Engineer Position for People Tracking From Videos - Sophia Antipolis, France - Inria

Inria
Inria
Entreprise vérifiée
Sophia Antipolis, France

il y a 2 semaines

Sophie Dupont

Posté par:

Sophie Dupont

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Description
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 fonctionnelle:
The Inria Sophia Antipolis - Méditerranée center counts 34 research teams as well as 7 support departments.

The center's staff (about 500 people including 320 Inria employees) is made up of scientists of different nationalities (250 foreigners of 50 nationalities), engineers, technicians and administrative staff.

1/3 of the staff are civil servants, the others are contractual agents. The majority of the center's research teams are located in Sophia Antipolis and Nice in the Alpes-Maritimes. Four teams are based in Montpellier and two teams are hosted in Bologna in Italy and Athens.

The Center is a founding member of Université Côte d'Azur and partner of the I-site MUSE supported by the University of Montpellier.


Contexte et atouts du poste:


This project is related to the ANR ACTIVIS.

The objective of the ANR ACTIVIS project can be summarized by:

  • Patient monitoring and artificial intelligence analysis to track people from videos
The ACTIVIS project is an ANR project started in January 2020 and will end in 2024.

This project is based on an objective quantification of the atypical behaviors on which the diagnosis of autism is based, with medical (diagnostic assistance and evaluation of therapeutic programs) and computer-scientific (by allowing a more objective description of atypical behaviors in autism) objectives.

This quantification requires video analysis of the behavior of people with autism.

In particular, we propose to explore the issues related to the study of ocular movement, gestures, and posture to characterize the behavior of a child with autism.

The partners are Aix-Marseille Université - LIS, Hôpitaux Pédiatriques Nice CHU-Lenval - CoBTeK, Nívely and Inria.


Mission confiée:


Assignments:

With the help of Stars team and F. Bremond, the recruited person will develop new algorithms.


Key non-verbal cues, such as gaze behaviors including eye contact, and gestures like pointing, are crucial for diagnosing autism spectrum disorder (ASD) during the ADOS assessment.

The objective of this Research Engineer position is to develop and refine models for analyzing the posture and movements of children in recorded videos, with a special emphasis on pose estimation.

These models will utilize state-of-the-art neural network architectures previously developed at Idiap for similar research topics.

We aim to leverage the data annotated within the framework of the ANR ACTIVIS project along with publicly available datasets to enhance the accuracy and effectiveness of pose estimation in understanding ASD-related behaviors.


Collaboration:

The recruited person will be in connection with the
Nice Hospital.


Principales activités:


  • Analyze the requirements of partners and endusers.
  • Study the limitations of existing solutions.
  • Propose a new algorithm for tracking people and detecting the behaviors of patients, such as moving arms
  • Evaluate and optimize the proposed algorithm on targeted patient video datasets
  • Write reports

Compétences:


Profile:


  • Computer vision R&D engineer with 23 years of experience

Technical skills:


  • Development skills:
  • Programming language : mandatory (C/C++ and python), good to have (JavaScript), API (CUDA).
  • Computer vision libraries : openCV, openPose, MediaPipe and similar.
  • DeepLearning libraries: TensorFlow, PyTorch.
  • Database: SQL (such as my SQL) and NoSQL (such as mangoDB)
  • Knowledge of version management tools (Git)

Important skills:
Computer Vision and Strong background in C++ programming.


Languages:
English


Relational skills:
team work


Other valued appreciated:
leadership


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
  • Social, cultural and sports events and activities
  • Access to vocational training

Rémunération:

From 2692 € gross monthly (according to degree and experience)


Informations générales:

-
Thème/Domaine: Vision, perception et interprétation multimedia
Statistiques (Big data) (BAP E)

-
Ville: Sophia Antipolis

-
Centre Inria: Centre Inria d'Université Côte d'Azur
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Date de prise de fonction souhaitée:
-
Durée de contrat: 12 mois
-
Date limite pour postuler:


Consignes pour postuler:


Sécurité défense:

Ce poste est susceptible d'être affecté dans une zone