Land Use and Land Cover Mapping Using Sentinel-2, Landsat-8 Satellite Images, and Google Earth Engine: A Comparison of Two Composition Methods

Integrated use of Sentinel-1 and Sentinel-2 data and open-source machine learning algorithms for land cover mapping in a Mediterranean region

(2022) Giandomenico De Luca et al.   European Journal of Remote Sensing

Data Gap Filling Using Cloud-Based Distributed Markov Chain Cellular Automata Framework for Land Use and Land Cover Change Analysis: Inner Mongolia as a Case Study

(2022) Hai Lan et al.   Remote Sensing

Effectiveness of Semi-Supervised Learning and Multi-Source Data in Detailed Urban Landuse Mapping with a Few Labeled Samples

(2022) Bo Sun et al.   Remote Sensing

Accurate Monitoring of Submerged Aquatic Vegetation in a Macrophytic Lake Using Time-Series Sentinel-2 Images

(2022) Shuang Liang et al.   Remote Sensing

A Scalable Computing Resources System for Remote Sensing Big Data Processing Using GeoPySpark Based on Spark on K8s

(2022) Jifu Guo et al.   Remote Sensing

Parallel Processing Strategies for Geospatial Data in a Cloud Computing Infrastructure

(2022) Pieter Kempeneers et al.   Remote Sensing

A novel regression method for harmonic analysis of time series

(2022) Qiang Zhou et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Time series analysis for global land cover change monitoring: A comparison across sensors

(2022) Lili Xu et al.   REMOTE SENSING OF ENVIRONMENT

Mapping, validating, and interpreting spatio-temporal trends in post-disturbance forest recovery

(2022) Joanne C. White et al.   REMOTE SENSING OF ENVIRONMENT

Regional soil organic matter mapping models based on the optimal time window, feature selection algorithm and Google Earth Engine

(2022) Chong Luo et al.   SOIL & TILLAGE RESEARCH

Modeling Forest Canopy Cover: A Synergistic Use of Sentinel-2, Aerial Photogrammetry Data, and Machine Learning

(2022) Vahid Nasiri et al.   Remote Sensing

Machine Learning Classification of Mediterranean Forest Habitats in Google Earth Engine Based on Seasonal Sentinel-2 Time-Series and Input Image Composition Optimisation

(2021) Salvatore Praticò et al.   Remote Sensing

Identifying Spatiotemporal Patterns in Land Use and Cover Samples from Satellite Image Time Series

(2021) Lorena Alves Santos et al.   Remote Sensing

Performance Evaluation of Sentinel-2 and Landsat 8 OLI Data for Land Cover/Use Classification Using a Comparison between Machine Learning Algorithms

(2021) Laleh Ghayour et al.   Remote Sensing

Combining simulated hyperspectral EnMAP and Landsat time series for forest aboveground biomass mapping

(2021) Sam Cooper et al.   International Journal of Applied Earth Observation and Geoinformation

Land use mapping using Sentinel-1 and Sentinel-2 time series in a heterogeneous landscape in Niger, Sahel

(2021) Dario Schulz et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

NDBI Based Prediction of Land Use Land Cover Change

(2021) Keerti Kulkarni et al.   Journal of the Indian Society of Remote Sensing

Continental-Scale Land Cover Mapping at 10 m Resolution Over Europe (ELC10)

(2021) Zander S. Venter et al.   Remote Sensing

Analysis of Land Use and Land Cover Change Using Time-Series Data and Random Forest in North Korea

(2021) Yong Piao et al.   Remote Sensing

An integration method to improve the quality of global land cover

(2021) Xinyu Qian et al.   ADVANCES IN SPACE RESEARCH

Mapping mangrove species using combined UAV-LiDAR and Sentinel-2 data: Feature selection and point density effects

(2021) Dezhi Wang et al.   ADVANCES IN SPACE RESEARCH

The effectiveness of urban trees in reducing airborne particulate matter by dry deposition in Tehran, Iran

(2021) Seyed Mahdi Heshmatol Vaezin et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

SITS-Former: A pre-trained spatio-spectral-temporal representation model for Sentinel-2 time series classification

(2021) Yuan Yuan et al.   International Journal of Applied Earth Observation and Geoinformation

Classifying land-use patterns by integrating time-series electricity data and high-spatial resolution remote sensing imagery

