Decision-Tree, Rule-Based, and Random Forest Classification of High-Resolution Multispectral Imagery for Wetland Mapping and Inventory

Remote sensing for wetland classification: a comprehensive review

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

Enhancing protection for vulnerable waters

(2017) Irena F. Creed et al.   Nature Geoscience

A Review of Wetland Remote Sensing

(2017) Meng Guo et al.   SENSORS

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

Comparing Pixel- and Object-Based Approaches in Effectively Classifying Wetland-Dominated Landscapes

(2017) Tedros Berhane et al.   Remote Sensing

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

(2017) Pierre Dubeau et al.   Remote Sensing

Automated Quantification of Surface Water Inundation in Wetlands Using Optical Satellite Imagery

(2017) Ben DeVries et al.   Remote Sensing

The importance of small waterbodies for biodiversity and ecosystem services: implications for policy makers

(2016) J. Biggs et al.   HYDROBIOLOGIA

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

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

The Selenga River delta: a geochemical barrier protecting Lake Baikal waters

(2016) Sergey Chalov et al.   Regional Environmental Change

Random Forest Classification of Wetland Landcovers from Multi-Sensor Data in the Arid Region of Xinjiang, China

(2016) Shaohong Tian et al.   Remote Sensing

Temporal and spatial patterns of wetland extent influence variability of surface water connectivity in the Prairie Pothole Region, United States

(2015) Melanie K. Vanderhoof et al.   LANDSCAPE ECOLOGY

Denitrification Potential in Geographically Isolated Wetlands of North Carolina and Florida, USA

(2015) Charles R. Lane et al.   WETLANDS

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

Random forest classification of salt marsh vegetation habitats using quad-polarimetric airborne SAR, elevation and optical RS data

(2014) Sybrand van Beijma et al.   REMOTE SENSING OF ENVIRONMENT

Classification and inventory of freshwater wetlands and aquatic habitats in the Selenga River Delta of Lake Baikal, Russia, using high-resolution satellite imagery

(2014) Charles R. Lane et al.   WETLANDS ECOLOGY AND MANAGEMENT

Improved Wetland Classification Using Eight-Band High Resolution Satellite Imagery and a Hybrid Approach

(2014) Charles Lane et al.   Remote Sensing

Using unclassified continuous remote sensing data to improve distribution models of red-listed plant species

(2013) Miia Parviainen et al.   BIODIVERSITY AND CONSERVATION

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

Using the Normalized Difference Water Index (NDWI) within a Geographic Information System to Detect Swimming Pools for Mosquito Abatement: A Practical Approach

(2013) Stuart McFeeters   Remote Sensing

Gold mining impact on riverine heavy metal transport in a sparsely monitored region: the upper Lake Baikal Basin case

(2012) Josefin Thorslund et al.   JOURNAL OF ENVIRONMENTAL MONITORING

Object-based classification of a SPOT-4 image for mapping wetlands in the context of greenhouse gases emissions: the case of the Eastmain region, Québec, Canada

(2011) Marcelle Grenier et al.   CANADIAN JOURNAL OF REMOTE SENSING

Segmentation and object-oriented classification of wetlands in a karst Florida landscape using multi-season Landsat-7 ETM+ imagery

(2011) R. C. Frohn 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

Remote Sensing of Wetlands: Case Studies Comparing Practical Techniques

(2011) Victor Klemas   JOURNAL OF COASTAL RESEARCH

Monitoring of the Vegetation Composition in Rewetted Peatland with Iterative Decision Tree Classification of Satellite Imagery

(2011) Annett Frick et al.   Photogrammetrie Fernerkundung Geoinformation

Object-oriented mapping of landslides using Random Forests

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

How wetland type and area differ through scale: A GEOBIA case study in Alberta's Boreal Plains

(2011) Ryan P. Powers et al.   REMOTE SENSING OF ENVIRONMENT

Combining bagging, boosting, rotation forest and random subspace methods

(2010) Sotiris Kotsiantis   ARTIFICIAL INTELLIGENCE REVIEW

An object-based conceptual framework and computational method for representing and analyzing coastal morphological changes

(2010) Hongxing Liu et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Support vector machines in remote sensing: A review

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

Calculating the Ecosystem Service of Water Storage in Isolated Wetlands using LiDAR in North Central Florida, USA

(2010) Charles R. Lane et al.   WETLANDS

Climate Change and the World's “Sacred Sea”—Lake Baikal, Siberia

(2009) Marianne V. Moore et al.   BIOSCIENCE

State and local governments plan for development of most land vulnerable to rising sea level along the US Atlantic coast

(2009) J G Titus et al.   Environmental Research Letters

Classification accuracy comparison: Hypothesis tests and the use of confidence intervals in evaluations of difference, equivalence and non-inferiority

(2009) Giles M. Foody   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

Detection of Cypress Canopies in the Florida Panhandle Using Subpixel Analysis and GIS

(2009) Jialing Wang et al.   Remote Sensing

Region based segmentation of QuickBird multispectral imagery through band ratios and fuzzy comparison

(2008) Ben Wuest et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Seasonal and spatial distribution of heavy metals in the Selenga River Delta

(2008) Z. I. Khazheeva et al.   Journal of Geographical Sciences

Evaluation of Random Forest and Adaboost tree-based ensemble classification and spectral band selection for ecotope mapping using airborne hyperspectral imagery

(2008) Jonathan Cheung-Wai Chan et al.   REMOTE SENSING OF ENVIRONMENT