Land Cover Classification using Google Earth Engine and Random Forest Classifier—The Role of Image Composition

Cloud-computing and machine learning in support of country-level land cover and ecosystem extent mapping in Liberia and Gabon

(2020) Celio de Sousa et al.   PLoS One

Explaining the unsuitability of the kappa coefficient in the assessment and comparison of the accuracy of thematic maps obtained by image classification

(2020) Giles M. Foody   REMOTE SENSING OF ENVIRONMENT

Monitoring Oil Exploitation Infrastructure and Dirt Roads with Object-Based Image Analysis and Random Forest in the Eastern Mongolian Steppe

(2020) Batnyambuu Dashpurev et al.   Remote Sensing

Google Earth Engine for geo-big data applications: A meta-analysis and systematic review

(2020) Haifa Tamiminia et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Grasslands-more important for ecosystem services than you might think

(2019) J. Bengtsson et al.   Ecosphere

Land Cover Changes and Their Driving Mechanisms in Central Asia from 2001 to 2017 Supported by Google Earth Engine

(2019) Yunfeng Hu et al.   Remote Sensing

Evaluating Combinations of Temporally Aggregated Sentinel-1, Sentinel-2 and Landsat 8 for Land Cover Mapping with Google Earth Engine

(2019) Luis Carrasco et al.   Remote Sensing

Evaluation of Sentinel-2 time-series for mapping floodplain grassland plant communities

(2019) Sébastien Rapinel et al.   REMOTE SENSING OF ENVIRONMENT

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

(2019) Meisam Amani et al.   Remote Sensing

The Comparison of Different Methods of Texture Analysis for Their Efficacy for Land Use Classification in Satellite Imagery

(2019) Przemysław Kupidura   Remote Sensing

Large-Area, High Spatial Resolution Land Cover Mapping Using Random Forests, GEOBIA, and NAIP Orthophotography: Findings and Recommendations

(2019) Aaron E. Maxwell et al.   Remote Sensing

Land cover and land use classification performance of machine learning algorithms in a boreal landscape using Sentinel-2 data

(2019) Abdulhakim Mohamed Abdi   GIScience & Remote Sensing

Monitoring of Urbanization and Analysis of Environmental Impact in Stockholm with Sentinel-2A and SPOT-5 Multispectral Data

(2019) Dorothy Furberg et al.   Remote Sensing

Automatic Land-Cover Mapping using Landsat Time-Series Data based on Google Earth Engine

(2019) Shuai Xie et al.   Remote Sensing

Global Changes in Urban Vegetation Cover

(2019) Daniel R. Richards et al.   Remote Sensing

Disturbance-Informed Annual Land Cover Classification Maps of Canada's Forested Ecosystems for a 29-Year Landsat Time Series

(2018) Txomin Hermosilla et al.   CANADIAN JOURNAL OF REMOTE SENSING

Implementation of machine-learning classification in remote sensing: an applied review

(2018) Aaron E. Maxwell et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Land cover 2.0

(2018) Michael A. Wulder et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Using Google Earth Engine to Map Complex Shade-Grown Coffee Landscapes in Northern Nicaragua

(2018) Lisa C. Kelley et al.   Remote Sensing

Disturbance-Informed Annual Land Cover Classification Maps of Canada's Forested Ecosystems for a 29-Year Landsat Time Series

(2018) Txomin Hermosilla et al.   CANADIAN JOURNAL OF REMOTE SENSING

Land-cover mapping using Random Forest classification and incorporating NDVI time-series and texture: a case study of central Shandong

(2018) Yuhao Jin et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A 30-m landsat-derived cropland extent product of Australia and China using random forest machine learning algorithm on Google Earth Engine cloud computing platform

(2018) Pardhasaradhi Teluguntla et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Estimating smallholder crops production at village level from Sentinel-2 time series in Mali's cotton belt

(2018) Marie-Julie Lambert et al.   REMOTE SENSING OF ENVIRONMENT

Land Cover Change in the Lower Yenisei River Using Dense Stacking of Landsat Imagery in Google Earth Engine

(2018) Kelsey E. Nyland et al.   Remote Sensing

Evaluation of Using Sentinel-1 and -2 Time-Series to Identify Winter Land Use in Agricultural Landscapes

(2018) Julien Denize et al.   Remote Sensing

Hyperspectral Image Classification With Rotation Random Forest Via KPCA

(2017) Junshi Xia 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

Phenology-adaptive pixel-based compositing using optical earth observation imagery

(2017) David Frantz et al.   REMOTE SENSING OF ENVIRONMENT

Google Earth Engine: Planetary-scale geospatial analysis for everyone

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

Obtaining rubber plantation age information from very dense Landsat TM & ETM + time series data and pixel-based image compositing

(2017) Philip Beckschäfer   REMOTE SENSING OF ENVIRONMENT

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

Remote Sensing of Above-Ground Biomass

(2017) Lalit Kumar et al.   Remote Sensing

Operational High Resolution Land Cover Map Production at the Country Scale Using Satellite Image Time Series

(2017) Jordi Inglada et al.   Remote Sensing

The first all-season sample set for mapping global land cover with Landsat-8 data

(2017) Congcong Li et al.   Science Bulletin

The global Landsat archive: Status, consolidation, and direction

(2016) Michael A. Wulder et al.   REMOTE SENSING OF ENVIRONMENT

Characterization of Landsat-7 to Landsat-8 reflective wavelength and normalized difference vegetation index continuity

