Effect of the Synergetic Use of Sentinel-1, Sentinel-2, LiDAR and Derived Data in Land Cover Classification of a Semiarid Mediterranean Area Using Machine Learning Algorithms

Mapping fallow fields using Sentinel-1 and Sentinel-2 archives over farming-pastoral ecotone of Northern China with Google Earth Engine

(2022) Deji Wuyun et al.   GIScience & Remote Sensing

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

Improving Heterogeneous Forest Height Maps by Integrating GEDI-Based Forest Height Information in a Multi-Sensor Mapping Process

(2022) David Morin et al.   Remote Sensing

An Object-Based Approach to Map Young Forest and Shrubland Vegetation Based on Multi-Source Remote Sensing Data

(2022) Chadwick D. Rittenhouse et al.   Remote Sensing

Improved Object-Based Estimation of Forest Aboveground Biomass by Integrating LiDAR Data from GEDI and ICESat-2 with Multi-Sensor Images in a Heterogeneous Mountainous Region

(2022) Lin Chen et al.   Remote Sensing

Aboveground biomass mapping by integrating ICESat-2, SENTINEL-1, SENTINEL-2, ALOS2/PALSAR2, and topographic information in Mediterranean forests

(2022) Juan Guerra-Hernández et al.   GIScience & Remote Sensing

Multi-sensor spectral synergies for crop stress detection and monitoring in the optical domain: A review

(2022) Katja Berger et al.   REMOTE SENSING OF ENVIRONMENT

Canopy Height Mapping by Sentinel 1 and 2 Satellite Images, Airborne LiDAR Data, and Machine Learning

(2022) Catherine Torres de Almeida et al.   Remote Sensing

Forest Height Mapping Using Feature Selection and Machine Learning by Integrating Multi-Source Satellite Data in Baoding City, North China

(2022) Nan Zhang et al.   Remote Sensing

Application of Multi-Source Data for Mapping Plantation Based on Random Forest Algorithm in North China

(2022) Fan Wu et al.   Remote Sensing

Characterizing Forest Cover and Landscape Pattern Using Multi-Source Remote Sensing Data with Ensemble Learning

(2022) Yu Wang et al.   Remote Sensing

Habitat Prediction of Northwest Pacific Saury Based on Multi-Source Heterogeneous Remote Sensing Data Fusion

(2022) Yanling Han et al.   Remote Sensing

Multisensor Assessment of Leaf Area Index across Ecoregions of Ardabil Province, Northwestern Iran

(2022) Lida Andalibi et al.   Remote Sensing

Testing the Contribution of Multi-Source Remote Sensing Features for Random Forest Classification of the Greater Amanzule Tropical Peatland

(2021) Alex O. Amoakoh et al.   SENSORS

Effect of Different Atmospheric Correction Algorithms on Sentinel-2 Imagery Classification Accuracy in a Semiarid Mediterranean Area

(2021) Carmen Valdivieso-Ros et al.   Remote Sensing

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

Crop Classification Based on Temporal Signatures of Sentinel-1 Observations over Navarre Province, Spain

(2020) María Arias et al.   Remote Sensing

A guide for evaluating and reporting map data quality: Affirming Shao et al. “Overselling overall map accuracy misinforms about research reliability”

(2020) S. V. Stehman et al.   LANDSCAPE ECOLOGY

Enhanced mapping of a smallholder crop farming landscape through image fusion and model stacking

(2020) Wonga Masiza et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Pinna nobilis in the Mar Menor coastal lagoon: a story of colonization and uncertainty

(2020) F Giménez-Casalduero et al.   MARINE ECOLOGY PROGRESS SERIES

Dual polarimetric radar vegetation index for crop growth monitoring using sentinel-1 SAR data

(2020) Dipankar Mandal et al.   REMOTE SENSING OF ENVIRONMENT

Crop Type Classification Using Fusion of Sentinel-1 and Sentinel-2 Data: Assessing the Impact of Feature Selection, Optical Data Availability, and Parcel Sizes on the Accuracies

(2020) Aiym Orynbaikyzy et al.   Remote Sensing

Multisource Hyperspectral and LiDAR Data Fusion for Urban Land-Use Mapping based on a Modified Two-Branch Convolutional Neural Network

(2019) Quanlong Feng et al.   ISPRS International Journal of Geo-Information

Integration of Sentinel-1 and Sentinel-2 for Classification and LULC Mapping in the Urban Area of Belém, Eastern Brazilian Amazon

(2019) Paulo Tavares et al.   SENSORS

Adaptation of the dark spectrum fitting atmospheric correction for aquatic applications of the Landsat and Sentinel-2 archives

(2019) Quinten Vanhellemont   REMOTE SENSING OF ENVIRONMENT

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

(2019) Przemysław Kupidura   Remote Sensing

Learning Compact and Discriminative Stacked Autoencoder for Hyperspectral Image Classification

(2019) Peicheng Zhou et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Key issues in rigorous accuracy assessment of land cover products

