Experience

 
 
 
 
 
June 2020 – Present
Toulouse, FR

Innovation Engineer

ACTIA Automotive

Heading to infinity and beyond to benefit from computer vision and deep learning within public transportation and off-highway markets.
 
 
 
 
 
March 2017 – June 2021
Toulouse, FR

PhD Student

LAAS / ACTIA Automotive

Based on our previous knowledge of deep learning techniques in passenger counting applications, we answer the industrial constraints of passenger counting in city buses through a deep architecture able to deal with images taken from low cost 2D sensors placed above the doorstep, from a zenithal point of view. The scientific breakthrough related to deep learning applied to computer vision as well as the system embedding requirements motivate us to propose a unified and lightweight convolutional architecture in the context of multi-object tracking-by-detection for trajectory reconstruction.
 
 
 
 
 
September 2016 – February 2017
Toulouse, FR

Image Processing Designer & Developer

ACTIA Automotive

 
 
 
 
 
March 2016 – September 2016
Toulouse, FR

Intern

ACTIA Automotive

Evaluated the feasibility of a lowcost passenger counting system for buses based on image processing with deep learning algorithms. Instead of using heavy and expensive sensors like floor weights or depth-cameras, we try to use recent and powerful techniques on single cameras outputting RGB images to detect and count people getting in and off city buses.
 
 
 
 
 
May 2015 – August 2015
Toulouse, FR

Intern

LAAS - Systems Architecture and Analysis Laboratory

Specified the numerical simulation of Eye-Sat nanosatellite project for CNES. Eye-Sat is a project led by students to prove the feasibility of a lowcost and functional end-to-end satellite, from its design to its launching into orbit.
 
 
 
 
 
January 2013 – July 2013
Tralee, IR

Intern

IMaR (ex-CIDS Centre for Innovation in Distributed Systems)

Developed a web platform with Symfony2 and Bootstrap frameworks. Users could test their linguistic skills and update their professional profile.
 
 
 
 
 
March 2008 – October 2013
Toulouse, FR

Seller in a bakery

Boulangerie Pâtisserie de Tradition II

Distributed smiles, bread and croissants to my faithful customers.

Publications

In this paper, we address the industrial constraints of automatic passenger counting in city buses through a deep architecture able to …
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Following the tracking-by-detection paradigm, multiple object tracking deals with challenging scenarios, occlusions or even missing …
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Knowing the exact number of passengers among the citybus fleets allows public transport operators to optimally distribute their …
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In this paper we present a comparative study of tracking-by-detection approaches applied to passenger counting in city buses. A …
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Pouvoir interagir avec un environnement distant, faire “comme si on y était” sans avoir à se déplacer est permis par des …
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Teaching

3ASRI, M2SIA, M2RODECO-IARF

3D objects quality control.
Last updated on 6 min read

Iterative estimation of a camera extrinsic parameters.
Last updated on 21 min read

Workspace configuration for 3D perception practical sessions.
Last updated on 3 min read

Estimation par itérations successives des paramètres extrinsèques d’une caméra.
Last updated on 21 min read

Contrôle qualité d’objets 3D.
Last updated on 7 min read