Standout Papers
Citation Impact
Citing Papers
Global Patterns of Groundwater Table Depth
2013 StandoutScience
Classic Period collapse of the Central Maya Lowlands: Insights about human–environment relationships for sustainability
2012
High-Resolution Global Maps of 21st-Century Forest Cover Change
2013 StandoutScience
The post-fire measurement of fire severity and intensity in the Christmas 2001 Sydney wildfires
2004
Daily burned area and carbon emissions from boreal fires in Alaska
2015
Digitalization to achieve sustainable development goals: Steps towards a Smart Green Planet
2021 Standout
Historical background and current developments for mapping burned area from satellite Earth observation
2019 Standout
Airborne and spaceborne remote sensing for archaeological and cultural heritage applications: A review of the century (1907–2017)
2019 Standout
Changes in Vegetation Growth Dynamics and Relations with Climate over China’s Landmass from 1982 to 2011
2014
Global land cover mapping at 30 m resolution: A POK-based operational approach
2014 Standout
Comparing supervised and unsupervised multiresolution segmentation approaches for extracting buildings from very high resolution imagery
2014
Vegetation dynamics and its response to climate change in Central Asia
2016
NDVI indicated long-term interannual changes in vegetation activities and their responses to climatic and anthropogenic factors in the Three Gorges Reservoir Region, China
2016 Standout
Machine learning approaches for spatial modeling of agricultural droughts in the south-east region of Queensland Australia
2019
Carbon costs and benefits of Indonesian rainforest conversion to plantations
2018 Standout
Capturing coupled riparian and coastal disturbance from industrial mining using cloud-resilient satellite time series analysis
2016
A deep learning framework for financial time series using stacked autoencoders and long-short term memory
2017 Standout
Vegetation dynamics and responses to climate change and human activities in Central Asia
2017 Standout
Deep learning and process understanding for data-driven Earth system science
2019 StandoutNature
Scaling up from gardens: biodiversity conservation in urban environments
2009 Standout
SoilGrids250m: Global gridded soil information based on machine learning
2017 Standout
High-resolution mapping of global surface water and its long-term changes
2016 StandoutNature
Effect of oil palm sustainability certification on deforestation and fire in Indonesia
2017 Standout
Forest disturbances under climate change
2017 Standout
Conflict or coordination? Assessing land use multi-functionalization using production-living-ecology analysis
2016 Standout
ECOLOGICAL MECHANISMS LINKING PROTECTED AREAS TO SURROUNDING LANDS
2007
The collection 6 MODIS active fire detection algorithm and fire products
2016
FIRE SEVERITY AND ECOSYTEM RESPONSES FOLLOWING CROWN FIRES IN CALIFORNIA SHRUBLANDS
2008
Determining and forecasting drought susceptibility in southwestern Iran using multi-criteria decision-making (MCDM) coupled with CA-Markov model
2021 Standout
Human Land-Use Practices Lead to Global Long-Term Increases in Photosynthetic Capacity
2014
Forest Fire Severity Assessment Using ALS Data in a Mediterranean Environment
2014
Machine learning for data-driven discovery in solid Earth geoscience
2019 StandoutScience
Evaluating the Performance of Sentinel-2, Landsat 8 and Pléiades-1 in Mapping Mangrove Extent and Species
2018
Estimation of area burned by forest fires in Mediterranean countries: A remote sensing data mining perspective
2011
Land cover classification using multi‐temporal MERIS vegetation indices
2007
Sensitivity of spectral reflectance values to different burn and vegetation ratios: A multi-scale approach applied in a fire affected area
2013
Multi-temporal LiDAR and Landsat quantification of fire-induced changes to forest structure
2017
Measures of spatio-temporal accuracy for time series land cover data
2015
Urban sprawl and land conversion in post-socialist cities: The case of metropolitan Budapest
2019 Standout
Multiple Endmember Spectral Mixture Analysis (MESMA) to map burn severity levels from Landsat images in Mediterranean countries
2013
All-optical machine learning using diffractive deep neural networks
2018 StandoutScience
Synergistic use of spaceborne lidar and optical imagery for assessing forest disturbance: An Alaska case study
2010
Comparing estimators of gross change derived from complete coverage mapping versus statistical sampling of remotely sensed data
2005
Mapping rubber tree growth in mainland Southeast Asia using time-series MODIS 250 m NDVI and statistical data
2011
A Comparison of AVIRIS and Landsat for Land Use Classification at the Urban Fringe
2004
Spatio-temporal dynamics and evolution of land use change and landscape pattern in response to rapid urbanization
