Publications

A. Constantin, M. Fauvel, and S. Girard, "Mixture of multivariate Gaussian processes for classification of irregularly sampled satellite image time-series," in Statistics and Computing, 2022, doi: 10.1007/s11222-022-10145-8. (pdf)
A. Constantin, M. Fauvel, and S. Girard, "Joint Supervised Classification and Reconstruction of Irregularly Sampled Satellite Image Times Series," in IEEE Transactions on Geoscience and Remote Sensing, 2021, doi: 10.1109/TGRS.2021.3076667.

A. Constantin, R. Cabral Farias, J.-M. Brossier, and O. Michel, "Paramètres effectifs et modèles non-linéaires," GRETSI 2023 - XXIXème Colloque francophone de traitement du signal et des images, 2023.
A. Constantin, M. Fauvel, S. Girard, and S. Iovleff, "Classification de Signaux Multidimensionnels Irrégulièrement Échantillonnés," GRETSI 2019 - XXVIIème Colloque francophone de traitement du signal et des images, 2019.
A. Constantin, J. J. Ding, and Y. C. Lee, “Accurate road detection from satellite images using modified U-net,” 2018 IEEE Asia Pacific Conference Circuits and Systems (APCCAS), 2018, doi: 10.1109/APCCAS.2018.8605652.

A. Constantin, "Time-Series Analysis of Massive Satellite Images: Application to Earth Observation", Université Grenoble Alpes, PhD Thesis, 2021 (pdf).