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R&D Deep Learning Intern

Stage(4 à 6 mois)
Salaire : Non spécifié
Télétravail fréquent
Expérience : < 6 mois
Éducation : Bac +5 / Master


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Le poste

Descriptif du poste

The long-term goal of Kinetix’s R&D team is to build, train and deploy a computer vision model that extracts 3D animation of a humanoid character from a monocular video. The quality of such models can be evaluated quantitatively (through metrics), but this does not capture the “pleasantness” or “realism” of the motion, which has to be evaluated qualitatively by a human.

The main objective of this internship is to develop a pipeline allowing for an easier and more objective comparison of the outputs of human pose estimation models. It consists in :

  • Understanding the key aspects that matter when evaluating the quality of a human pose estimation model. Based on those key aspects, aggregating videos to build a relevant test set which will allow a human expert to assess motion realism.

  • Designing, building and maintaining a human interface to allow for comparison and evaluation of different ML models on the task of human pose estimation

  • Exploring state-of-the-art human pose estimation models, and building them in order to evaluate their outputs

  • Producing a comprehensive classification of the methods used in state-of-the-art academic papers, as well as listing their strengths and weaknesses

Profil recherché

You have the ideal profile if you :

  • are passionate about technical deep learning problems

  • want to develop and experiment with various state-of-the-art methods

  • are autonomous and want to work on a task with significant ownership

  • have some experience in Python, development and machine learning libraries

  • are curious about 3d animation, and have a desire to learn and progress

Déroulement des entretiens

  • The first round is a presentation and human fit interview with the R&D Lead

  • The second round is a technical interview with one or two R&D team members

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