Master Thesis - Low-Cost 3D Motion Capturing System
Lund, Sweden
Bosch Group
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At Bosch, we shape the future by inventing high-quality technologies and services that spark enthusiasm and enrich people’s lives. Our promise to our associates is rock-solid: we grow together, we enjoy our work, and we inspire each other. Join in and feel the difference.
Bosch R&D Center Lund stands for modern development in cutting edge technology in the areas of connectivity, security, mobility solutions and AI. We are growing rapidly and looking for people to join us on our mission to become the Bosch Group’s 1st address for secure connected mobility solutions. We are working on a range of interesting projects, with a particular focus on software development for the automotive industry, electrical bicycles and Internet of Things.
Job Description
Problem statement
A motion capturing system records the movement of an object or person. For example, in filmmaking, they are often used to record the movement of a person and apply them to computer generated models.
For our sensor development it would be beneficial to have a camera-based system available as reference for object rotation and localization.
Proposed solution
A very simple realization would be a cube, which shows a QR code on all sides, and several cameras recording this scene from different angles. Using a feature detection over all different video streams, it should then be possible to calculate the rotation and the location of that cube within the observed 3D space.
We propose the following topics to be covered in the thesis:
* Set up a scene with different cameras
* Build a cube and do movements within the scene
* Record the video from the different locations
* Localize the QR Codes within the video stream
* Calculate the location and rotation of the cube according the detected QR code locations
* Visualize a 3D result of the detected cube
* Eventually, use active cameras doing the pre-calculation inside, e.g. with cameras with integrated Raspberry PI
* Discuss the theoretical limitations for accuracy and speed
You will of course have the opportunity to shape the thesis based on your knowledge, skills, and discoveries during the project.
Scope of master thesis project
Two students completing 30 credits each (20 weeks) onsite at the Lund office
Please note: Only applications from students at a Swedish University are accepted.
Qualifications
Your profile
In order to be successful in the project with think you are:
* A student in Information Technology, Computer Science, Electronics, Maths, or Physics.
* Required knowledge / courses on data science and image processing.
* Interested in algorithm development and have some signal processing experience with machine learning knowledge.
* Experienced with or have at least some knowledge of programming in Python and/or C++.
* Self-driven, ability to challenge yourself, and gain the experience needed to move the project forward.
* A person with team spirit, social skills and a curiosity for exploring new technology areas.
Supervisors:
Bosch: Stefan Noll
Additional Information
Why choose Bosch:
In 2022, for the third year in a row, Bosch have received the "World's Best Employer" award from Forbes/Statista, ranking us among the top 3% of the world's most attractive employers.
Diversity is our strength! At Bosch we look at diversity in gender, generation, nationalities and culture as our advantage. We believe mixed teams to be more successful because they utilize the potential offered by different perspectives and solution strategies. We therefore promote mixed teams at all levels and draw on the entire talent pool.
* Salary range is an estimate based on our AI, ML, Data Science Salary Index 💰
Tags: Computer Science Machine Learning Physics Python R R&D Security Spark
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