(2016) D.P. Roy et al.   REMOTE SENSING OF ENVIRONMENT

A semi-automated approach for the generation of a new land use and land cover product for Germany based on Landsat time-series and Lucas in-situ data

(2016) Benjamin Mack et al.   Remote Sensing Letters

A Comparison of Machine Learning Algorithms for Mapping of Complex Surface-Mined and Agricultural Landscapes Using ZiYuan-3 Stereo Satellite Imagery

(2016) Xianju Li et al.   Remote Sensing

Mapping Complex Urban Land Cover from Spaceborne Imagery: The Influence of Spatial Resolution, Spectral Band Set and Classification Approach

(2016) Rahman Momeni et al.   Remote Sensing

Importance of vegetation dynamics for future terrestrial carbon cycling

(2015) Anders Ahlström et al.   Environmental Research Letters

Land use and land cover change impacts on the regional climate of non-Amazonian South America: A review

(2015) Alvaro Salazar et al.   GLOBAL AND PLANETARY CHANGE

Mongolian rangelands at a tipping point? Biomass and cover are stable but composition shifts and richness declines after 20 years of grazing and increasing temperatures

(2015) J. Khishigbayar et al.   JOURNAL OF ARID ENVIRONMENTS

Mapping land cover in complex Mediterranean landscapes using Landsat: Improved classification accuracies from integrating multi-seasonal and synthetic imagery

(2015) Cornelius Senf et al.   REMOTE SENSING OF ENVIRONMENT

Fusing Landsat and SAR time series to detect deforestation in the tropics

(2015) Johannes Reiche et al.   REMOTE SENSING OF ENVIRONMENT

Mapping US Urban Extents from MODIS Data Using One-Class Classification Method

(2015) Bo Wan et al.   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

Dynamics and Resilience of Rangelands and Pastoral Peoples Around the Globe

(2014) Robin S. Reid et al.   Annual Review of Environment and Resources

Earth observation satellite sensors for biodiversity monitoring: potentials and bottlenecks

(2014) Claudia Kuenzer et al.   INTERNATIONAL JOURNAL OF 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

Landsat-8: Science and product vision for terrestrial global change research

(2014) D.P. Roy et al.   REMOTE SENSING OF ENVIRONMENT

Continuous change detection and classification of land cover using all available Landsat data

(2014) Zhe Zhu et al.   REMOTE SENSING OF ENVIRONMENT

Land cover classification using Landsat 8 Operational Land Imager data in Beijing, China

(2014) Kun Jia et al.   Geocarto International

A Pixel-Based Landsat Compositing Algorithm for Large Area Land Cover Mapping

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

Detecting Sirex noctilio grey-attacked and lightning-struck pine trees using airborne hyperspectral data, random forest and support vector machines classifiers

(2013) Elfatih M. Abdel-Rahman et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Climate extremes and the carbon cycle

(2013) Markus Reichstein et al.   NATURE

Toward near real-time monitoring of forest disturbance by fusion of MODIS and Landsat data

(2013) Qinchuan Xin et al.   REMOTE SENSING OF ENVIRONMENT

Automated Water Extraction Index: A new technique for surface water mapping using Landsat imagery

(2013) Gudina L. Feyisa et al.   REMOTE SENSING OF ENVIRONMENT

A multi-criteria approach for an integrated land-cover-based assessment of ecosystem services provision to support landscape planning

(2012) Lars Koschke et al.   ECOLOGICAL INDICATORS

An Evaluation of Bagging, Boosting, and Random Forests for Land-Cover Classification in Cape Cod, Massachusetts, USA

(2012) Bardan Ghimire et al.   GIScience & Remote Sensing

Cross-boundary and cross-level dynamics increase vulnerability to severe winter disasters (dzud) in Mongolia

(2012) María E. Fernández-Giménez et al.   GLOBAL ENVIRONMENTAL CHANGE-HUMAN AND POLICY DIMENSIONS

Evaluation of different machine learning methods for land cover mapping of a Mediterranean area using multi-seasonal Landsat images and Digital Terrain Models

(2012) Victor F. Rodriguez-Galiano et al.   International Journal of Digital Earth

Measuring the Impacts of Community-based Grasslands Management in Mongolia's Gobi

(2012) Craig Leisher et al.   PLoS One

The impact of global land-cover change on the terrestrial water cycle

(2012) Shannon M. Sterling et al.   Nature Climate Change

Assessment of spectral, polarimetric, temporal, and spatial dimensions for urban and peri-urban land cover classification using Landsat and SAR data

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

A Large and Persistent Carbon Sink in the World's Forests

(2011) Y. Pan et al.   SCIENCE

Terrestrial Gross Carbon Dioxide Uptake: Global Distribution and Covariation with Climate

(2010) C. Beer et al.   SCIENCE

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

Large African herbivores decrease herbaceous plant biomass while increasing plant species richness in a semi-arid savanna toposequence

(2008) Shayne M. Jacobs et al.   JOURNAL OF ARID ENVIRONMENTS

A method for integrating MODIS and Landsat data for systematic monitoring of forest cover and change in the Congo Basin

(2008) Matthew C. Hansen et al.   REMOTE SENSING OF ENVIRONMENT

Landsat continuity: Issues and opportunities for land cover monitoring

(2007) Michael A. Wulder et al.   REMOTE SENSING OF ENVIRONMENT