Engineer position F/H – automatic detection of military vehicles in images and videos

il y a 1 mois


Technopole de Sophia Antipolis, France INRIA Temps plein

Contexte et atouts du poste

This open position is part of a collaboration between the STARS team of Inria Sophia-Antipolis, the Direction Générale de l’Armement (DGA) of the French Defense ministry, and the Defense and Security department at Inria.

 The aim of the project is to study state of the art algorithms for detection and identification, close to real-time, of military vehicles in images and video; to propose an implementation of these algorithms, possibly combining several techniques and/or models; and to evaluate this system. The evaluation of the system will not only consist of a global quantification of its performance, but also include a finer grained measure of its errors (false positives, silences) and deficits, as well as a measure of the cost of such errors for end users (time lost, danger risk, …).

 The goal of the project consists in applying recent advances in deeplearning (in the field of computer vision for the automatic detection, classification and identification of objects in images and videos) to a specific domain while taking into account all its inherent constraints and difficulties (confidentiality and scarcity of training data, noise and interferences on the data, ...)

Mission confiée

The engineer will rely on the expertise of the STARS team (François Bremond) in the field of computer vision to try out different algorithms and combinations of algorithms for the automatic detection, classification and tracking of objects in images and videos. He/She will focus on boosting the performances of such models while taking into account specific difficulties such as:

Low resolution Low contrast or lighting Occultation Reduced number of training images Unusual point of view Camouflage

The engineer will have to define procedures and tools for the evaluation of these algorithms. The evaluation procedures will have to account for the number of classes and the type of classes, as well as the number of images required to efficiently train a model and obtain good performance on a specific class.

Recent technics and models for deeplearning and data augmentation will be studied and proposed (such as using computer generated images or images generated from text prompts with diffusion models to enhance training datasets, …) to answer the specific constraints of the domain and provide sufficient data for training the models.

Principales activités

The main activities of the position include:

Keeping up-to-date with the state of the art in computer vision and specifically automatic detection of objects, or any other domain relevant for this position. Develop a system for automatic detection of military vehicles with state-of-the-art performance. Propose a methodology for evaluating the performances of such a system that factors in domain specific constraints, and use recent advances in deeplearning and computer vision to boost the performances of object detection models and for data augmentation. Interact with partners of the project and provide expertise on subjects related to computer vision.

Compétences

Qualities sought for this position include

A Masters’ degree or equivalent (engineering school) or a doctorate in the field of computer science, artificial intelligence, machine learning, deeplearning or computer vision. A strong level in programming (python, git, ...) A previous experience in the field of deeplearning (tensorflow, pytorch, cuda, ...) and an interest for the field of computer vision (OpenCV, YoloV8, …) A willingness to diversify and learn new skills while applying state of the art algorithms to new domains. An interest for collaborative and multidisciplinary work. Ability to show initiative & creativity.

This position can be a good opportunity for candidates interested in the field of computer vision and/or deeplearning, and can lead to other opportunities in academia (PhD, postdoc) for the successful candidate.

Avantages

Subsidized meals Partial reimbursement of public transport costs Leave: 7 weeks of annual leave + 10 extra days off due to RTT (statutory reduction in working hours) + possibility of exceptional leave (sick children, moving home, etc.) Possibility of teleworking and flexible organization of working hours Professional equipment available (videoconferencing, loan of computer equipment, etc.) Social, cultural and sports events and activities Access to vocational training Social security coverage

Poste rattaché au siège dans les Yvelines mais localisé au centre Inria de L'université Côte d'Azur.



  • Sophia Antipolis, France Inria Temps plein

    Le descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD **Contrat renouvelable **:Oui **Niveau de diplôme exigé **:Bac + 5 ou équivalent **Autre diplôme apprécié **:master **Fonction **:Ingénieur scientifique contractuel **Niveau d'expérience souhaité **:Jeune diplômé **A propos du centre ou de la direction...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Contexte et atouts du poste Position funded by the project PDE-AI of PEPR IA Mission confiée For a better knowledge of the proposed research subject : A state of the art, bibliography and scientific references are available at the following URL: Principales activités Main activities (5 maximum) : bibliographic study of state of...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Contexte et atouts du poste Position funded by the project PDE-AI of PEPR IA Mission confiée For a better knowledge of the proposed research subject : A state of the art, bibliography and scientific references are available at the following URL: Principales activités Main activities (5 maximum) : bibliographic study of state of...


  • Sophia Antipolis, France Inria Temps plein

    Le descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD **Niveau de diplôme exigé **:Bac + 2 ou équivalent **Fonction **:Personnel des fonctions support (IT) **A propos du centre ou de la direction fonctionnelle**: The Inria Sophia Antipolis - Méditerranée center counts 34 research teams as well as 8 support departments. The...


  • Sophia Antipolis, France Inria Temps plein

    Le descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD **Niveau de diplôme exigé **:Bac + 5 ou équivalent **Fonction **:Doctorant **A propos du centre ou de la direction fonctionnelle**: The Inria Université Côte d’Azur center counts 36 research teams as well as 7 support departments. The center's staff (about 500 people...


  • Sophia Antipolis, France Inria Temps plein

    Le descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD **Niveau de diplôme exigé **:Thèse ou équivalent **Fonction **:Ingénieur scientifique contractuel **A propos du centre ou de la direction fonctionnelle**: The Inria centre at Université Côte d'Azur includes 37 research teams and 8 support services. The centre's staff...

