Masterand (M/w/d) Semantic Segmentation for - Frankfurt Am Main, Deutschland - Dr. Ing. h.c. F. Porsche AG

Lena Wagner

Geschrieben von:

Lena Wagner

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Beschreibung
Developing the sports car of the future isn't all fun and games.
Come to think of it - maybe it is after all.


Masterand (m/w/d) Semantic Segmentation for Anticipatory Vehicle Detection at Night:

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Kennziffer:J

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Einstiegsart:Abschlussarbeit

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Einsatzort:Mönsheim

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Gesellschaft:Dr. Ing. h.c. F. Porsche AG
**Aufgaben


AufgabenAufgaben***The scope of this thesis is to develop a machine learning model which is able to segment light reflections caused by oncoming vehicles at night in urban environments. You will build up on previous research and improve the performance of an existing machine learning model for semantic segmentation based on image sequences. You will focus on improving the training procedure for the specific use case by evaluating the influence on model performance of several mechanisms during model training.

To sum up, your thesis will consist of the following:


  • Research existing literature regarding best practices to train semantic segmentation models, especially based on image sequences (video)
  • Evaluate the influence of several training strategies on model performance using a custom dataset
  • Experiment with custom loss functions
  • Define appropriate metrics to evaluate model performance
  • Document your results scientifically In case of excellent results, contribute to a research paper on a top conference or journal
**Anforderungen


AnforderungenAnforderungen***- Study in Computer Science

  • Ideally with a focus on Robotics, Computer Vision, Machine Learning, or similar
  • Experience in Computer Vision & Machine Learning
  • Good programming skills & experience in Python (OOP, versioning, testing)
  • English and/or German
  • Strong analytical thinking
  • Research affinity
  • Selfdriven, goaloriented mindset
  • Structured way of working and ability to drive your own project forward
**Unternehmensprofil


UnternehmensprofilUnternehmensprofil***"In the beginning, I looked around and could not find quite the car I dreamed of. So I decided to build it myself."


This quote from Ferdinand Porsche sums up what Porsche is as a brand, as a company, as a car manufacturer and as an employer.

The "Porsche idea" has produced unique sports cars, such as the Porsche 356 and the 911.

With the combination of tradition, innovation and our employees' Porsche typical - sometimes unconventional - ways of thinking, we make automobile dreams come true and always have that "little bit more" in our sights.

But Porsche is more than "just" an exclusive sports car producer.

Because Porsche has a lot to offer as an employer as well:
numerous entry and career opportunities, measures for combining work and family, and flexible working hours.
**Exklusive Einblicke hinter die Kulissen


Exklusive Einblicke hinter die KulissenExklusive Einblicke hinter die Kulissen***Regardless of what others do, we are always striving to redefine our limits and set standards. But all of this can only be achieved today and in the future with employees and management who always have an eye for more than the standard. What does that look like? Get to know your future colleagues.

You will find exclusive insights into the Porsche working world on our jobs and careers profiles on social media:
"Jobs and careers at Porsche" on Facebook

"Job and careers at Porsche" on Instagram

"Jobs and careers at Porsche" on LinkedIn

"Jobs and careers at Porsche" on Xing
**Hinweise zur Bewerbung


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