Charlotte Pelletier

Centre National de la Recherche Scientifique — France

Environmental Science · Physical Sciences

15h-index2.1kcitations71works5.12yr avg
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Research Topics

Remote Sensing in Agriculture(26), Remote-Sensing Image Classification(22), Time Series Analysis and Forecasting(16), Land Use and Ecosystem Services(8), Remote Sensing and Land Use(8)

Publications71 total

On the Use of Graphs for Satellite Image Time Series: A comprehensive review
IEEE Geoscience and Remote Sensing Magazine·2025Open Access
Mapping intra-annual integrated crop-livestock systems in Mato Grosso using deep learning and MODIS time series
2025· 1 cited
Leveraging Covariance Representations With Riemannian Resnet for Satellite Image Time Series Classification
2025
Preface: Advancing deep learning for remote sensing time series data analysis
Remote Sensing of Environment·2025· 7 cited
MONSTER: Monash Scalable Time Series Evaluation Repository
arXiv (Cornell University)·2025Open Access
A Continental-Scale Approach to Ecosystem Condition Monitoring Using Satellite Imagery and Deep Learning
SSRN Electronic Journal·2025Open Access
Prospective Surfaces Continentales
SPIRE - Sciences Po Institutional REpository·2024
Prévision des ressources en eau à partir de séries temporelles d’images satellitaires à l’aide d’un réseau de neurones pour graphes
SPIRE - Sciences Po Institutional REpository·2024Open Access
Cross-sensor super-resolution of irregularly sampled Sentinel-2 time series
2024· 5 citedOpen Access
Forecasting water resources from satellite image time series using a graph-based learning strategy
˜The œinternational archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciences·2024· 3 citedOpen Access
Adaptation de Domaines pour des Séries Temporelles par Transport Optimal et Alignement Temporel
SPIRE - Sciences Po Institutional REpository·2024Open Access
Deep Learning for Satellite Image Time-Series Analysis: A review
IEEE Geoscience and Remote Sensing Magazine·2024· 58 citedOpen Access
BreizhSR: multi-temporal cross-sensor super-resolution of satellite imagery
arXiv (Cornell University)·2024· 2 citedOpen Access
Techniques de classification basées sur les pixels pour les séries chronologiques d’images satellitaires
2024
Surface continentales
SPIRE - Sciences Po Institutional REpository·2024Open Access
Unsupervised Domain Adaptation for Instance Segmentation: Extracting Dwellings in Temporary Settlements Across Various Geographical Settings
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing·2023· 2 citedOpen Access
Match-And-Deform: Time Series Domain Adaptation through Optimal Transport and Temporal Alignment
arXiv (Cornell University)·2023Open Access
Graph Dynamic Earth Net: Spatio-Temporal Graph Benchmark for Satellite Image Time Series
2023· 3 cited
Detecting Land Cover Changes between Satellite Image Time Series by Exploiting Self-Supervised Representation Learning Capabilities
2023· 2 cited
Analyse de techniques d'apprentissage sur graphes pour la segmentation sémantique de séries temporelles d'images satellitaires
SPIRE - Sciences Po Institutional REpository·2023Open Access
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Frequent Co-authors

François Petitjean(12), Geoffrey I. Webb(11), Silvia Valero(8), Sébastien Lefèvre(8), Jordi Inglada(6), Nicolas Champion(5), Gérard Dedieu(5), Joachim Nyborg(4), Corentin Dufourg(4), Simon Gascoin(3), Stefan Lang(3), Ira Assent(3), Ahmed Shifaz(3), Benjamín Lucas(3), Stéphane May(3), Agnès Bégué(3), Safa Bousbih(2), Mehrez Zribi(2), Zohra Lili‐Chabaane(2), Nicolas Baghdadi(2)