Master internship - Synthetic Data Generation for Industry 4.0

☞ CSEM

Ver: 247

Dia de atualização: 25-04-2024

Localização: Neuchâtel Neuchâtel NE

Categoria: Educação / Treinamento Estágio / Nível inicial

Indústria: Research Services

Posição: Internship

Tipo de empregos: Internship

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Conteúdo do emprego

This master is to help our group in bringing knowledge in the field of synthetic data generation. Specifically, in this work the aim is to use 3D rendering software such as Blender, Unity or Unreal Engine. This will lead to increase the size and variety of data used in multiple projects, in order to improve the accuracy and generalization of our current machine learning algorithms. In particular, the student will be involved in an Industry 4.0 project, where the objective is to perform optical character recognition on complex industrial steel elements. Further participation to the development of the algorithms is also anticipated.

The work will consist of three threads. Firstly, an investigation of the best 3D render engine to automate data generation. Secondly the generation and evaluation of the data. Finally, the development of an algorithm to combine the synthetic with the real data.

Your mission

To identify state-of-the-art 3D rendering engine/software and select the most adapted to the task. Develop a complete pipeline for synthetic data generation: automatization of the 3D mesh, parametrization of the lighting and camera, rendering, combination of the synthetic data with the real one by using machine learning approach. The candidate is expected to present their results at the end of the project, which will last a minimum of 6 months.

Your profile

You have a background in computer graphic or a similar domain. Experience in computer vision is a plus. You are skilled in 3D rendering software. You are a good team player ready to tackle technical challenges.

CSEM mission and values

Our mission is the development and transfer of innovative technologies to the Swiss industry and our strength is the excellence of our people who are passionate about technologies and innovation.

We are
  • A unique place between research and industry at the cutting edge of new technologies
  • An innovative, non-profit, and employee-driven company
  • A dynamic, multidisciplinary, and multicultural environment

Working@CSEM means
  • being part of a passionate community
  • incredible flexibility, attractive working conditions, and great opportunities of development
  • benefit from a management style based on trust & feedback and that favors a work-life balance

We are committed to equal employment opportunity regardless of race, color, ancestry, religion, sex, national origin, sexual orientation, age, citizenship, marital status, disability, gender identity.

We look forward to receiving your complete application file via our job page. Preference will be given to professionals applying directly.
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Data limite: 09-06-2024

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