Mapping the Dabus Wetlands, Ethiopia, Using Random Forest Classification of Landsat, PALSAR and Topographic Data

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

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

We Must all Pay More Attention to Rigor in Accuracy Assessment: Additional Comment to “The Improvement of Land Cover Classification by Thermal Remote Sensing”. Remote Sens. 2015, 7, 8368–8390

(2016) Guillermo Castilla   Remote Sensing

A Review of the Application of Optical and Radar Remote Sensing Data Fusion to Land Use Mapping and Monitoring

(2016) Neha Joshi et al.   Remote Sensing

Object-based image analysis of optical and radar variables for wetland evaluation

(2015) Laura Dingle Robertson et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Enhancing land use classification with fusing dual-polarized TerraSAR-X and multispectral RapidEye data

(2015) Saygin Abdikan et al.   Journal of Applied Remote Sensing

Assessing Land Cover Change and Anthropogenic Disturbance in Wetlands Using Vegetation Fractions Derived from Landsat 5 TM Imagery (1984–2010)

(2015) Laura Dingle Robertson et al.   WETLANDS

Wetlands of the Lowland Amazon Basin: Extent, Vegetative Cover, and Dual-season Inundated Area as Mapped with JERS-1 Synthetic Aperture Radar

(2015) Laura L. Hess et al.   WETLANDS

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

(2015) Sarah Banks et al.   Remote Sensing

Evaluation of ALOS PALSAR Data for High-Resolution Mapping of Vegetated Wetlands in Alaska

(2015) Daniel Clewley et al.   Remote Sensing

Mapping Aquatic Vegetation in a Tropical Wetland Using High Spatial Resolution Multispectral Satellite Imagery

(2015) Timothy Whiteside et al.   Remote Sensing

Mapping CORINE Land Cover from Sentinel-1A SAR and SRTM Digital Elevation Model Data using Random Forests

(2015) Heiko Balzter et al.   Remote Sensing

Object-Based Image Analysis in Wetland Research: A Review

(2015) Iryna Dronova   Remote Sensing

On the Importance of Training Data Sample Selection in Random Forest Image Classification: A Case Study in Peatland Ecosystem Mapping

(2015) Koreen Millard et al.   Remote Sensing

Parameter tuning in the support vector machine and random forest and their performances in cross- and same-year crop classification using TerraSAR-X

(2014) Rei Sonobe et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Land-use/cover classification in a heterogeneous coastal landscape using RapidEye imagery: evaluating the performance of random forest and support vector machines classifiers

(2014) Elhadi Adam et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Estimating standing biomass in papyrus (Cyperus papyrus L.) swamp: exploratory of in situ hyperspectral indices and random forest regression

(2014) Elhadi Adam et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Characterization of aboveground biomass in an unmanaged boreal forest using Landsat temporal segmentation metrics

(2014) Ryan J. Frazier et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Large-scale habitat mapping of the Brazilian Pantanal wetland: A synthetic aperture radar approach

(2014) T.L. Evans et al.   REMOTE SENSING OF ENVIRONMENT

Multisensor earth observations to characterize wetlands and malaria epidemiology in Ethiopia

(2014) Alemayehu Midekisa et al.   WATER RESOURCES RESEARCH

An AUC-based permutation variable importance measure for random forests

(2013) Silke Janitza et al.   BMC BIOINFORMATICS

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

(2013) Koreen Millard et al.   CANADIAN JOURNAL OF REMOTE SENSING

Mapping of Central Africa Forested Wetlands Using Remote Sensing

(2013) Julie Betbeder et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Remote sensing of emergent and submerged wetlands: an overview

(2013) V. Klemas   INTERNATIONAL JOURNAL OF REMOTE SENSING

Influence of Multi-Source and Multi-Temporal Remotely Sensed and Ancillary Data on the Accuracy of Random Forest Classification of Wetlands in Northern Minnesota

