Mapping Crop Types of Germany by Combining Temporal Statistical Metrics of Sentinel-1 and Sentinel-2 Time Series with LPIS Data

Spatial Transferability of Random Forest Models for Crop Type Classification Using Sentinel-1 and Sentinel-2

(2022) Aiym Orynbaikyzy et al.   Remote Sensing

Improving the Accuracy of Multiple Algorithms for Crop Classification by Integrating Sentinel-1 Observations with Sentinel-2 Data

(2021) Amal Chakhar et al.   Remote Sensing

Crop Type and Land Cover Mapping in Northern Malawi Using the Integration of Sentinel-1, Sentinel-2, and PlanetScope Satellite Data

(2021) Daniel Kpienbaareh et al.   Remote Sensing

National Crop Mapping Using Sentinel-1 Time Series: A Knowledge-Based Descriptive Algorithm

(2021) Carole Planque et al.   Remote Sensing

Improving Co-Registration for Sentinel-1 SAR and Sentinel-2 Optical Images

(2021) Yuanxin Ye et al.   Remote Sensing

Mapping crop types in complex farming areas using SAR imagery with dynamic time warping

(2021) Getachew Workineh Gella et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Sentinel-1 Time Series for Crop Identification in the Framework of the Future CAP Monitoring

(2021) Emilie Beriaux et al.   Remote Sensing

Domain-Adversarial Training of Self-Attention-Based Networks for Land Cover Classification Using Multi-Temporal Sentinel-2 Satellite Imagery

(2021) Mauro Martini et al.   Remote Sensing

Sentinel-1 and 2 Time-Series for Vegetation Mapping Using Random Forest Classification: A Case Study of Northern Croatia

(2021) Dino Dobrinić et al.   Remote Sensing

Mapping Crop Types and Cropping Systems in Nigeria with Sentinel-2 Imagery

(2021) Esther Shupel Ibrahim et al.   Remote Sensing

Sentinel 2 Time Series Analysis with 3D Feature Pyramid Network and Time Domain Class Activation Intervals for Crop Mapping

(2021) Ignazio Gallo et al.   ISPRS International Journal of Geo-Information

From parcel to continental scale – A first European crop type map based on Sentinel-1 and LUCAS Copernicus in-situ observations

(2021) Raphaël d’Andrimont et al.   REMOTE SENSING OF ENVIRONMENT

Crop mapping from image time series: Deep learning with multi-scale label hierarchies

(2021) Mehmet Ozgur Turkoglu et al.   REMOTE SENSING OF ENVIRONMENT

Mapping of crop types and crop sequences with combined time series of Sentinel-1, Sentinel-2 and Landsat 8 data for Germany

(2021) Lukas Blickensdörfer et al.   REMOTE SENSING OF ENVIRONMENT

Comparison of Long Short-Term Memory Networks and Random Forest for Sentinel-1 Time Series Based Large Scale Crop Classification

(2021) Felix Reuß 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

Multimodal image registration using histogram of oriented gradient distance and data-driven grey wolf optimizer

(2020) Xiaohu Yan et al.   NEUROCOMPUTING

PACO: Python-Based Atmospheric COrrection

(2020) Raquel de los de los Reyes et al.   SENSORS

Integration of Time Series Sentinel-1 and Sentinel-2 Imagery for Crop Type Mapping over Oasis Agricultural Areas

(2020) Luyi Sun et al.   Remote Sensing

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

(2020) María Arias et al.   Remote Sensing

Fusion of Sentinel-1 with Official Topographic and Cadastral Geodata for Crop-Type Enriched LULC Mapping Using FOSS and Open Data

(2020) Christoph Hütt et al.   ISPRS International Journal of Geo-Information

How changes in climate and agricultural practices influenced wheat production in Western Europe

(2020) Jacques Le Gouis et al.   JOURNAL OF CEREAL SCIENCE

Introducing APiC for regionalised land cover mapping on the national scale using Sentinel-2A imagery

(2020) Sebastian Preidl et al.   REMOTE SENSING OF ENVIRONMENT

Improved Crop Classification with Rotation Knowledge using Sentinel-1 and -2 Time Series

(2020) Sébastien Giordano et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Outlining where humans live, the World Settlement Footprint 2015

(2020) Mattia Marconcini et al.   Scientific Data

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

Agricultural crop discrimination in a heterogeneous low-mountain range region based on multi-temporal and multi-sensor satellite data

(2020) Isaac Kyere et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Phenology-based sample generation for supervised crop type classification

(2020) Mariana Belgiu et al.   International Journal of Applied Earth Observation and Geoinformation

Crop type classification using a combination of optical and radar remote sensing data: a review

(2019) Aiym Orynbaikyzy et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Scalable pixel-based crop classification combining Sentinel-2 and Landsat-8 data time series: Case study of the Duero river basin

