Energy-based Models in Earth observation: from generation to semi-supervised learning
Published in IEEE Transactions on Geoscience and Remote Sensing, 2021
Publications
Classification and Generation of Earth Observation Images using a Joint Energy-based Model
Published in International Geoscience and Remote Sensing Symposium (IGARSS), 2021
Energy-based Models for Earth Observation Applications
Published in ICLR 2021, Energy-based Models and Applications Workshop, 2021
Semi-Supervised Semantic Segmentation in Earth Observation: The MiniFrance Suite, Dataset Analysis and Multi-task Network Study
Published in Machine Learning, special issue on Machine Learning Applied to Earth Observation Data, 2021
On Auxiliary Losses for Semi-Supervised Semantic Segmentation
Published in ECML-PKDD2020, Machine Learning for Earth Observation Workshop (MACLEAN) , 2020
Réseaux des neurones semi-supervisés pour la segmentation sémantique en télédétection
Published in 2019 GRETSI, 2019
What Data are needed for Semantic Segmentation in Earth Observation?
Published in 2019 Joint Urban and Remote Sensing Event, 2019
Talks
Semi-Supervised Semantic Segmentation in Earth Observation.
ESA EO Φ-Week, September 2020. [Video]
Semi-Supervised Semantic Segmentation in Earth Observation.
AI4Geo web-seminar. Deep learning for Remote Sensing Image Understanding, July 2020. [Slides]
Deep Semi-supervised Learning for Earth Observation.
Journée Jeunes Chercheurs MACLEAN du GDR MADICS [website], December 2019. [Slides]