canadien de télédétection
Volume 39, 2013 - Issue 4
Submit an article Journal homepage
1,171
Views
103
CrossRef citations to date
0
Altmetric
Article

Wetland mapping with LiDAR derivatives, SAR polarimetric decompositions, and LiDAR–SAR fusion using a random forest classifier

Koreen Millard Carleton University, Department of Geography and Environmental Studies, Room 332, Nesbitt Building, 1125 Colonel By Drive, Ottawa ON K1S 5B6.Correspondence[email protected]
&
Murray Richardson Carleton University, Department of Geography and Environmental Studies, Room 332, Nesbitt Building, 1125 Colonel By Drive, Ottawa ON K1S 5B6.
Pages 290-307 | Received 27 Sep 2012, Accepted 23 May 2013, Published online: 04 Jun 2014

Citations (103)

Keep up to date with the latest research on this topic with citation updates for this article.

Subscribe to citation updates

Read on this site (11)

Aaron Judah & Baoxin Hu. (2022) The Integration of Multi-Source Remotely Sensed Data with Hierarchically Based Classification Approaches in Support of the Classification of Wetlands. Canadian Journal of Remote Sensing 48:2, pages 158-181.
Read now
Nick Luymes & Patricia Chow-Fraser. (2021) Detection of Potential Vernal Pools on the Canadian Shield (Ontario) Using Object-Based Image Analysis in Combination with Machine Learning. Canadian Journal of Remote Sensing 47:4, pages 519-534.
Read now
Meisam Amani, Bahram Salehi, Sahel Mahdavi & Brian Brisco. (2019) Separability analysis of wetlands in Canada using multi-source SAR data. GIScience & Remote Sensing 56:8, pages 1233-1260.
Read now
Michael A. Merchant, Rebecca K. Warren, Rebecca Edwards & James K. Kenyon. (2019) An Object-Based Assessment of Multi-Wavelength SAR, Optical Imagery and Topographical Datasets for Operational Wetland Mapping in Boreal Yukon, Canada. Canadian Journal of Remote Sensing 45:3-4, pages 308-332.
Read now
Stephen M. Chignell, Melinda J. Laituri, Nicholas E. Young & Paul H. Evangelista. (2019) Afroalpine Wetlands of the Bale Mountains, Ethiopia: Distribution, Dynamics, and Conceptual Flow Model. Annals of the American Association of Geographers 109:3, pages 791-811.
Read now
Sahel Mahdavi, Bahram Salehi, Jean Granger, Meisam Amani, Brian Brisco & Weimin Huang. (2018) Remote sensing for wetland classification: a comprehensive review. GIScience & Remote Sensing 55:5, pages 623-658.
Read now
Steven E. Franklin, Erik M. Skeries, Michael A. Stefanuk & Oumer S. Ahmed. (2018) Wetland classification using Radarsat-2 SAR quad-polarization and Landsat-8 OLI spectral response data: a case study in the Hudson Bay Lowlands Ecoregion. International Journal of Remote Sensing 39:6, pages 1615-1627.
Read now
Christopher Hopkinson, Laura Chasmer, Chris Gynan, Craig Mahoney & Michael Sitar. (2016) Multisensor and Multispectral LiDAR Characterization and Classification of a Forest Environment. Canadian Journal of Remote Sensing 42:5, pages 501-520.
Read now
Laura Chasmer, Christopher Hopkinson, Joshua Montgomery & Richard Petrone. (2016) A Physically Based Terrain Morphology and Vegetation Structural Classification for Wetlands of the Boreal Plains, Alberta, Canada. Canadian Journal of Remote Sensing 42:5, pages 521-540.
Read now
Laura Dingle Robertson, Douglas J. King & Chris Davies. (2015) Object-based image analysis of optical and radar variables for wetland evaluation. International Journal of Remote Sensing 36:23, pages 5811-5841.
Read now
Sarah N. Banks, Douglas J. King, Amine Merzouki & Jason Duffe. (2014) Characterizing Scattering Behaviour and Assessing Potential for Classification of Arctic Shore and Near-Shore Land Covers with Fine Quad-Pol RADARSAT-2 Data. Canadian Journal of Remote Sensing 40:4, pages 291-314.