2009
Evaluating and comparing Sentinel 2A and Landsat-8 Operational Land Imager (OLI) spectral indices for estimating fire severity in a Mediterranean pine ecosystem of Greece
2017
Forest change detection by statistical object-based method
2006
Training set size, scale, and features in Geographic Object-Based Image Analysis of very high resolution unmanned aerial vehicle imagery
2015
Object-Based Fusion of Multitemporal Multiangle ENVISAT ASAR and HJ-1B Multispectral Data for Urban Land-Cover Mapping
2013
Spectral–Spatial Classification of Hyperspectral Data Based on Deep Belief Network
2015
An Automatic Random Forest-OBIA Algorithm for Early Weed Mapping between and within Crop Rows Using UAV Imagery
2018
What makes segmentation good? A case study in boreal forest habitat mapping
2013
Support vector machines in remote sensing: A review
2010 Standout
MODIS–Landsat fusion for large area 30 m burned area mapping
2015
Short-term assessment of burn severity using the inversion of PROSPECT and GeoSail models
2008
Generative Model for the Inverse Design of Metasurfaces
2018 Standout
A forward/backward principal component analysis of Landsat-7 ETM+ data to enhance the spectral signal of burnt surfaces
2008
Remote Sensing of Fire Severity: Assessing the Performance of the Normalized Burn Ratio
2006
Change detection from remotely sensed images: From pixel-based to object-based approaches
2013
Deep Learning-Based Classification of Hyperspectral Data
2014 Standout
Compact, Dispersed, Fragmented, Extensive? A Comparison of Urban Growth in Twenty-five Global Cities using Remotely Sensed Data, Pattern Metrics and Census Information
2008 Standout
Detection of Convective Initiation Using Meteorological Imager Onboard Communication, Ocean, and Meteorological Satellite Based on Machine Learning Approaches
2015
Temporal logic and operation relations based knowledge representation for land cover change web services
2013
Can Error Explain Map Differences Over Time?
2006
Realizing the potential of digital development: The case of agricultural advice
2019 StandoutScienceNobel
Applying tree-based ensemble algorithms to the classification of ecological zones using multi-temporal multi-source remote-sensing data
2011
Comparison of Land-Cover Classification Methods in the Brazilian Amazon Basin
2004
Characterization of aboveground biomass in an unmanaged boreal forest using Landsat temporal segmentation metrics
2014
Transferring Deep Convolutional Neural Networks for the Scene Classification of High-Resolution Remote Sensing Imagery
2015
Mapping wildfire and clearcut harvest disturbances in boreal forests with Landsat time series data
2011
Good practices for estimating area and assessing accuracy of land change
2014 Standout
Random Forests Unsupervised Classification: The Detection and Mapping of Solanum mauritianum Infestations in Plantation Forestry Using Hyperspectral Data
2015
Mapping geology and volcanic-hosted massive sulfide alteration in the Hellyer–Mt Charter region, Tasmania, using Random Forests™ and Self-Organising Maps
2013
Improving the accuracy of rainfall rates from optical satellite sensors with machine learning — A random forests-based approach applied to MSG SEVIRI
2013
Ancient lowland Maya complexity as revealed by airborne laser scanning of northern Guatemala
2018 StandoutScience
Uncovering archaeological landscapes at Angkor using lidar
2013 Standout
A relative evaluation of multiclass image classification by support vector machines
2004
Review ArticleDigital change detection methods in ecosystem monitoring: a review
2004
Mapping erosion‐sensitive areas after wildfires using fieldwork, remote sensing, and geographic information systems techniques on a regional scale
2006
Comparison of burn severity assessments using Differenced Normalized Burn Ratio and ground data
2005
Comparison of Feature Reduction Algorithms for Classifying Tree Species With Hyperspectral Data on Three Central European Test Sites
2014
Monitoring conterminous United States (CONUS) land cover change with Web-Enabled Landsat Data (WELD)
2013
Object based image analysis for remote sensing
2009 Standout
Use of a radiative transfer model to simulate the postfire spectral response to burn severity
2006
Synergy of VSWIR (0.4–2.5μm) and MTIR (3.5–12.5μm) data for post-fire assessments
2012
Satellite-based assessment of yield variation and its determinants in smallholder African systems
2017
Mapping Robinia Pseudoacacia Forest Health Conditions by Using Combined Spectral, Spatial, and Textural Information Extracted from IKONOS Imagery and Random Forest Classifier
2015
Developing a Random Forest Algorithm for MODIS Global Burned Area Classification
2017
Biotic disturbances in Northern Hemisphere forests – a synthesis of recent data, uncertainties and implications for forest monitoring and modelling
2016
