Presentation  &  Research interests

Samy Labsir is a associate professor at IPSA Toulouse (SIA team)  in data science and statistics. A the same time, he carries out research works in statistical signal processing within the laboratory TéSA.  

He obtained its PhD Degree at University of Bordeaux (France),  IMS laboratory,  in the Signal&Image group with collaboration of CEA-CESTA, in December 2020. The title is "Méthodes statistiques fondées sur les groupes de Lie pour le suivi d'un amas de débris spatiaux" and was supervised by Audrey Giremus (Full professor,  HDR, Bordeaux University) and Brice Yver (Engineer, CEA-CESTA).  The associated manuscript is disponible here  and the presentation here.  From October 2020 to November 2022, he was a post-doctoral research assistant at ISAE-SUPAERO (Toulouse, France) in DEOS department, NAVIRRES research group under the supervision of Gael Pages  (Researcher, ISAE-SUPAERO) and Eric Chaumette  (Full professor,  HDR, ISAE-SUPAERO) .  Its research is focused on estimation and machine learning methods for statistical signal processing.  He works on statistical (non)-bayesian methods which use the non-Euclidean properties (Lie groups and Riemannian manifolds) of both unknown parameters and observations.  He also investigates on the development of  (non)-Bayesian error bound for parameters evolved on (non)-Euclidean space (Lie groups).  

Its research works have mainly been built for four main applications : 

• RADAR: target tracking

• computer vision: visual-SLAM, point cloud-image registration.

• GNSS:  PVT navigation system, tracking loop, RTK positioning.

• SAR imaging: change detection.

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Supervisions

1) PhD students

• Ayoub Hamza (2025-2028), thesis subject: "Quantitative monitoring of forest loss using the BIOMASS mission "  collaboration with Laurent-Ferro Famil (Full Professor, ISAE-SUPAERO) and Thierry Koleck (Engineer, CNES)

Fundings :  CESBIO and CNES

• Esteban Morales-Aguirre (2023-2026), thesis subject: "Generation of precise and robust observables by GNSS/IMU hybridization"  collaboration with Gael Pages (Researcher, HDR, ISAE-SUPAERO) and Clément Gazzino (Engineer, CNES)

Fundings: ISAE-SUPAERO and CNES.

• Léa Dubreil (2023-2026), thesis subject: "AI processing of degraded GNSS measurements as input to a hybridized positioning algorithm ", collaboration with Gael Pages (Researcher, HDR, ISAE-SUPAERO)  and Etienne Rouanet-Labe (Engineer, Thales Alenia Space (TAS))

Fundings :  IPSA and TAS

2) Post-doctoral researcher

• Daouda Pene (January 2025-...),  subject: "Development of new methods of machine learning on Lie groups, application to image processing", collaboration with Jean-Yves Tourneret (Full Professor, ENSEEIHT) and Julien Lesouple (Associate Professor, ENAC)

Fundings: IPSA.

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Alumnis

1) Post-doctoral researcher

• Sara El Bouch (october 2023-august 2024),  subject : " Development of error estimation bounds on Lie groups", collaboration with Eric Chaumette (Full Professor,  HDR, ISAE-SUPAERO) and Jordi Vilà-Valls (Full Professor,  HDR, ISAE-SUPAERO). (Now: Associate professor, Université Côte d'Azur).

Fundings: DGA/AID

2) Interns

• Samuele Alteri (september 2024-February 2025), internship subject : " GNSS tracking loop modelling with Kalman filter. (Now: PhD student at TéSA and ENAC)

Fundings: IPSA.

• Ayoub Hamza (april-september 2024), internship subject : " Exploratory study of unsupervised learning methods on Lie groups." 

Fundings: IPSA  (Now: PhD student at TéSA)