(2013) Jennifer Corcoran et al.   Remote Sensing

Recent Trend and Advance of Synthetic Aperture Radar with Selected Topics

(2013) Kazuo Ouchi   Remote Sensing

Wetland Fire Scar Monitoring and Analysis Using Archival Landsat Data for the Everglades

(2013) John W. Jones et al.   Fire Ecology

The integration of optical, topographic, and radar data for wetland mapping in northern Minnesota

(2012) Jennifer Corcoran et al.   CANADIAN JOURNAL OF REMOTE SENSING

A new variable selection approach using Random Forests

(2012) A. Hapfelmeier et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Evaluating Full Polarimetric C- and L-Band Data for Mapping Wetland Conditions in a Semi-Arid Environment in Central Spain

(2012) Magaly Koch et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

A comparative analysis of ALOS PALSAR L-band and RADARSAT-2 C-band data for land-cover classification in a tropical moist region

(2012) Guiying Li et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Mapping invasive Phragmites australis in the coastal Great Lakes with ALOS PALSAR satellite imagery for decision support

(2012) Laura L. Bourgeau-Chavez et al.   JOURNAL OF GREAT LAKES RESEARCH

Dynamic Random Forests

(2012) Simon Bernard et al.   PATTERN RECOGNITION LETTERS

Evaluation of C-band polarization diversity and polarimetry for wetland mapping

(2011) B. Brisco et al.   CANADIAN JOURNAL OF REMOTE SENSING

Discrimination of coastal wetland environments in the Amazon region based on multi-polarized L-band airborne Synthetic Aperture Radar imagery

(2011) Pedro Walfir M. Souza-Filho et al.   ESTUARINE COASTAL AND SHELF SCIENCE

The K&C PALSAR Mosaic of the African Continent: Processing Issues and First Thematic Results

(2011) Gianfranco D. De Grandi et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

SAR polarimetric change detection for flooded vegetation

(2011) B. Brisco et al.   International Journal of Digital Earth

Comparison of pixel- and object-based classification in land cover change mapping

(2011) Laura Dingle Robertson et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

An assessment of the effectiveness of a random forest classifier for land-cover classification

(2011) V.F. Rodriguez-Galiano et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Object-based cloud and cloud shadow detection in Landsat imagery

(2011) Zhe Zhu et al.   REMOTE SENSING OF ENVIRONMENT

A comparison of pixel-based and object-based image analysis with selected machine learning algorithms for the classification of agricultural landscapes using SPOT-5 HRG imagery

(2011) Dennis C. Duro et al.   REMOTE SENSING OF ENVIRONMENT

Fire and grazing in a mesic tallgrass prairie: impacts on plant species and functional traits

(2010) Marko J. Spasojevic et al.   ECOLOGY

Spatial and temporal variability of macrophyte cover and productivity in the eastern Amazon floodplain: A remote sensing approach

(2010) Thiago Sanna F. Silva et al.   REMOTE SENSING OF ENVIRONMENT

Mapping wetlands using ASTER data: a comparison between classification trees and logistic regression

(2009) E. Pantaleoni et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Sample size determination for image classification accuracy assessment and comparison

(2009) Giles M. Foody   INTERNATIONAL JOURNAL OF REMOTE SENSING

Classifier ensembles for land cover mapping using multitemporal SAR imagery

(2009) Björn Waske et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Wetland monitoring using classification trees and SPOT-5 seasonal time series

(2009) Aurélie Davranche et al.   REMOTE SENSING OF ENVIRONMENT

Wetland mapping in the Congo Basin using optical and radar remotely sensed data and derived topographical indices

(2009) Jean-Robert B. Bwangoy et al.   REMOTE SENSING OF ENVIRONMENT

Multispectral and hyperspectral remote sensing for identification and mapping of wetland vegetation: a review

(2009) Elhadi Adam et al.   WETLANDS ECOLOGY AND MANAGEMENT

Radar detection of wetland ecosystems: a review

(2008) Floyd M. Henderson et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Monitoring and assessment of wetlands using Earth Observation: The GlobWetland project

(2008) Kevin Jones et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT