Internship - Single and multi-target real-time tracking
Job description
About Magellium Artal Group
Magellium (Artal Group), with its 300-strong workforce, is an independent player, specializing in the value chain of pixel, image and video data (from satellite, airborne or drone sensors to their use in geographic information systems, cartography and Geointelligence). Magellium promotes mastery of software, AI, image processing and geomatics technologies.
L’unité Imagerie et Applications développe des systèmes de vision et de traitement de données dans les domaines de la robotique spatiale, de la défense et de l’industrie. Nos clients sont les principaux acteurs industriels et institutionnels de ces secteurs.
INTERNSHIP SUBJECT: Single and multi-target real-time tracking
For over 10 years, Magellium has been actively involved in R&D in the field of airborne video processing. The solutions developed can be real-time or delayed, on-board or off-board, for drones or other aircraft.
These technologies have a wide range of applications: defense, civil security, cartography...
In this context, Magellium has been developing various software bricks and algorithms for several years, grouped together in the Constelllations suite(https://constellations.magellium.com/), and has acquired substantial hardware resources: UAVs of various sizes and capacities, optronic turrets, on-board cards, etc.

Real-time object tracking is a central issue in many operational scenarios, from tracking moving targets on the ground or in the air, to analyzing complex dynamic scenes.
The aim of this internship is to carry out a technology watch on recent approaches to single and multi-object tracking in complex environments, and to set up a software demonstrator illustrating the integration of these methods on video sequences representative of operational use cases.
In this context, the proposed missions will be :
- Literature review and state of the art on tracking algorithms.
- Comparison of different approaches in terms of robustness, accuracy, computational cost and feasibility for real-time use.
- Implementation of a multi-object tracking demonstrator and integration into the Constellations suite.
Profile required
As a student in a university or engineering school preparing a Bac+5 diploma, or a specialized Master's degree, you ideally have a specialization in computer development or computer vision.
You are curious and like challenges. Rigor, autonomy, a sense of initiative and diligence are other skills that will enable you to successfully complete this internship.
At Magellium, diversity and inclusion are fundamental to our operations and rooted in our values. We respect the diversity of our employees, their experiences, backgrounds and disabilities, and offer equal opportunities to all. All different, all competent!
About us
Magellium Artal Group has over 26 years' experience in data engineering, imaging and IT technologies. We use innovation and know-how to meet our customers' needs, even the most specific and complex. As an active player in our ecosystem, we advocate strong, meaningful values and give priority to achievable commitments and concrete actions.

Choose a friendly, dynamic company
Stimulating projects
Climate, hydrology, defence, software development... the projects are meaningful, numerous and diverse!
A human-centred company
We advocate local management, autonomy in work and ease of communication.
Are you looking for a career?
At Magelllium Artal Group, we aim to share our knowledge, learn from others and develop everyone’ skills.
A company of engineers for engineers
At Magellium Artal Group, you'll find trained engineers... even in the management offices!
Benefits in the plural!
Our Works Committee is constantly working to introduce new benefits to make our employees feel recognised and valued. In addition to paying 50% of public transport fares, we offer luncheon vouchers, a profit-sharing bonus, vacation bonuses, numerous partnerships with gyms, discounts with many companies, discounts on in-house activities, and more.
Work-life balance
The well-being of our employees is a priority, and this is reflected in our flexible working arrangements. That's why we offer RTT and up to 2 days of remote work per week.
Dynamic corporate life
Afterworks, karaoke nights and blind tests are just some of the events we regularly organise!
Sports and music rooms!
Our premises include a gym and multi-activity room (yoga, massage, pilates), a music room and a games room with table soccer, Nintendo Switch and Xbox for relaxing lunch breaks.

Magellium Artal Group is committed to contributing to social and environmental issues
As part of its strategic orientations, we wanted to define areas of improvement for the implementation of responsible governance in line with the challenges of sustainable development and the role of employees in the company.
89/100
Gender equality index in 2023
79kg of CO2*
saved in 2023 *according to Easytri
Over 350 projects
We have contributed and continue to contribute to numerous French, European and international projects. See our dedicated page for a non-exhaustive list of projects in which we have participated or are currently participating.

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FAQ
Do you hire trainees?
Yes, we hire end-of-study internships. These internships can then develop into permanent contracts (50% of internships transformed into permanent contracts by 2023).
Do you take on work-study students?
We can take on work-study students subject to availability of places and the company/school rhythm, as some projects are not always compatible with a work-study rhythm.
What is the recruitment process at Magellium Artal Group?
The process is fast! We first contact you for an initial discussion with the HR department by telephone or, ideally, on site at our premises. This allows you to immerse yourself in the company and discuss our vision, our values and the job's missions. Then, depending on the nature of the position, we propose a technical discussion with the project manager or the manager of the unit to which you will be assigned. We make sure that each exchange is as natural as possible to put you in the best possible conditions. If there is a specific arrangement to be made for your situation, please let us know!
How do I apply for a job at Magelium Artal Group?
You can apply for our vacancies directly on our website www.magellium.com in the Join us tab.
What documents should I include in my application?
Your application must include a maximum 3-page CV. Little bonus: be creative and original in your presentation! (video, infographics for example).
How long does it take to receive a response to an application?
We respond to applications within 3 days on average.
Any maintenance tips?
Be yourself! At Magellium Artal Group, we believe in a friendly, relaxed working environment. So come as you are, and don't hesitate to ask us questions!
How long is the trial period for an engineer?
The trial period is 4 months. This period may be renewed in certain situations, but not systematically.
Will I be provided with a work computer?
Yes, when you arrive you'll be provided with a workstation complete with monitor, PC, keyboard and mouse. Office supplies will also be at your disposal.
Is remote work possible?
Our company agreement provides for the possibility of remote work up to 2 days a week. Remote working is possible as soon as the trial period has been validated and provided the project allows it (for example, this is not the case for defense projects for reasons of confidentiality).
How do I get to Magellium Artal Group's premises?
Our Toulouse and Courbevoie sites are accessible by public transport (metro and/or streetcar).
What are the company's commitments in the fight against climate change?
At Magellium Artal Group, we are committed to the fight against climate change through various actions.
We raise our awareness of ecogestures, such as switching off equipment, using cups instead of plastic ones, and sorting waste. We organize concrete actions such as challenges during sustainable development week.
When it comes to digital technology, for example, we apply responsible practices to our IT equipment and systems. In 2023, six employees received training in eco-design.
We also promote environmentally-friendly transport and offer bicycle mileage allowances. As a result, 20% of our employees come by bike and 25% use public transport.
If you would like to find out more about our CSR policy, ➡️ visit our dedicated page !
What are your social and financial benefits?
We offer a wide range of benefits to our employees: in addition to a 50% public transport pass, we offer luncheon vouchers, profit-sharing bonuses, vacation bonuses, mileage allowance for bicycles, a dynamic working environment and much more!
Do you organise activities between co-workers at Magellium Artal Group?
Yes, our Social and Economic Committee (ESC) regularly organises activities for colleagues. From escape games to music evenings and Mario Kart tournaments, you'll find plenty of opportunities to meet your colleagues and strengthen ties!