Read now

Articles from other publishers (92)

Susmita Ghosh & Swades Pal. (2024) Anthropogenic impacts on urban blue space and its reciprocal effect on human and socio-ecological health. Journal of Environmental Management 351, pages 119727.
Crossref
Siyamthanda Gxokwe, Timothy Dube & Dominic Mazvimavi. (2023) An assessment of long-term and large-scale wetlands change dynamics in the Limpopo transboundary river basin using cloud-based Earth observation data. Wetlands Ecology and Management.
Crossref
Husam A.H. Al-Najjar, Biswajeet Pradhan, Ghassan Beydoun, Raju Sarkar, Hyuck-Jin Park & Adbullah Alamri. (2023) A novel method using explainable artificial intelligence (XAI)-based Shapley Additive Explanations for spatial landslide prediction using Time-Series SAR dataset. Gondwana Research 123, pages 107-124.
Crossref
Pankaj Prasad, Victor Joseph Loveson & Mahender Kotha. (2023) Probabilistic coastal wetland mapping with integration of optical, SAR and hydro-geomorphic data through stacking ensemble machine learning model. Ecological Informatics 77, pages 102273.
Crossref
Sameer Mandal, Arnab Bandyopadhyay & Aditi Bhadra. (2023) Performance Evaluation of MBT, OBIA and PBRF Method for High-Altitude Water Body Mapping: A Case Study of Mago River Basin of Arunachal Pradesh. Journal of the Indian Society of Remote Sensing 51:11, pages 2187-2200.
Crossref
Pedro Andrés Garzo & Tomás Fernández-Montblanc. (2023) Land Use/Land Cover Optimized SAR Coherence Analysis for Rapid Coastal Disaster Monitoring: The Impact of the Emma Storm in Southern Spain. Remote Sensing 15:13, pages 3233.
Crossref
Martin Karlson & David Bastviken. (2023) Multi‐Source Mapping of Peatland Types Using Sentinel‐1, Sentinel‐2, and Terrain Derivatives—A Comparison Between Five High‐Latitude Landscapes. Journal of Geophysical Research: Biogeosciences 128:4.
Crossref
Jeremy Kiss, Angela Bedard-Haughn & Preston Sorenson. (2023) Predictive mapping of wetland soil types in the Canadian Prairie Pothole Region using high-resolution digital elevation model terrain derivatives. Canadian Journal of Soil Science 103:1, pages 21-46.
Crossref
Indishe P. Senanayake, In-Young Yeo & George A. Kuczera. (2023) A Random Forest-Based Multi-Index Classification (RaFMIC) Approach to Mapping Three-Decadal Inundation Dynamics in Dryland Wetlands Using Google Earth Engine. Remote Sensing 15:5, pages 1263.
Crossref
Hamid Jafarzadeh, Masoud Mahdianpari, Eric W. Gill, Brian Brisco & Fariba Mohammadimanesh. (2022) Remote Sensing and Machine Learning Tools to Support Wetland Monitoring: A Meta-Analysis of Three Decades of Research. Remote Sensing 14:23, pages 6104.
Crossref
Jasper Steenvoorden, Juul Limpens, William Crowley & M.G.C. Schouten. (2022) There and back again: Forty years of change in vegetation patterns in Irish peatlands. Ecological Indicators 145, pages 109731.
Crossref
Michalis A. Savelonas, Christos N. Veinidis & Theodoros K. Bartsokas. (2022) Computer Vision and Pattern Recognition for the Analysis of 2D/3D Remote Sensing Data in Geoscience: A Survey. Remote Sensing 14:23, pages 6017.
Crossref
Aaron Judah & Baoxin Hu. (2022) An Advanced Data Fusion Method to Improve Wetland Classification Using Multi-Source Remotely Sensed Data. Sensors 22:22, pages 8942.
Crossref
Hang Yao, Bolin Fu, Ya Zhang, Sunzhe Li, Shuyu Xie, Jiaoling Qin, Donglin Fan & Ertao Gao. (2022) Combination of Hyperspectral and Quad-Polarization SAR Images to Classify Marsh Vegetation Using Stacking Ensemble Learning Algorithm. Remote Sensing 14:21, pages 5478.