  • Internship Research

    Il y a 2 mois


    Sophia Antipolis, France Inria Temps plein

    Le descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:Convention de stage **Niveau de diplôme exigé **:Bac + 5 ou équivalent **Fonction **:Stagiaire de la recherche **A propos du centre ou de la direction fonctionnelle**: The Inria centre at Université Côte d'Azur includes 37 research teams and 8 support services. The centre's...

  • Internship Research

    il y a 2 jours


    Sophia Antipolis, France Inria Temps plein

    Le descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:Convention de stage **Niveau de diplôme exigé **:Bac + 4 ou équivalent **Fonction **:Stagiaire de la recherche **A propos du centre ou de la direction fonctionnelle**: The Inria centre at Université Côte d'Azur includes 37 research teams and 8 support services. The centre's...

  • Video Analytics

    il y a 1 semaine


    Sophia Antipolis, France Axis Communications Temps plein

    Job Title Video Analytics & AI Software Engineer **Job Description**: - Did you know that there is a new Axis Engineering Office on the French Riviera - where the alps meet the sea - which is working on cutting-edge technologies? Did you know that this office is looking for a new video analytics software engineer to complete its A-team? If not and you...


  • Sophia Antipolis, France Digital Systems for Humans Graduate school - Université Côte d'Azur Temps plein

    **8 fully funded PhD positions - Digital Systems / Digital Society (Université Côte d'Azur, France)**: - Réf - **ABG-113380** - Sujet de Thèse- 13/04/2023- Contrat doctoral- Digital Systems for Humans Graduate school - Université Côte d'Azur- Lieu de travail- Biot Sophia Antipolis - Provence-Alpes-Côte d'Azur - France- Intitulé du sujet- 8 fully...


  • Sophia Antipolis, France EURECOM Temps plein

    Type - Doctorant - Departement - Sécurité Numérique - Date - 02-2323 - Position - Poste de Doctorant/Offre de Thèse H/F (SN/JLD/deepfake/PhD/022023) Cette thèse s’inscrit dans la cadre d’une nouveau projet national collaboratif ANR ASTRID Guerre Cognitive, proposé par EURECOM spécialisé en vision par ordinateur et IRCAM spécialisé en...


  • Sophia Antipolis, France MinesParis PSL Temps plein

    You have a master’s degree in science of an engineering degree and would like to continue with a **PhD** on an exciting topic in the fields of **plasma physics and chemistry**, join our leading research group. We are opening 2 new PhD positions for May 2024. Come and enjoy at the same time the 1st ranked French University (PSL University), a world...


  • Sophia Antipolis, France Centre de Mise en Forme des Matériaux (CEMEF) Temps plein

    CEMEF is a research lab. of MINES ParisTech I PSL University associated with CNRS, the French National Centre for Scientific Research (Unité Mixte de Recherche CNRS, UMR7635). Overall, our missions are research and training in collaboration with industry. Our research focuses specifically on materials and their transformation processes in the broadest...


  • Sophia Antipolis, France EURECOM Temps plein

    Type - Postdoc - Departement - Sécurité Numérique - Date - 02-2323 - Position - Poste de Post-Doctorant H/F (Réf : SN/JLD/deepfake/PostDoc/022023) Ces travaux s’inscrivent dans le cadre d’une nouveau projet national collaboratif ANR ASTRID Guerre Cognitive, proposé par EURECOM spécialisé en vision par ordinateur et IRCAM spécialisé en audio,...


  • Sophia Antipolis, France Inria Temps plein

    Le descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD **Contrat renouvelable **:Oui **Niveau de diplôme exigé **:Bac + 5 ou équivalent **Fonction **:Chercheur contractuel **A propos du centre ou de la direction fonctionnelle**: The Inria Sophia Antipolis - Méditerranée center counts 34 research teams as well as 7 support...


  • Sophia Antipolis, France Inria Temps plein

    Le descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD**Niveau de diplôme exigé **:Bac + 5 ou équivalent**Fonction **:DoctorantA propos du centre ou de la direction fonctionnelle The Inria Université Côte d'Azur center counts 37 research teams as well as 8 support services. The center's staff (about 500 people) is made up of...


  • Sophia Antipolis, France Inria Temps plein

    Le descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:Stage **Niveau de diplôme exigé **:Bac + 5 ou équivalent **Autre diplôme apprécié **:Master in applied mathematics or scientific computing **Fonction **:Stagiaire de la recherche **A propos du centre ou de la direction fonctionnelle**: Inria is a national research institute...


  • Sophia Antipolis, France Inria Temps plein

    Le descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD **Niveau de diplôme exigé **:Bac + 5 ou équivalent **Fonction **:Doctorant **A propos du centre ou de la direction fonctionnelle**: The Inria Université Côte d'Azur center counts 37 research teams as well as 8 support services. The center's staff (about 500 people) is...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Contexte et atouts du poste The postdoc is funded by the project PDE-AI of PEPR IA. The recruited researcher will work with people from McTAO team in Sophia Antipolis and LJAD CNRS math lab in Nice. Mission confiée For a better knowledge of the proposed research subject : A state of the art, bibliography and scientific references are...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Contexte et atouts du poste The postdoc is funded by the project PDE-AI of PEPR IA. The recruited researcher will work with people from McTAO team in Sophia Antipolis and LJAD CNRS math lab in Nice. Mission confiée For a better knowledge of the proposed research subject : A state of the art, bibliography and scientific references are...