A margin-based approach to threat assessment for autonomous highway navigation. - Alexandre Constantin; Junghee Park; Karl Iagnemma (Intelligent Vehicles Symposium, 2014)

Accurate Road Detection from Satellite Images Using Modified U-net. - Alexandre Constantin; Jian-Jiun Ding; Yih-Cherng Lee (APCCAS, 2018)

Time-Series Analysis of Massive Satellite Images: Application to Earth Observation. (Analyse de séries temporelles massives d'images satellitaires: Applications à la cartographie des écosystèmes). - Alexandre Constantin (2021)

Mixture of multivariate Gaussian processes for classification of irregularly sampled satellite image time-series. - Alexandre Constantin; Mathieu Fauvel; Stéphane Girard (Stat. Comput., 2022)

Joint Supervised Classification and Reconstruction of Irregularly Sampled Satellite Image Times Series. - Alexandre Constantin; Mathieu Fauvel; Stéphane Girard (IEEE Trans. Geosci. Remote. Sens., 2022)

NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data. - Sergei Bogdanov; Alexandre Constantin; Timothée Bernard; Benoît Crabbé; Etienne Bernard (EMNLP, 2024)

Tile and Slide : A New Framework for Scaling NeRF from Local to Global 3D Earth Observation. - Camille Billouard; Dawa Derksen; Alexandre Constantin; Bruno Vallet (CoRR, 2025)