(2021) Yao Yao et al.   International Journal of Applied Earth Observation and Geoinformation

Mapping temperate forest tree species using dense Sentinel-2 time series

(2021) Jan Hemmerling et al.   REMOTE SENSING OF ENVIRONMENT

Spatial and temporal deep learning methods for deriving land-use following deforestation: A pan-tropical case study using Landsat time series

(2021) Robert N. Masolele et al.   REMOTE SENSING OF ENVIRONMENT

Quantifying drought effects in Central European grasslands through regression-based unmixing of intra-annual Sentinel-2 time series

(2021) Katja Kowalski et al.   REMOTE SENSING OF ENVIRONMENT

Deep Transfer Learning for Land Use and Land Cover Classification: A Comparative Study

(2021) Raoof Naushad et al.   SENSORS

An automatic cloud detection model for Sentinel-2 imagery based on Google Earth Engine

(2021) Jianfeng Li et al.   Remote Sensing Letters

A multimodality test outperforms three machine learning classifiers for identifying and mapping paddocks using time series satellite imagery

(2021) Rob O’Hara et al.   Geocarto International

National-Scale Cropland Mapping Based on Phenological Metrics, Environmental Covariates, and Machine Learning on Google Earth Engine

(2021) Abdelaziz Htitiou et al.   Remote Sensing

Monitoring Cropland Phenology on Google Earth Engine Using Gaussian Process Regression

(2021) Matías Salinero-Delgado et al.   Remote Sensing

Crop Type Mapping from Optical and Radar Time Series Using Attention-Based Deep Learning

(2021) Stella Ofori-Ampofo et al.   Remote Sensing

Fast Urban Land Cover Mapping Exploiting Sentinel-1 and Sentinel-2 Data

(2021) Naomi Petrushevsky et al.   Remote Sensing

Climate Change Risk of Urban Growth and Land Use/Land Cover Conversion: An In-Depth Review of the Recent Research in Iran

(2021) Sorour Esfandeh et al.   Sustainability

A Comparative Assessment of Ensemble-Based Machine Learning and Maximum Likelihood Methods for Mapping Seagrass Using Sentinel-2 Imagery in Tauranga Harbor, New Zealand

(2020) Nam Thang Ha et al.   Remote Sensing

Evaluation of Sentinel-1 & 2 time series for predicting wheat and rapeseed phenological stages

(2020) Audrey Mercier et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Long-Term Land Use/Land Cover Change Assessment of the Kilombero Catchment in Tanzania Using Random Forest Classification and Robust Change Vector Analysis

(2020) Frank Thonfeld et al.   Remote Sensing

Land Use/Land Cover Changes Impact on Groundwater Level and Quality in the Northern Part of the United Arab Emirates

(2020) Samy Elmahdy et al.   Remote Sensing

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

(2020) Thanh Noi Phan et al.   Remote Sensing

Deep Learning for Land Cover Classification Using Only a Few Bands

(2020) Chiman Kwan et al.   Remote Sensing

Land Use/Land Cover Changes and Their Driving Factors in the Northeastern Tibetan Plateau Based on Geographical Detectors and Google Earth Engine: A Case Study in Gannan Prefecture

(2020) Chenli Liu et al.   Remote Sensing

Object-Oriented LULC Classification in Google Earth Engine Combining SNIC, GLCM, and Machine Learning Algorithms

(2020) Andrea Tassi et al.   Remote Sensing

Deep Learning for Land Cover Change Detection

(2020) Oliver Sefrin et al.   Remote Sensing

Separating Built-Up Areas from Bare Land in Mediterranean Cities Using Sentinel-2A Imagery

(2019) Paria Ettehadi Osgouei et al.   Remote Sensing

Mapping Cropping Practices on a National Scale Using Intra-Annual Landsat Time Series Binning

(2019) Philippe Rufin 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

Assessing global Sentinel-2 coverage dynamics and data availability for operational Earth observation (EO) applications using the EO-Compass

(2019) Martin Sudmanns et al.   International Journal of Digital Earth

Long-Term Satellite Image Time-Series for Land Use/Land Cover Change Detection Using Refined Open Source Data in a Rural Region

