An Optimized Object-Based Random Forest Algorithm for Marsh Vegetation Mapping Using High-Spatial-Resolution GF-1 and ZY-3 Data

Tree Species Classification Using Hyperion and Sentinel-2 Data with Machine Learning in South Korea and China

(2019) Joongbin Lim et al.   ISPRS International Journal of Geo-Information

Pixel-Based Geometric Assessment of Channel Networks/Orders Derived from Global Spaceborne Digital Elevation Models

(2019) Mohamed Shawky 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 Comparison of Random Forest Variable Selection Methods for Classification Prediction Modeling

(2019) Jaime Lynn Speiser et al.   EXPERT SYSTEMS WITH APPLICATIONS

A highly automated algorithm for wetland detection using multi-temporal optical satellite data

(2019) Christina Ludwig et al.   REMOTE SENSING OF ENVIRONMENT

Using multi-indices approach to quantify mangrove changes over the Western Arabian Gulf along Saudi Arabia coast

(2019) Wenzhao Li et al.   ECOLOGICAL INDICATORS

Four decades of land cover and forest connectivity study in Zambia—An object-based image analysis approach

(2019) Darius Phiri et al.   International Journal of Applied Earth Observation and Geoinformation

Object-based random forest modelling of aboveground forest biomass outperforms a pixel-based approach in a heterogeneous and mountain tropical environment

(2019) Eduarda M.O. Silveira et al.   International Journal of Applied Earth Observation and Geoinformation

Mapping Invasive Phragmites australis in the Old Woman Creek Estuary Using UAV Remote Sensing and Machine Learning Classifiers

(2019) Tharindu Abeysinghe et al.   Remote Sensing

The capability of species-related forest stand characteristics determination with the use of hyperspectral data

(2019) Martyna Wietecha et al.   REMOTE SENSING OF ENVIRONMENT

Intensity and Stationarity Analysis of Land Use Change Based on CART Algorithm

(2019) Xiao Sang et al.   Scientific Reports

Effects of pre-processing methods on Landsat OLI-8 land cover classification using OBIA and random forests classifier

(2018) Darius Phiri et al.   International Journal of Applied Earth Observation and Geoinformation

An efficient feature optimization for wetland mapping by synergistic use of SAR intensity, interferometry, and polarimetry data

(2018) Fariba Mohammadimanesh et al.   International Journal of Applied Earth Observation and Geoinformation

Spectral analysis of wetlands using multi-source optical satellite imagery

(2018) Meisam Amani et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Enabling efficient, large-scale high-spatial resolution wetland mapping using satellites

(2018) Matthew J. McCarthy et al.   REMOTE SENSING OF ENVIRONMENT

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

(2018) Tedros Berhane et al.   Remote Sensing

Detecting Trends in Wetland Extent from MODIS Derived Soil Moisture Estimates

(2018) Thomas Gumbricht   Remote Sensing

Object-Based Image Analysis for Sago Palm Classification: The Most Important Features from High-Resolution Satellite Imagery

(2018) Sarip Hidayat et al.   Remote Sensing

Guidance on and comparison of machine learning classifiers for Landsat-based land cover and land use mapping

(2018) Hsiao-chien Shih et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

How up-scaling of remote-sensing images affects land-cover classification by comparison with multiscale satellite images

(2018) Kaijian Xu et al.   INTERNATIONAL JOURNAL OF 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

Mapping vegetation types in semi-arid riparian regions using random forest and object-based image approach: A case study of the Colorado River Ecosystem, Grand Canyon, Arizona

(2018) Uyen Nguyen et al.   Ecological Informatics

Less is more: optimizing classification performance through feature selection in a very-high-resolution remote sensing object-based urban application

(2017) Stefanos Georganos et al.   GIScience & Remote Sensing

Image Classification Using RapidEye Data: Integration of Spectral and Textual Features in a Random Forest Classifier

(2017) Huanxue Zhang et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Random forest wetland classification using ALOS-2 L-band, RADARSAT-2 C-band, and TerraSAR-X imagery

(2017) Masoud Mahdianpari et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Comparison of Random Forest, k-Nearest Neighbor, and Support Vector Machine Classifiers for Land Cover Classification Using Sentinel-2 Imagery

(2017) Phan Thanh Noi et al.   SENSORS

Land cover classification using random forest with genetic algorithm-based parameter optimization

(2016) Dongping Ming et al.   Journal of Applied Remote Sensing

Predicting Palustrine Wetland Probability Using Random Forest Machine Learning and Digital Elevation Data-Derived Terrain Variables

