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Master Thesis Open-World 3D Anomaly Segmentation with Vision-Language Models (f/m/x)
München
Aktualität: 16.04.2025
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16.04.2025, BMW AG
München
Master Thesis Open-World 3D Anomaly Segmentation with Vision-Language Models (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:
- Vision-language models for open-world perception.
- 3D segmentation using bounding box annotations.
- Pseudo-labeling techniques with segmentation models.
- Anomaly detection through contrastive feature representations.
- Develop novel methods to generate 3D semantic segmentation data from existing annotations.
- Evaluate open-vocabulary 2D segmentation as a foundation for 3D segmentation.
- Compare various feature representations, including BEV-based heatmaps, for improved segmentation.
Qualifikationen:
- Students with a strong background in deep learning and computer vision.
- 3D scene understanding.
- Prior experience with vision-language models, multi-view projection or semantic segmentation is a plus but not mandatory.
- If you are passionate about advancing open-world 3D anomaly segmentation and working with cutting-edge vision-language models, we look forward to your application!
Wir bieten:
- 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:
Do you have any questions? Then simply send your enquiry using our contact form . Your enquiry will then be answered by telephone or e-mail.
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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