Primal sketch of image series with edge preserving filtering application to change detection. - Stéphane May; Charlotte Pelletier (MultiTemp, 2015)

An assessment of image features and random forest for land cover mapping over large areas using high resolution Satellite Image Time Series. - Charlotte Pelletier; Silvia Valero; Jordi Inglada; Gérard Dedieu; Nicolas Champion (IGARSS, 2016)

Patch-based reconstruction of high resolution satellite image time series with missing values using spatial, spectral and temporal similarities. - Silvia Valero; Charlotte Pelletier; Marina Bertolino (IGARSS, 2016)

New iterative learning strategy to improve classification systems by using outlier detection techniques. - Charlotte Pelletier; Silvia Valero; Jordi Inglada; Gérard Dedieu; Nicolas Champion (IGARSS, 2017)

Filtering mislabeled data for improving time series classification. - Charlotte Pelletier; Silvia Valero; Jordi Inglada; Gérard Dedieu; Nicolas Champion (MultiTemp, 2017)

Detection of Irrigated Crops from Sentinel-1 and Sentinel-2 Data to Estimate Seasonal Groundwater Use in South India. - Sylvain Ferrant; Adrien Selles; Michel Le Page; Pierre-Alexis Herrault; Charlotte Pelletier; Ahmad Al Bitar; Stephane Mermoz; Simon Gascoin; Alexandre Bouvet; Mehdi Saqalli; Benoit Dewandel; Yvan Caballero; et al. (Remote. Sens., 2017)

Effect of Training Class Label Noise on Classification Performances for Land Cover Mapping with Satellite Image Time Series. - Charlotte Pelletier; Silvia Valero; Jordi Inglada; Nicolas Champion; Claire Marais-Sicre; Gérard Dedieu (Remote. Sens., 2017)

Deep Learning for the Classification of Sentinel-2 Image Time Series. - Charlotte Pelletier; Geoffrey I. Webb; François Petitjean (IGARSS, 2019)

Exploring Data Quantity Requirements for Domain Adaptation in the Classification of Satellite Image Time Series. - Benjamin Lucas; Charlotte Pelletier; Jordi Inglada; Daniel F. Schmidt; Geoffrey I. Webb; François Petitjean (MultiTemp, 2019)

Using Sentinel-2 Image Time Series to map the State of Victoria, Australia. - Charlotte Pelletier; Zehui Ji; Olivier Hagolle; Elizabeth Morse-McNabb; Kathryn Sheffield; Geoffrey I. Webb; François Petitjean (MultiTemp, 2019)

Proximity Forest: an effective and scalable distance-based classifier for time series. - Benjamin Lucas; Ahmed Shifaz; Charlotte Pelletier; Lachlan O'Neill; Nayyar Abbas Zaidi; Bart Goethals; François Petitjean; Geoffrey I. Webb (Data Min. Knowl. Discov., 2019)

What can 100, 000 books tell us about the international public library e-lending landscape? - Rebecca Giblin; Jenny Kennedy; Charlotte Pelletier; Julian Thomas; Kimberlee Weatherall; François Petitjean (Inf. Res., 2019)

Soil Texture Estimation Using Radar and Optical Data from Sentinel-1 and Sentinel-2. - Safa Bousbih; Mehrez Zribi; Charlotte Pelletier; Azza Gorrab; Zohra Lili-Chabaane; Nicolas N. Baghdadi; Nadhira Ben Aissa; Bernard Mougenot (Remote. Sens., 2019)

Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series. - Charlotte Pelletier; Geoffrey I. Webb; François Petitjean (Remote. Sens., 2019)

No Cloud on the Horizon: Probabilistic Gap Filling in Satellite Image Series. - Raphael Fischer 001; Nico Piatkowski; Charlotte Pelletier; Geoffrey I. Webb; François Petitjean; Katharina Morik (DSAA, 2020)

Unsupervised Domain Adaptation Techniques for Classification of Satellite Image Time Series. - Benjamin Lucas; Charlotte Pelletier; Daniel F. Schmidt; Geoffrey I. Webb; François Petitjean (IGARSS, 2020)

A Bayesian-inspired, deep learning, semi-supervised domain adaptation technique for land cover mapping. - Benjamin Lucas; Charlotte Pelletier; Daniel F. Schmidt; Geoffrey I. Webb; François Petitjean (CoRR, 2020)

InceptionTime: Finding AlexNet for time series classification. - Hassan Ismail Fawaz; Benjamin Lucas; Germain Forestier; Charlotte Pelletier; Daniel F. Schmidt; Jonathan Weber; Geoffrey I. Webb; Lhassane Idoumghar; Pierre-Alain Muller; François Petitjean (Data Min. Knowl. Discov., 2020)

TS-CHIEF: a scalable and accurate forest algorithm for time series classification. - Ahmed Shifaz; Charlotte Pelletier; François Petitjean; Geoffrey I. Webb (Data Min. Knowl. Discov., 2020)

Elastic Similarity Measures for Multivariate Time Series Classification. - Ahmed Shifaz; Charlotte Pelletier; François Petitjean; Geoffrey I. Webb (CoRR, 2021)

TimeMatch: Unsupervised Cross-Region Adaptation by Temporal Shift Estimation. - Joachim Nyborg; Charlotte Pelletier; Sébastien Lefèvre; Ira Assent (CoRR, 2021)

Domain Adaptation for Semantic Segmentation of Historical Panchromatic Orthomosaics in Central Africa. - Nicholus Mboga; Stefano D'Aronco; Taïs Grippa; Charlotte Pelletier; Stefanos Georganos; Sabine Vanhuysse; Eléonore Wolff; Benoît Smets; Olivier Dewitte; Moritz Lennert; Jan Dirk Wegner (ISPRS Int. J. Geo Inf., 2021)

Crop Type Mapping from Optical and Radar Time Series Using Attention-Based Deep Learning. - Stella Ofori-Ampofo; Charlotte Pelletier; Stefan Lang 001 (Remote. Sens., 2021)

Generalized Classification of Satellite Image Time Series with Thermal Positional Encoding. - Joachim Nyborg; Charlotte Pelletier; Ira Assent (CVPR Workshops, 2022)

Detecting Land Cover Changes between Satellite Image Time Series by Exploiting Self-Supervised Representation Learning Capabilities. - Adebowale Daniel Adebayo; Charlotte Pelletier; Stefan Lang 001; Silvia Valero (IGARSS, 2023)

Graph Dynamic Earth Net: Spatio-Temporal Graph Benchmark for Satellite Image Time Series. - Corentin Dufourg; Charlotte Pelletier; Stéphane May; Sébastien Lefèvre (IGARSS, 2023)

Match-And-Deform: Time Series Domain Adaptation Through Optimal Transport and Temporal Alignment. - François Painblanc; Laetitia Chapel; Nicolas Courty; Chloé Friguet; Charlotte Pelletier; Romain Tavenard (ECML/PKDD (5), 2023)

Elastic similarity and distance measures for multivariate time series. - Ahmed Shifaz; Charlotte Pelletier; François Petitjean; Geoffrey I. Webb (Knowl. Inf. Syst., 2023)

A Bayesian-inspired, deep learning-based, semi-supervised domain adaptation technique for land cover mapping. - Benjamin Lucas; Charlotte Pelletier; Daniel F. Schmidt; Geoffrey I. Webb; François Petitjean (Mach. Learn., 2023)

Cross-sensor super-resolution of irregularly sampled Sentinel-2 time series. - Aimi Okabayashi; Nicolas Audebert; Simon Donike; Charlotte Pelletier (CVPR Workshops, 2024)

Deep Learning for Satellite Image Time Series Analysis: A Review. - Lynn Miller; Charlotte Pelletier; Geoffrey I. Webb (CoRR, 2024)

Unsupervised Domain Adaptation for Instance Segmentation: Extracting Dwellings in Temporary Settlements Across Various Geographical Settings. - Getachew Workineh Gella; Charlotte Pelletier; Sébastien Lefèvre; Lorenz Wendt; Dirk Tiede; Stefan Lang 001 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

MONSTER: Monash Scalable Time Series Evaluation Repository. - Angus Dempster; Navid Mohammadi Foumani; Chang Wei Tan; Lynn Miller; Amish Mishra; Mahsa Salehi; Charlotte Pelletier; Daniel F. Schmidt; Geoffrey I. Webb (CoRR, 2025)

On the use of Graphs for Satellite Image Time Series. - Corentin Dufourg; Charlotte Pelletier; Stéphane May; Sébastien Lefèvre (CoRR, 2025)