(2019) Laura Piedelobo et al.   AGRICULTURAL SYSTEMS

A Novel Spatio-Temporal FCN-LSTM Network for Recognizing Various Crop Types Using Multi-Temporal Radar Images

(2019) Nima Teimouri et al.   Remote Sensing

Climate change has likely already affected global food production

(2019) Deepak K. Ray et al.   PLoS One

Multi-Temporal Dual- and Quad-Polarimetric Synthetic Aperture Radar Data for Crop-Type Mapping

(2019) Rubén Valcarce-Diñeiro et al.   Remote Sensing

Winter Wheat Yield Assessment from Landsat 8 and Sentinel-2 Data: Incorporating Surface Reflectance, Through Phenological Fitting, into Regression Yield Models

(2019) Sergii Skakun et al.   Remote Sensing

Polarimetric SAR Time-Series for Identification of Winter Land Use

(2019) Julien Denize et al.   SENSORS

Improvement in Land Cover and Crop Classification based on Temporal Features Learning from Sentinel-2 Data Using Recurrent-Convolutional Neural Network (R-CNN)

(2019) Vittorio Mazzia et al.   Applied Sciences-Basel

Unprecedented risk of spring frost damage in Switzerland and Germany in 2017

(2018) Yann Vitasse et al.   CLIMATIC CHANGE

Crop-type mapping from a sequence of Sentinel 1 images

(2018) Benson Kipkemboi Kenduiywo et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Sentinel-2 cropland mapping using pixel-based and object-based time-weighted dynamic time warping analysis

(2018) Mariana Belgiu et al.   REMOTE SENSING OF ENVIRONMENT

Crop inventory at regional scale in Ukraine: developing in season and end of season crop maps with multi-temporal optical and SAR satellite imagery

(2018) Nataliia Kussul et al.   European Journal of Remote Sensing

Scalable Parcel-Based Crop Identification Scheme Using Sentinel-2 Data Time-Series for the Monitoring of the Common Agricultural Policy

(2018) Vasileios Sitokonstantinou et al.   Remote Sensing

A Progressive Crop-Type Classification Using Multitemporal Remote Sensing Data and Phenological Information

(2018) Katharina Heupel et al.   PFG-Journal of Photogrammetry Remote Sensing and Geoinformation Science

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

How much does multi-temporal Sentinel-2 data improve crop type classification?

(2018) Francesco Vuolo et al.   International Journal of Applied Earth Observation and Geoinformation

Intra-annual reflectance composites from Sentinel-2 and Landsat for national-scale crop and land cover mapping

(2018) Patrick Griffiths et al.   REMOTE SENSING OF ENVIRONMENT

Synergistic Use of Radar Sentinel-1 and Optical Sentinel-2 Imagery for Crop Mapping: A Case Study for Belgium

(2018) Kristof Van Tricht et al.   Remote Sensing

Near real-time agriculture monitoring at national scale at parcel resolution: Performance assessment of the Sen2-Agri automated system in various cropping systems around the world

(2018) Pierre Defourny et al.   REMOTE SENSING OF ENVIRONMENT

Deep Learning Classification of Land Cover and Crop Types Using Remote Sensing Data

(2017) Nataliia Kussul et al.   IEEE Geoscience and Remote Sensing Letters

Accurate crop-type classification using multi-temporal optical and multi-polarization SAR data in an object-based image analysis framework

(2017) Bahram Salehi et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A new method for crop classification combining time series of radar images and crop phenology information

(2017) Damian Bargiel   REMOTE SENSING OF ENVIRONMENT

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

(2017) Jordi Inglada et al.   Remote Sensing

Parcel-Based Crop Classification in Ukraine Using Landsat-8 Data and Sentinel-1A Data

(2016) Nataliia Kussul et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

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

(2016) Markus Immitzer et al.   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

Mapping rice paddy extent and intensification in the Vietnamese Mekong River Delta with dense time stacks of Landsat data

(2015) Caitlin Kontgis et al.   REMOTE SENSING OF ENVIRONMENT

Estimating area and map accuracy for stratified random sampling when the strata are different from the map classes

(2014) Stephen V. Stehman   INTERNATIONAL JOURNAL OF REMOTE SENSING

Good practices for estimating area and assessing accuracy of land change

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

Impact of feature selection on the accuracy and spatial uncertainty of per-field crop classification using Support Vector Machines

(2013) F. Löw et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Crop type mapping using spectral–temporal profiles and phenological information

(2012) Saskia Foerster et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A Ricardian analysis of the impact of climate change on agriculture in Germany

(2009) C. Lippert et al.   CLIMATIC CHANGE

A systematic analysis of performance measures for classification tasks

(2009) Marina Sokolova et al.   INFORMATION PROCESSING & MANAGEMENT

On the Suitability of MODIS Time Series Metrics to Map Vegetation Types in Dry Savanna Ecosystems: A Case Study in the Kalahari of NE Namibia

(2009) Christian Hüttich et al.   Remote Sensing