Mathieu Fauvel (CESBIO)
Abstract: In this presentation, I will provide a brief overview of the machine learning research conducted at the CESBIO laboratory, with a particular focus on the activities of the MAPS team on the analysis of multi-modal satellite image time series. Then, I will review several recent results obtained by the team in the field of spatial super-resolution, temporal interpolation, large scale classification and variables estimation. From a formal perspective, this review will cover CNN, Transformer, variational Gaussian process and variational auto-encoder applied on multi-modal satellite image time series to extract spatialized information. I will conclude with ongoing research and projects involving ML. CESBIO will be soon an UMR INRAe, this talk is a good opportunity to strengthen links between MIAT and CESBIO !