In English

Biophysical parameter retrieval from Sentinel-2 images using physics-driven deep learning for PROSAIL inversion

The results presented here are based on published work: Y. Zérah, S. Valero, and J. Inglada. « Physics-constrained deep learning for biophysical parameter retrieval from sentinel-2 images: Inversion of the prosail model« , in Remote Sensing of Environment, doi: 10.1016/j.rse.2024.114309. This work is part of the PhD of Yoël Zérah, supervised by Jordi Inglada and Silvia Valero. […]

27.10.2024

Copernicus should keep S2A operational after S2C launch

The launch of Sentinel-2C (S2C) is scheduled on the 4th of September 2024, next week ! After 3 months of commissioning phase, S2C will replace S2A, to fulfill the Sentinel-2 mission together with S2B. S2B will later be replaced by S2D. The current plans are to keep S2A as a redundant satellite, in case something […]

30.08.2024

The end of VENµS imaging phase

=>  It is with some sadness but also a lot of pride that I remind you that the VENµS operational phase will end at the end of July after 7 years of good work. The current acquisition phase (VM5) will stop on the 12th of July. The remaining weeks will be devoted to a few […]

11.07.2024

Sentinel-2 Enhance button: 5-meters resolution for 10 bands at your fingertips

Enhance button is a very common movies trope, where a character scrolls through some video footage or photos and asks a computer to enhance its resolution to an insane level of details, enabling solving crime mysteries and conspiracies of all sort with clues that were invisible in the original image. While this meme has been […]

25.04.2024

How do we use Remote Sensing data at CESBIO ?

=>  Several data access centres are being renovated at CNES, ESA, and their first versions often lack some of the features we need. Together with colleagues from CESBIO, we have made a presentation of the way we use remote sensing (RS) data: here is a text version of this presentation. Of course, there are as […]

03.04.2024

A sneak peak at the first SWOT hydrology products

SWOT, the Surface Water and Ocean Topography mission was successfully launched more than a year ago (Dec 16, 2022). Hydrologists are eagerly awaiting the release of SWOT products, which will allow them to study for the first time the water levels variations of more than a million lakes and rivers around the globe! A first […]

22.02.2024

Iota2 can also do regression

Iota2 is constantly evolving, as you can check at the gitlab repository. Bugs fix, documentation updates and dependency version upgrade are done regularly. Also, new features are introduced such as the support of Landsat 8 & 9 images, including thermal images, or for what concerns us in this post, the support of regression models. In […]

29.01.2024

End-to-end learning for land cover classification using irregular and unaligned satellite image time series

The results presented here are based on published work : V. Bellet, M. Fauvel, J. Inglada and J. Michel, « End-to-end Learning For Land Cover Classification Using Irregular And Unaligned SITS By Combining Attention-Based Interpolation With Sparse Variational Gaussian Processes, » in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, doi: 10.1109/JSTARS.2023.3343921. This […]

19.01.2024

THEIA : a tricky transition period caused production delays, but the production resumes

=> Update the 8th of January, 2024 : A new change in the interface from the Copernicus Dataspace on January the 2nd, implemented without prior notice, has caused a new interruption of our downloads, and the real time processing at THEIA, at a moment when no one was available to change things on the our […]

21.12.2023

Rechercher