Crossref
Kailyn Nelson, Laura Chasmer & Chris Hopkinson. (2022) Quantifying Lidar Elevation Accuracy: Parameterization and Wavelength Selection for Optimal Ground Classifications Based on Time since Fire/Disturbance. Remote Sensing 14:20, pages 5080.
Crossref
Narcisa Gabriela Pricope, Asami Minei, Joanne Nancie Halls, Cuixian Chen & Yishi Wang. (2022) UAS Hyperspatial LiDAR Data Performance in Delineation and Classification across a Gradient of Wetland Types. Drones 6:10, pages 268.
Crossref
Siyamthanda Gxokwe, Timothy Dube, Dominic Mazvimavi & Michael Grenfell. (2022) Using cloud computing techniques to monitor long-term variations in ecohydrological dynamics of small seasonally-flooded wetlands in semi-arid South Africa. Journal of Hydrology 612, pages 128080.
Crossref
Xiaobo Li, Liping Zhang, Pengfei Qi, Zhiwei Zhu, Jianuo Xu, Tiegen Liu, Jingsheng Zhai & Haofeng Hu. (2022) Are Indices of Polarimetric Purity Excellent Metrics for Object Identification in Scattering Media?. Remote Sensing 14:17, pages 4148.
Crossref
Monika Gierszewska & Tomasz Berezowski. (2022) On the Role of Polarimetric Decomposition and Speckle Filtering Methods for C-Band SAR Wetland Classification Purposes. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15, pages 2845-2860.
Crossref
Maciej Lisiewicz, Agnieszka Kamińska & Krzysztof Stereńczak. (2022) Recognition of specified errors of Individual Tree Detection methods based on Canopy Height Model. Remote Sensing Applications: Society and Environment 25, pages 100690.
Crossref
S. Mohammad Mirmazloumi, Armin Moghimi, Babak Ranjgar, Farzane Mohseni, Arsalan Ghorbanian, Seyed Ali Ahmadi, Meisam Amani & Brian Brisco. (2021) Status and Trends of Wetland Studies in Canada Using Remote Sensing Technology with a Focus on Wetland Classification: A Bibliographic Analysis. Remote Sensing 13:20, pages 4025.
Crossref
Joshua Montgomery, Craig Mahoney, Brian Brisco, Lyle Boychuk, Danielle Cobbaert & Chris Hopkinson. (2021) Remote Sensing of Wetlands in the Prairie Pothole Region of North America. Remote Sensing 13:19, pages 3878.
Crossref
Evan R. DeLancey, Brian Brisco, Logan J. T. McLeod, Richard Hedley, Erin M. Bayne, Kevin Murnaghan, Fiona Gregory & Jahan Kariyeva. (2021) Modelling, Characterizing, and Monitoring Boreal Forest Wetland Bird Habitat with RADARSAT-2 and Landsat-8 Data. Water 13:17, pages 2327.
Crossref
Connor J. Anderson, Daniel Heins, Keith C. Pelletier, Julia L. Bohnen & Joseph F. Knight. (2021) Mapping Invasive Phragmites australis Using Unoccupied Aircraft System Imagery, Canopy Height Models, and Synthetic Aperture Radar. Remote Sensing 13:16, pages 3303.
Crossref
Zsófia Koma, András Zlinszky, László Bekő, Péter Burai, Arie C. Seijmonsbergen & W. Daniel Kissling. (2021) Quantifying 3D vegetation structure in wetlands using differently measured airborne laser scanning data. Ecological Indicators 127, pages 107752.
Crossref
Sean C Leipe & Sean K Carey. (2021) Rapid shrub expansion in a subarctic mountain basin revealed by repeat airborne LiDAR. Environmental Research Communications 3:7, pages 071001.
Crossref
Xiaotong Zhang, Jia Xu, Yuanyuan Chen, Kang Xu & Dongmei Wang. (2021) Coastal Wetland Classification with GF-3 Polarimetric SAR Imagery by Using Object-Oriented Random Forest Algorithm. Sensors 21:10, pages 3395.