(2019) Cláudia M. Viana et al.   Remote Sensing

FORCE—Landsat + Sentinel-2 Analysis Ready Data and Beyond

(2019) David Frantz   Remote Sensing

Spatio-temporal Patterns of Land Use/Land Cover Change in the Heterogeneous Coastal Region of Bangladesh between 1990 and 2017

(2019) Abu Yousuf Md Abdullah 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

Land cover mapping using Sentinel-1 SAR and Landsat 8 imageries of Lagos State for 2017

(2019) Esther Oluwafunmilayo Makinde et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

Auxiliary datasets improve accuracy of object-based land use/land cover classification in heterogeneous savanna landscapes

(2019) P. Hurskainen et al.   REMOTE SENSING OF ENVIRONMENT

Combining Sentinel-1 and Sentinel-2 Satellite Image Time Series for land cover mapping via a multi-source deep learning architecture

(2019) Dino Ienco et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Integrating Google Earth imagery with Landsat data to improve 30-m resolution land cover mapping

(2019) Weijia Li et al.   REMOTE SENSING OF ENVIRONMENT

Mapping cropping intensity in China using time series Landsat and Sentinel-2 images and Google Earth Engine

(2019) Luo Liu et al.   REMOTE SENSING OF ENVIRONMENT

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

(2019) Shuai Xie et al.   Remote Sensing

Dimensionality Reduction and Feature Selection for Object-Based Land Cover Classification based on Sentinel-1 and Sentinel-2 Time Series Using Google Earth Engine

(2019) Oliver Stromann 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

Generalizing machine learning regression models using multi-site spectral libraries for mapping vegetation-impervious-soil fractions across multiple cities

(2018) Akpona Okujeni et al.   REMOTE SENSING OF ENVIRONMENT

Mapping Vegetation and Land Use Types in Fanjingshan National Nature Reserve Using Google Earth Engine

(2018) Yu Tsai 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

Combining Sentinel-1 and Sentinel-2 data for improved land use and land cover mapping of monsoon regions

(2018) Max J. Steinhausen et al.   International Journal of Applied Earth Observation and Geoinformation

Tracking annual cropland changes from 1984 to 2016 using time-series Landsat images with a change-detection and post-classification approach: Experiments from three sites in Africa

(2018) Yidi Xu et al.   REMOTE SENSING OF ENVIRONMENT

Google Earth Engine Applications Since Inception: Usage, Trends, and Potential

(2018) Lalit Kumar 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

Mapping pan-European land cover using Landsat spectral-temporal metrics and the European LUCAS survey

(2018) Dirk Pflugmacher et al.   REMOTE SENSING OF ENVIRONMENT

Landsat-8 vs. Sentinel-2: examining the added value of sentinel-2’s red-edge bands to land-use and land-cover mapping in Burkina Faso

(2017) Gerald Forkuor et al.   GIScience & Remote Sensing

Fusion of Sentinel-1A and Sentinel-2A data for land cover mapping: a case study in the lower Magdalena region, Colombia

(2017) Nicola Clerici et al.   Journal of Maps

Landsat-based classification in the cloud: An opportunity for a paradigm shift in land cover monitoring

(2017) G. Azzari et al.   REMOTE SENSING OF ENVIRONMENT

Google Earth Engine: Planetary-scale geospatial analysis for everyone

(2017) Noel Gorelick et al.   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

The global Landsat archive: Status, consolidation, and direction

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

Assessing the robustness of Random Forests to map land cover with high resolution satellite image time series over large areas

(2016) Charlotte Pelletier et al.   REMOTE SENSING OF ENVIRONMENT

First Experience with Sentinel-2 Data for Crop and Tree Species Classifications in Central Europe

(2016) Markus Immitzer et al.   Remote Sensing

Machine learning in geosciences and remote sensing

(2016) David J. Lary et al.   Geoscience Frontiers

Global rain-fed, irrigated, and paddy croplands: A new high resolution map derived from remote sensing, crop inventories and climate data

(2015) J.Meghan Salmon et al.   International Journal of Applied Earth Observation and Geoinformation

An Evaluation of Different Training Sample Allocation Schemes for Discrete and Continuous Land Cover Classification Using Decision Tree-Based Algorithms

(2015) René Colditz   Remote Sensing

Finer resolution observation and monitoring of global land cover: first mapping results with Landsat TM and ETM+ data

(2012) Peng Gong et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING