Master Thesis World-Model based Sensor Fusion in the Autonomous Driving Domain (f/m/x)
12.02.2025
BMW AG
München
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Master Thesis World-Model based Sensor Fusion in the Autonomous Driving Domain (f/m/x)
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Master Thesis World-Model based Sensor Fusion in the Autonomous Driving Domain (f/m/x)
München
Aktualität: 12.02.2025
Anzeigeninhalt:
12.02.2025, BMW AG
München
Master Thesis World-Model based Sensor Fusion in the Autonomous Driving Domain (f/m/x)
Über uns:
Our brands BMW, MINI, Rolls-Royce and BMW Motorrad have made us one of the world's leading premium manufacturer of cars and motorcycles as well as provider of premium financial and mobility services.
World-leading technologies don't make it into a BMW until they've undergone one of the most challenging journeys imaginable. It takes dynamic teams with outstanding technical skills to take them from the drawing board to the road. That's why our experts will treat you as part of the team from day one, encourage you to bring your own ideas to the table - and give you the opportunity to really show what you can do.
Aufgaben:
- In autonomous driving, state-of-the-art deep neural networks performing sensor fusion are trained as backbones for complex tasks (e.g., perception, prediction, planning). While end-to-end training on those tasks allows for specialization of those backbones, it also is restricted to labeled data. A pre-training based on world model understanding (i.e., sensor reconstruction) allows for using larger amounts of data and might lead to a better generalization that can be fine-tuned to specific tasks with supervised training.
- Close collaboration in a team within the BMW research department.
- Explore different sensor fusion approaches for autonomous driving applications.
- Evaluate approaches of world model (unsupervised) pre-trained sensor fusion for fine-tuned (supervised) perception tasks in autonomous driving.
- You are working on state-of-the-art techniques and develop novel approaches on a cluster infrastructure.
Qualifikationen:
- Strong knowledge in machine learning.
- Knowledge in computer vision.
- Strong programming skills.
- Proficiency with Python and deep learning frameworks (PyTorch or TensorFlow).
- Good English skills.
Wir bieten:
- We, the BMW Group, offer you an interesting and varied master's thesis within the area of autonomous driving sensor fusion.
- Comprehensive mentoring & onboarding.
- Personal & professional development.
- Flexible working hours.
- Digital offers & mobile working.
- Attractive remuneration.
- Apartment offers for students (subject to availability & only Munich).
- And many other benefits - see bmw.jobs/benefits
Unser Kontakt:
BMW Group HR Team
+49 89 382-17001
BMW Group
Recruiting
Munich
Weitere Informationen:
At the BMW Group, we see diversity and inclusion in all its dimensions as a strength for our teams. Equal opportunities are a particular concern for us, and the equal treatment of applicants and employees is a fundamental principle of our corporate policy. That is why our recruiting decisions are also based on personality, experience and skills.
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