Crossref
Arnold Chi Kedia, Brandi Kapos, Songmei Liao, Jacob Draper, Justin Eddinger, Christopher Updike & Amy E. Frazier. (2021) An Integrated Spectral–Structural Workflow for Invasive Vegetation Mapping in an Arid Region Using Drones. Drones 5:1, pages 19.
Crossref
Zsófia Koma, Arie C. Seijmonsbergen & W. Daniel Kissling. (2020) Classifying wetland‐related land cover types and habitats using fine‐scale lidar metrics derived from country‐wide Airborne Laser Scanning. Remote Sensing in Ecology and Conservation 7:1, pages 80-96.
Crossref
Erik A. Bolch, Erin L. Hestir & Shruti Khanna. (2021) Performance and Feasibility of Drone-Mounted Imaging Spectroscopy for Invasive Aquatic Vegetation Detection. Remote Sensing 13:4, pages 582.
Crossref
David Bretreger, In-Young Yeo & Robert Melchers. (2021) Terrain wetness indices derived from LiDAR to inform soil moisture and corrosion potential for underground infrastructure. Science of The Total Environment 756, pages 144138.
Crossref
Yue Ma, Kaishan Song, Zhidan Wen, Ge Liu, Yingxin Shang, Lili Lyu, Jia Du, Qian Yang, Sijia Li, Hui Tao & Junbin Hou. (2021) Remote Sensing of Turbidity for Lakes in Northeast China Using Sentinel-2 Images With Machine Learning Algorithms. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 14, pages 9132-9146.
Crossref
Alim Samat, Erzhu Li, Peijun Du, Sicong Liu & Junshi Xia. (2021) GPU-Accelerated CatBoost-Forest for Hyperspectral Image Classification Via Parallelized mRMR Ensemble Subspace Feature Selection. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 14, pages 3200-3214.
Crossref
Siyamthanda Gxokwe, Timothy Dube & Dominic Mazvimavi. (2020) Multispectral Remote Sensing of Wetlands in Semi-Arid and Arid Areas: A Review on Applications, Challenges and Possible Future Research Directions. Remote Sensing 12:24, pages 4190.
Crossref
Chris Hopkinson, Brendon Fuoco, Travis Grant, Suzanne E. Bayley, Brian Brisco & Ryan MacDonald. (2020) Wetland Hydroperiod Change Along the Upper Columbia River Floodplain, Canada, 1984 to 2019. Remote Sensing 12:24, pages 4084.
Crossref
Behnood Rasti & Pedram Ghamisi. (2020) Remote sensing image classification using subspace sensor fusion. Information Fusion 64, pages 121-130.
Crossref
Joao P. D. Simioni, Laurindo A. Guasselli, Guilherme G. de Oliveira, Luis F. C. Ruiz & Gabriel de Oliveira. (2020) A comparison of data mining techniques and multi-sensor analysis for inland marshes delineation. Wetlands Ecology and Management 28:4, pages 577-594.
Crossref
Koreen Millard, Patrick Kirby, Sacha Nandlall, Amir Behnamian, Sarah Banks & Fabrizio Pacini. (2020) Using Growing-Season Time Series Coherence for Improved Peatland Mapping: Comparing the Contributions of Sentinel-1 and RADARSAT-2 Coherence in Full and Partial Time Series. Remote Sensing 12:15, pages 2465.
Crossref
Armand LaRocque, Chafika Phiri, Brigitte Leblon, Francesco Pirotti, Kevin Connor & Alan Hanson. (2020) Wetland Mapping with Landsat 8 OLI, Sentinel-1, ALOS-1 PALSAR, and LiDAR Data in Southern New Brunswick, Canada. Remote Sensing 12:13, pages 2095.
Crossref
Masoud Mahdianpari, Jean Elizabeth Granger, Fariba Mohammadimanesh, Bahram Salehi, Brian Brisco, Saeid Homayouni, Eric Gill, Brian Huberty & Megan Lang. (2020) Meta-Analysis of Wetland Classification Using Remote Sensing: A Systematic Review of a 40-Year Trend in North America. Remote Sensing 12:11, pages 1882.