(2016) Aaron E. Maxwell et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

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

(2016) Shaohong Tian et al.   Remote Sensing

Classifying spatially heterogeneous wetland communities using machine learning algorithms and spectral and textural features

(2015) Zoltan Szantoi et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Assessing the utility WorldView-2 imagery for tree species mapping in South African subtropical humid forest and the conservation implications: Dukuduku forest patch as case study

(2015) Moses Azong Cho et al.   International Journal of Applied Earth Observation and Geoinformation

An object-based approach to delineate wetlands across landscapes of varied disturbance with high spatial resolution satellite imagery

(2015) Amy Mui et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Mapping dynamic cover types in a large seasonally flooded wetland using extended principal component analysis and object-based classification

(2015) Iryna Dronova et al.   REMOTE SENSING OF ENVIRONMENT

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

Feature Selection with theBorutaPackage

(2015) Miron B. Kursa et al.   Journal of Statistical Software

The roles of textural images in improving land-cover classification in the Brazilian Amazon

(2014) Dengsheng Lu et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Coupling high-resolution satellite imagery with ALS-based canopy height model and digital elevation model in object-based boreal forest habitat type classification

(2014) Aleksi Räsänen et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Multitemporal classification of TerraSAR-X data for wetland vegetation mapping

(2014) Julie Betbeder et al.   Journal of Applied Remote Sensing

Wetland Mapping in the Upper Midwest United States

(2014) Lian P. Rampi et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Good practices for estimating area and assessing accuracy of land change

(2014) Pontus Olofsson et al.   REMOTE SENSING OF ENVIRONMENT

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

Analyzing fine-scale wetland composition using high resolution imagery and texture features

(2013) Zoltan Szantoi et al.   International Journal of Applied Earth Observation and Geoinformation

A comparison of selected classification algorithms for mapping bamboo patches in lower Gangetic plains using very high resolution WorldView 2 imagery

(2013) Aniruddha Ghosh et al.   International Journal of Applied Earth Observation and Geoinformation

Object-based mapping of native vegetation and para grass (Urochloa mutica) on a monsoonal wetland of Kakadu NP using a Landsat 5 TM Dry-season time series

(2013) James Boyden et al.   Journal of Spatial Science

Improving the impervious surface estimation with combined use of optical and SAR remote sensing images

(2013) Yuanzhi Zhang et al.   REMOTE SENSING OF ENVIRONMENT

Distinguishing wetland vegetation and channel features with object-based image segmentation

(2012) Kevan B. Moffett et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Landscape analysis of wetland plant functional types: The effects of image segmentation scale, vegetation classes and classification methods

(2012) Iryna Dronova et al.   REMOTE SENSING OF ENVIRONMENT

Coastal wetland vegetation classification with a Landsat Thematic Mapper image

(2011) Yinlong Zhang et al.   INTERNATIONAL 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

Object-based analysis and change detection of major wetland cover types and their classification uncertainty during the low water period at Poyang Lake, China

(2011) Iryna Dronova et al.   REMOTE SENSING OF ENVIRONMENT

Object-oriented mapping of landslides using Random Forests

(2011) André Stumpf 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

ESP: a tool to estimate scale parameter for multiresolution image segmentation of remotely sensed data

(2010) Lucian Drǎguţ et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Variable selection using random forests

(2010) Robin Genuer et al.   PATTERN RECOGNITION LETTERS

High-Resolution Remote Sensing of Upland Swamp Boundaries and Vegetation for Baseline Mapping and Monitoring

(2010) Ross B. Jenkins et al.   WETLANDS

Mapping changes in tidal wetland vegetation composition and pattern across a salinity gradient using high spatial resolution imagery

(2010) Karin Tuxen et al.   WETLANDS ECOLOGY AND MANAGEMENT

Estimating volumetric surface moisture content for cropped soils using a soil wetness index based on surface temperature and NDVI

(2009) Kaniska Mallick et al.   AGRICULTURAL AND FOREST METEOROLOGY

Satellite optical and radar data used to track wetland forest impact and short-term recovery from Hurricane Katrina

(2009) Elijah Ramsey et al.   WETLANDS

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

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

Driving Forces for the Marsh Wetland Degradation in the Honghe National Nature Reserve in Sanjiang Plain, Northeast China

(2008) Demin Zhou et al.   ENVIRONMENTAL MODELING & ASSESSMENT

Radar detection of wetland ecosystems: a review

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