(2019) Stephen V. Stehman et al.   REMOTE SENSING OF ENVIRONMENT

A Copernicus Sentinel-1 and Sentinel-2 Classification Framework for the 2020+ European Common Agricultural Policy: A Case Study in València (Spain)

(2019) Campos-Taberner et al.   Agronomy-Basel

From woody cover to woody canopies: How Sentinel-1 and Sentinel-2 data advance the mapping of woody plants in savannas

(2019) Wenmin Zhang et al.   REMOTE SENSING OF ENVIRONMENT

Isolation Forests to Evaluate Class Separability and the Representativeness of Training and Validation Areas in Land Cover Classification

(2019) Francisco Alonso-Sarria et al.   Remote Sensing

Land Cover Classification of Nine Perennial Crops Using Sentinel-1 and -2 Data

(2019) James Brinkhoff et al.   Remote Sensing

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

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

Sen4Rice: A Processing Chain for Differentiating Early and Late Transplanted Rice Using Time-Series Sentinel-1 SAR Data With Google Earth Engine

(2018) Dipankar Mandal et al.   IEEE Geoscience and Remote Sensing Letters

Atmospheric correction of metre-scale optical satellite data for inland and coastal water applications

(2018) Quinten Vanhellemont et al.   REMOTE SENSING OF ENVIRONMENT

Significance of dual polarimetric synthetic aperture radar in biomass retrieval: An attempt on Sentinel-1

(2018) Shoba Periasamy   REMOTE SENSING OF ENVIRONMENT

Sensitivity of Sentinel-1 Backscatter to Vegetation Dynamics: An Austrian Case Study

(2018) Mariette Vreugdenhil et al.   Remote Sensing

Urban surface water body detection with suppressed built-up noise based on water indices from Sentinel-2 MSI imagery

(2018) Xiucheng Yang et al.   REMOTE SENSING OF ENVIRONMENT

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

(2018) Julien Denize et al.   Remote Sensing

Satellite data indicates multidimensional variation of agricultural production in land consolidation area

(2018) Changqiao Hong et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A multi-sensor and multi-temporal remote sensing approach to detect land cover change dynamics in heterogeneous urban landscapes

(2018) Nadja Kabisch et al.   ECOLOGICAL INDICATORS

Practical guidelines for choosing GLCM textures to use in landscape classification tasks over a range of moderate spatial scales

(2017) Mryka Hall-Beyer   INTERNATIONAL JOURNAL OF REMOTE SENSING

Global WaterPack – A 250 m resolution dataset revealing the daily dynamics of global inland water bodies

(2017) Igor Klein et al.   REMOTE SENSING OF ENVIRONMENT

Understanding the temporal behavior of crops using Sentinel-1 and Sentinel-2-like data for agricultural applications

(2017) Amanda Veloso 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

Estimation of winter wheat crop growth parameters using time series Sentinel-1A SAR data

(2017) P. Kumar et al.   Geocarto International

Optimal Decision Fusion for Urban Land-Use/Land-Cover Classification Based on Adaptive Differential Evolution Using Hyperspectral and LiDAR Data

(2017) Yanfei Zhong et al.   Remote Sensing

Improving Classification Accuracy of Multi-Temporal Landsat Images by Assessing the Use of Different Algorithms, Textural and Ancillary Information for a Mediterranean Semiarid Area from 2000 to 2015

(2017) Francisco Gomariz-Castillo et al.   Remote Sensing

Co-Orbital Sentinel 1 and 2 for LULC Mapping with Emphasis on Wetlands in a Mediterranean Setting Based on Machine Learning

(2017) Andromachi Chatziantoniou et al.   Remote Sensing

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

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

Improved Early Crop Type Identification By Joint Use of High Temporal Resolution SAR And Optical Image Time Series

(2016) Jordi Inglada et al.   Remote Sensing

Neural Networks inRUsing the Stuttgart Neural Network Simulator:RSNNS

(2015) Christoph Bergmeir et al.   Journal of Statistical Software

NbClust: AnRPackage for Determining the Relevant Number of Clusters in a Data Set

(2015) Malika Charrad et al.   Journal of Statistical Software

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

LiDAR-Landsat data fusion for large-area assessment of urban land cover: Balancing spatial resolution, data volume and mapping accuracy

(2012) Kunwar K. Singh et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Sentinel-2: ESA's Optical High-Resolution Mission for GMES Operational Services

(2012) M. Drusch et al.   REMOTE SENSING OF ENVIRONMENT

Achieving accuracy requirements for forest biomass mapping: A spaceborne data fusion method for estimating forest biomass and LiDAR sampling error

(2012) P.M. Montesano et al.   REMOTE SENSING OF ENVIRONMENT

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

Object-based crop identification using multiple vegetation indices, textural features and crop phenology

(2011) José M. Peña-Barragán et al.   REMOTE SENSING OF ENVIRONMENT

Support vector machines in remote sensing: A review

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