Crossref
Laura Chasmer, Craig Mahoney, Koreen Millard, Kailyn Nelson, Daniel Peters, Michael Merchant, Chris Hopkinson, Brian Brisco, Olaf Niemann, Joshua Montgomery, Kevin Devito & Danielle Cobbaert. (2020) Remote Sensing of Boreal Wetlands 2: Methods for Evaluating Boreal Wetland Ecosystem State and Drivers of Change. Remote Sensing 12:8, pages 1321.
Crossref
Laura Chasmer, Danielle Cobbaert, Craig Mahoney, Koreen Millard, Daniel Peters, Kevin Devito, Brian Brisco, Chris Hopkinson, Michael Merchant, Joshua Montgomery, Kailyn Nelson & Olaf Niemann. (2020) Remote Sensing of Boreal Wetlands 1: Data Use for Policy and Management. Remote Sensing 12:8, pages 1320.
Crossref
Peiqing Lou, Bolin Fu, Hongchang He, Ying Li, Tingyuan Tang, Xingchen Lin, Donglin Fan & Ertao Gao. (2020) An Optimized Object-Based Random Forest Algorithm for Marsh Vegetation Mapping Using High-Spatial-Resolution GF-1 and ZY-3 Data. Remote Sensing 12:8, pages 1270.
Crossref
Enoch Gyamfi-Ampadu, Michael Gebreslasie & Alma Mendoza-Ponce. (2020) Mapping natural forest cover using satellite imagery of Nkandla forest reserve, KwaZulu-Natal, South Africa. Remote Sensing Applications: Society and Environment 18, pages 100302.
Crossref
Gina L. O'Neil, Jonathan L. Goodall, Madhur Behl & Linnea Saby. (2020) Deep learning Using Physically-Informed Input Data for Wetland Identification. Environmental Modelling & Software 126, pages 104665.
Crossref
Lan H. Nguyen, Deepak R. Joshi, David E. Clay & Geoffrey M. Henebry. (2020) Characterizing land cover/land use from multiple years of Landsat and MODIS time series: A novel approach using land surface phenology modeling and random forest classifier. Remote Sensing of Environment 238, pages 111017.
Crossref
Zina Mitraka, Sofia Siachalou, Georgia Doxani & Petros Patias. (2020) Decision Support on Monitoring and Disaster Management in Agriculture with Copernicus Sentinel Applications. Sustainability 12:3, pages 1233.
Crossref
Yuanyuan Chen, Xiufeng He, Jia Xu, Rongchun Zhang & Yanyan Lu. (2020) Scattering Feature Set Optimization and Polarimetric SAR Classification Using Object-Oriented RF-SFS Algorithm in Coastal Wetlands. Remote Sensing 12:3, pages 407.
Crossref
David Bretreger, In-Young Yeo & Robert Melchers. (2020) LiDAR derived terrain wetness indices to infer soil moisture above underground pipelines. International Journal on Smart Sensing and Intelligent Systems 13:1, pages 1-7.
Crossref
Sacha D. Nandlall & Koreen Millard. (2020) Quantifying the Relative Importance of Variables and Groups of Variables in Remote Sensing Classifiers Using Shapley Values and Game Theory. IEEE Geoscience and Remote Sensing Letters 17:1, pages 42-46.
Crossref
Francisco J. Laso, Fátima L. Benítez, Gonzalo Rivas-Torres, Carolina Sampedro & Javier Arce-Nazario. (2019) Land Cover Classification of Complex Agroecosystems in the Non-Protected Highlands of the Galapagos Islands. Remote Sensing 12:1, pages 65.
Crossref
Anna Halladin-Dąbrowska, Adam Kania & Dominik Kopeć. (2019) The t-SNE Algorithm as a Tool to Improve the Quality of Reference Data Used in Accurate Mapping of Heterogeneous Non-Forest Vegetation. Remote Sensing 12:1, pages 39.
Crossref
Budiman Minasny, Örjan Berglund, John Connolly, Carolyn Hedley, Folkert de Vries, Alessandro Gimona, Bas Kempen, Darren Kidd, Harry Lilja, Brendan Malone, Alex McBratney, Pierre Roudier, Sharon O'Rourke, Rudiyanto, José Padarian, Laura Poggio, Alexandre ten Caten, Daniel Thompson, Clint Tuve & Wirastuti Widyatmanti. (2019) Digital mapping of peatlands – A critical review. Earth-Science Reviews 196, pages 102870.
Crossref
Amir Behnamian, Sarah Banks, Lori White, Koreen Millard, Darren Pouliot, Jon Pasher & Jason Duffe. (2019) Dimensionality Reduction in The Presence of Highly Correlated Variables for Random Forests: Wetland Case Study. Dimensionality Reduction in The Presence of Highly Correlated Variables for Random Forests: Wetland Case Study.
Dominik Kopeć, Agata Zakrzewska, Anna Halladin-Dąbrowska, Justyna Wylazłowska, Adam Kania & Jan Niedzielko. (2019) Using Airborne Hyperspectral Imaging Spectroscopy to Accurately Monitor Invasive and Expansive Herb Plants: Limitations and Requirements of the Method. Sensors 19:13, pages 2871.
Crossref
Aaron Judah & Baoxin Hu. (2019) The Integration of Multi-source Remotely-Sensed Data in Support of the Classification of Wetlands. Remote Sensing 11:13, pages 1537.
Crossref
Benjamin R. Felton, Gina L. O’Neil, Mary-Michael Robertson, G. Michael Fitch & Jonathan L. Goodall. (2019) Using Random Forest Classification and Nationally Available Geospatial Data to Screen for Wetlands over Large Geographic Regions. Water 11:6, pages 1158.
Crossref
Diego Fernandes Terra Machado, Sérgio Henrique Godinho Silva, Nilton Curi & Michele Duarte de Menezes. (2019) Soil type spatial prediction from Random Forest: different training datasets, transferability, accuracy and uncertainty assessment. Scientia Agricola 76:3, pages 243-254.
Crossref
Gina L. O'Neil, Linnea Saby, Lawrence E. Band & Jonathan L. Goodall. (2019) Effects of LiDAR DEM Smoothing and Conditioning Techniques on a Topography‐Based Wetland Identification Model. Water Resources Research 55:5, pages 4343-4363.
Crossref
Mo, Zhong, Sun, Wu, Du, Geng & Cao. (2019) Integrated Airborne LiDAR Data and Imagery for Suburban Land Cover Classification Using Machine Learning Methods. Sensors 19:9, pages 1996.
Crossref
Sarah Banks, Lori White, Amir Behnamian, Zhaohua Chen, Benoit Montpetit, Brian Brisco, Jon Pasher & Jason Duffe. (2019) Wetland Classification with Multi-Angle/Temporal SAR Using Random Forests. Remote Sensing 11:6, pages 670.
Crossref
Saiping Xu, Qianjun Zhao, Kai Yin, Feifei Zhang, Dingbang Liu & Guang Yang. (2019) Combining random forest and support vector machines for object-based rural-land-cover classification using high spatial resolution imagery. Journal of Applied Remote Sensing 13:01, pages 1.
Crossref
Mohammed Dabboor & Brian Brisco. 2019. Wetlands Management - Assessing Risk and Sustainable Solutions. Wetlands Management - Assessing Risk and Sustainable Solutions.
Joshua Montgomery, Brian Brisco, Laura Chasmer, Kevin Devito, Danielle Cobbaert & Chris Hopkinson. (2019) SAR and Lidar Temporal Data Fusion Approaches to Boreal Wetland Ecosystem Monitoring. Remote Sensing 11:2, pages 161.
Crossref
Emily J. Lindsay, Douglas J. King, Andrew M. Davidson & Bahram Daneshfar. (2019) Canadian Prairie Rangeland and Seeded Forage Classification Using Multiseason Landsat 8 and Summer RADARSAT-2. Rangeland Ecology & Management 72:1, pages 92-102.
Crossref
Agnieszka Kamińska, Maciej Lisiewicz, Krzysztof Stereńczak, Bartłomiej Kraszewski & Rafał Sadkowski. (2018) Species-related single dead tree detection using multi-temporal ALS data and CIR imagery. Remote Sensing of Environment 219, pages 31-43.