Landscape-scale quantification of fire-induced change in canopy cover following mountain pine beetle outbreak and timber harvest
2017
Using Landsat data to assess fire and burn severity in the North American boreal forest region: an overview and summary of results
2008
Estimating spatiotemporal patterns of aboveground biomass using Landsat TM and MODIS images in the Mu Us Sandy Land, China
2014
Global Change and the Ecology of Cities
2008 StandoutScience
The Spatial and Temporal Dynamics of Remotely-sensed Vegetation Phenology in Central Asia in the 1982–2011 Period
2016
The Improvement of Land Cover Classification by Thermal Remote Sensing
2015
Mapping forest post-fire canopy consumption in several overstory types using multi-temporal Landsat TM and ETM data
2002
The biodiversity of species and their rates of extinction, distribution, and protection
2014 StandoutScience
Evaluation of remotely sensed indices for assessing burn severity in interior Alaska using Landsat TM and ETM+
2005
Classification of remotely sensed imagery using stochastic gradient boosting as a refinement of classification tree analysis
2004
Interannual Variations in Growing-Season NDVI and Its Correlation with Climate Variables in the Southwestern Karst Region of China
2015
LiDAR-Landsat data fusion for large-area assessment of urban land cover: Balancing spatial resolution, data volume and mapping accuracy
2012
Evaluating spectral indices and spectral mixture analysis for assessing fire severity, combustion completeness and carbon emissions
2013
Fire intensity, fire severity and burn severity: a brief review and suggested usage
2009 Standout
Socioeconomic-Vegetation Relationships in Urban, Residential Land
2006
Patterns of canopy and surface layer consumption in a boreal forest fire from repeat airborne lidar
2017
Dynamics of Land Cover/Land Use Changes in the Mekong Delta, 1973–2011: A Remote Sensing Analysis of the Tran Van Thoi District, Ca Mau Province, Vietnam
2015
Exploring issues of training data imbalance and mislabelling on random forest performance for large area land cover classification using the ensemble margin
2015
Estimation of fire severity using pre- and post-fire LiDAR data in sagebrush steppe rangelands
2009
Long-term land cover dynamics by multi-temporal classification across the Landsat-5 record
2012
Remote Sensing Techniques in Monitoring Post-Fire Effects and Patterns of Forest Recovery in Boreal Forest Regions: A Review
2013
Using Landsat-derived disturbance history (1972–2010) to predict current forest structure
2012
Improving Random Forest With Ensemble of Features and Semisupervised Feature Extraction
2015
Application of remote sensing and GIS to locate priority intervention areas after wildland fires in Mediterranean systems: a case study from south-eastern Spain
2004
Does spatial resolution matter? A multi-scale comparison of object-based and pixel-based methods for detecting change associated with gas well drilling operations
2012
Endmember selection for multiple endmember spectral mixture analysis using endmember average RMSE
2003
Assessing the accuracy of land cover change with imperfect ground reference data
2010
NDVI-Based Long-Term Vegetation Dynamics and Its Response to Climatic Change in the Mongolian Plateau
2014
A review of remote sensing for mangrove forests: 1956–2018
2019 Standout
Political ecologies of the post-mining landscape: Activism, resistance, and legal struggles over Kalimantan's coal mines
2020
A survey of image classification methods and techniques for improving classification performance
2007 Standout
Random Forest and Rotation Forest for fully polarized SAR image classification using polarimetric and spatial features
2015
Minas de Riotinto (south Spain) forest fire: Burned area assessment and fire severity mapping using Landsat 5‐TM, Envisat‐MERIS, and Terra‐MODIS postfire images
2006
Random forest in remote sensing: A review of applications and future directions
2016 Standout
Burn severity estimation from remotely sensed data: Performance of simulation versus empirical models
2007
Spatial application of Random Forest models for fine-scale coastal vegetation classification using object based analysis of aerial orthophoto and DEM data
2015
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
An alternative spectral index for rapid fire severity assessments
2012
Polarimetric Properties of Burned Forest Areas at C- and L-Band
2014
Hyperspectral Remote Sensing Image Classification Based on Rotation Forest
2013
Combating desertification in China: Monitoring, control, management and revegetation
2018 Standout
A data mining approach for global burned area mapping
2018
REGIONAL PATTERNS OF PLANT COMMUNITY RESPONSE TO CHANGES IN WATER: OWENS VALLEY, CALIFORNIA
2003
The Importance of Scale in Object-based Mapping of Vegetation Parameters with Hyperspectral Imagery
2007
Making better use of accuracy data in land change studies: Estimating accuracy and area and quantifying uncertainty using stratified estimation
2012 Standout
Linear mixture model applied to Amazonian vegetation classification
2003
Sentinel-2: ESA's Optical High-Resolution Mission for GMES Operational Services
2012 Standout
GIS-based land-use suitability analysis: a critical overview
2003 Standout
Global declines in human‐driven mangrove loss
2020 Standout
Satellite-derived land surface temperature: Current status and perspectives
2013 Standout
Monitoring mangrove biomass change in Vietnam using SPOT images and an object-based approach combined with machine learning algorithms
2017 Standout
Quantifying biomass consumption and carbon release from the California Rim fire by integrating airborne LiDAR and Landsat OLI data
2017
Deep Feature Extraction and Classification of Hyperspectral Images Based on Convolutional Neural Networks
2016 Standout
Ontology-Based Classification of Building Types Detected from Airborne Laser Scanning Data
2014
Monitoring and analysis of grassland desertification dynamics using Landsat images in Ningxia, China
2013
Change detection techniques
2004 Standout
Rates and drivers of mangrove deforestation in Southeast Asia, 2000–2012
2015 Standout
Burn severity influence on post-fire vegetation cover resilience from Landsat MESMA fraction images time series in Mediterranean forest ecosystems
2016
Mapping burned areas using dense time-series of Landsat data
2017
Surface water extent dynamics from three decades of seasonally continuous Landsat time series at subcontinental scale in a semi-arid region
2016
Advances in remote sensing technology and implications for measuring and monitoring forest carbon stocks and change
2011
Learning Rotation-Invariant Convolutional Neural Networks for Object Detection in VHR Optical Remote Sensing Images
2016 Standout
Works of John Rogan being referenced
Large carbon release legacy from bark beetle outbreaks across Western United States
2015
Mapping Wildfire Burn Severity in the Arctic Tundra from Downsampled MODIS Data
2013
Mapping Burn Severity of Mediterranean-Type Vegetation Using Satellite Multispectral Data
2007
Mapping Selective Logging in Mixed Deciduous Forest
2008
Global Trends in Seasonality of Normalized Difference Vegetation Index (NDVI), 1982–2011
2013
Visualizing competing claims on resources: Approaches from extractive industries research
2014
Remote sensing technology for mapping and monitoring land-cover and land-use change
2003
Measuring the Physical Composition of Urban Morphology Using Multiple Endmember Spectral Mixture Models
2003
High Mortality for Rare Species Following Hurricane Disturbance in the Southern Yucatán
2011
Mapping land-cover modifications over large areas: A comparison of machine learning algorithms
2008
A comparison of methods for monitoring multitemporal vegetation change using Thematic Mapper imagery
2002
Evaluating MODIS active fire products in subtropical Yucatán forest
2012
An Evaluation of Bagging, Boosting, and Random Forests for Land-Cover Classification in Cape Cod, Massachusetts, USA
2012
Mapping Wildfire Burn Severity in Southern California Forests and Shrublands Using Enhanced Thematic Mapper Imagery
2001
Assessment of spectral, polarimetric, temporal, and spatial dimensions for urban and peri-urban land cover classification using Landsat and SAR data
2011
Characterizing boreal forest wildfire with multi-temporal Landsat and LIDAR data
2009
A comparison of Landsat ETM+ and high-resolution aerial orthophotos to map urban/suburban forest cover in Massachusetts, USA
2012
Identifying Trends in Land Use/Land Cover Changes in the Context of Post-Socialist Transformation in Central Europe: A Case Study of the Greater Olomouc Region, Czech Republic
2009
Land-Cover Change Monitoring with Classification Trees Using Landsat TM and Ancillary Data
2003
Mapping fire-induced vegetation depletion in the Peloncillo Mountains, Arizona and New Mexico
2001
Mapping land-cover change in a Haitian watershed using a combined spectral mixture analysis and classification tree procedure
2009
Remote sensing for mapping and monitoring land-cover and land-use change—an introduction
2004
Socio-environmental Conflict, Political Settlements, and Mining Governance: A Cross-Border Comparison, El Salvador and Honduras
2018
An assessment of the effectiveness of a random forest classifier for land-cover classification
2011 Standout
Extractive industries, livelihoods and natural resource competition: Mapping overlapping claims in Peru and Ghana
2014
Contextual land-cover classification: incorporating spatial dependence in land-cover classification models using random forests and the Getis statistic
2010
Resource extraction and infrastructure threaten forest cover and community rights
2018