Crossref
Ridha Touzi, K. Omari, Bob Sleep & X. Jiao. (2018) Scattered and Received Wave Polarization Optimization for Enhanced Peatland Classification and Fire Damage Assessment Using Polarimetric PALSAR. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 11:11, pages 4452-4477.
Crossref
Koreen Millard, Dan Thompson, Marc-André Parisien & Murray Richardson. (2018) Soil Moisture Monitoring in a Temperate Peatland Using Multi-Sensor Remote Sensing and Linear Mixed Effects. Remote Sensing 10:6, pages 903.
Crossref
Raymond Jahncke, Brigitte Leblon, Peter Bush & Armand LaRocque. (2018) Mapping wetlands in Nova Scotia with multi-beam RADARSAT-2 Polarimetric SAR, optical satellite imagery, and Lidar data. International Journal of Applied Earth Observation and Geoinformation 68, pages 139-156.
Crossref
Sébastien Rapinel, Bernard Clément, Simon Dufour & Laurence Hubert-Moy. (2017) Fine-Scale Monitoring of Long-term Wetland Loss Using LiDAR Data and Historical Aerial Photographs: the Example of the Couesnon Floodplain, France. Wetlands 38:3, pages 423-435.
Crossref
Stephen M. Chignell, Matthew W. Luizza, Sky Skach, Nicholas E. Young & Paul H. Evangelista. (2017) An integrative modeling approach to mapping wetlands and riparian areas in a heterogeneous Rocky Mountain watershed. Remote Sensing in Ecology and Conservation 4:2, pages 150-165.
Crossref
Gina L. O'Neil, Jonathan L. Goodall & Layne T. Watson. (2018) Evaluating the potential for site-specific modification of LiDAR DEM derivatives to improve environmental planning-scale wetland identification using Random Forest classification. Journal of Hydrology 559, pages 192-208.
Crossref
Koreen Millard & Murray Richardson. (2018) Quantifying the relative contributions of vegetation and soil moisture conditions to polarimetric C-Band SAR response in a temperate peatland. Remote Sensing of Environment 206, pages 123-138.
Crossref
Masoud Mahdianpari, Bahram Salehi, Fariba Mohammadimanesh, Brian Brisco, Sahel Mahdavi, Meisam Amani & Jean Elizabeth Granger. (2018) Fisher Linear Discriminant Analysis of coherency matrix for wetland classification using PolSAR imagery. Remote Sensing of Environment 206, pages 300-317.
Crossref
L.L. Bourgeau-Chavez, S.L. Endres, J.A. Graham, J.A. Hribljan, R.A. Chimner, E.A. Lillieskov & M.J. Battaglia. 2018. Comprehensive Remote Sensing. Comprehensive Remote Sensing 24 44 .
Sarah Banks, Koreen Millard, Amir Behnamian, Lori White, Tobias Ullmann, Francois Charbonneau, Zhaohua Chen, Huili Wang, Jon Pasher & Jason Duffe. (2017) Contributions of Actual and Simulated Satellite SAR Data for Substrate Type Differentiation and Shoreline Mapping in the Canadian Arctic. Remote Sensing 9:12, pages 1206.
Crossref
Amir Behnamian, Koreen Millard, Sarah N. Banks, Lori White, Murray Richardson & Jon Pasher. (2017) A Systematic Approach for Variable Selection With Random Forests: Achieving Stable Variable Importance Values. IEEE Geoscience and Remote Sensing Letters 14:11, pages 1988-1992.
Crossref
Pierre Dubeau, Douglas King, Dikaso Unbushe & Lisa-Maria Rebelo. (2017) Mapping the Dabus Wetlands, Ethiopia, Using Random Forest Classification of Landsat, PALSAR and Topographic Data. Remote Sensing 9:10, pages 1056.
Crossref
Yaohuan Huang, Chuanpeng Zhao, Haijun Yang, Xiaoyang Song, Jie Chen & Zhonghua Li. (2017) Feature Selection Solution with High Dimensionality and Low-Sample Size for Land Cover Classification in Object-Based Image Analysis. Remote Sensing 9:9, pages 939.
Crossref
Katherine Irwin, Danielle Beaulne, Alexander Braun & Georgia Fotopoulos. (2017) Fusion of SAR, Optical Imagery and Airborne LiDAR for Surface Water Detection. Remote Sensing 9:9, pages 890.
Crossref
Lori White, Koreen Millard, Sarah Banks, Murray Richardson, Jon Pasher & Jason Duffe. (2017) Moving to the RADARSAT Constellation Mission: Comparing Synthesized Compact Polarimetry and Dual Polarimetry Data with Fully Polarimetric RADARSAT-2 Data for Image Classification of Peatlands. Remote Sensing 9:6, pages 573.
Crossref
Takeshi Inomata, Flory Pinzón, José Luis Ranchos, Tsuyoshi Haraguchi, Hiroo Nasu, Juan Carlos Fernandez-Diaz, Kazuo Aoyama & Hitoshi Yonenobu. (2017) Archaeological Application of Airborne LiDAR with Object-Based Vegetation Classification and Visualization Techniques at the Lowland Maya Site of Ceibal, Guatemala. Remote Sensing 9:6, pages 563.
Crossref
Andrew A. Plowright, Nicholas C. Coops, Curtis M. Chance, Stephen R.J. Sheppard & Neal W. Aven. (2017) Multi-scale analysis of relationship between imperviousness and urban tree height using airborne remote sensing. Remote Sensing of Environment 194, pages 391-400.
Crossref
L.L. Bourgeau-ChavezS. EndresR. PowellM.J. BattagliaB. BenscoterM. TuretskyE.S. KasischkeE. Banda. (2017) Mapping boreal peatland ecosystem types from multitemporal radar and optical satellite imagery. Canadian Journal of Forest Research 47:4, pages 545-559.
Crossref
Bolin Fu, Yeqiao Wang, Anthony Campbell, Ying Li, Bai Zhang, Shubai Yin, Zefeng Xing & Xiaomin Jin. (2017) Comparison of object-based and pixel-based Random Forest algorithm for wetland vegetation mapping using high spatial resolution GF-1 and SAR data. Ecological Indicators 73, pages 105-117.
Crossref
Anusheema Chakraborty, Kamna Sachdeva & Pawan K. Joshi. 2017. Handbook of Neural Computation. Handbook of Neural Computation 67 85 .
Shaohong Tian, Xianfeng Zhang, Jie Tian & Quan Sun. (2016) Random Forest Classification of Wetland Landcovers from Multi-Sensor Data in the Arid Region of Xinjiang, China. Remote Sensing 8:11, pages 954.
Crossref
Dan K. Thompson, Brian N. Simpson & André Beaudoin. (2016) Using forest structure to predict the distribution of treed boreal peatlands in Canada. Forest Ecology and Management 372, pages 19-27.
Crossref
Luiz Felipe de Almeida Furtado, Thiago Sanna Freire Silva & Evlyn Márcia Leão de Moraes Novo. (2016) Dual-season and full-polarimetric C band SAR assessment for vegetation mapping in the Amazon várzea wetlands. Remote Sensing of Environment 174, pages 212-222.
Crossref
Jan Lehmann, Wiebke Münchberger, Christian Knoth, Christian Blodau, Felix Nieberding, Torsten Prinz, Verónica Pancotto & Till Kleinebecker. (2016) High-Resolution Classification of South Patagonian Peat Bog Microforms Reveals Potential Gaps in Up-Scaled CH4 Fluxes by use of Unmanned Aerial System (UAS) and CIR Imagery. Remote Sensing 8:3, pages 173.
Crossref
Sarah Banks, Koreen Millard, Jon Pasher, Murray Richardson, Huili Wang & Jason Duffe. (2015) Assessing the Potential to Operationalize Shoreline Sensitivity Mapping: Classifying Multiple Wide Fine Quadrature Polarized RADARSAT-2 and Landsat 5 Scenes with a Single Random Forest Model. Remote Sensing 7:10, pages 13528-13563.
Crossref
Koreen Millard & Murray Richardson. (2015) On the Importance of Training Data Sample Selection in Random Forest Image Classification: A Case Study in Peatland Ecosystem Mapping. Remote Sensing 7:7, pages 8489-8515.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.