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Thesis Work - Deep learning for automatic video labeling i Göteborg

The best place to work in the Global Automotive Industry. Join us on this exciting journey into the future, we want to hear from you!

Om tjänsten

Thesis Worker at Volvo Cars

Welcome to explore the world of Volvo Cars by writing your thesis with us! As a thesis worker in our organization you are supported by a supervisor who follows you during your project. All thesis projects are arranged in business critical areas and therefore you will be able to contribute to our company purpose – providing freedom to move in a safe, sustainable and personal way – from day one! 

 

 

Background 
With an increasing amount of visual and vehicle data being collected, the need for accurate annotations to explore novel driving scenarios or to create new (safety) functions grows. Given the volume of the data, it becomes impossible to manually review, or annotate every driving scene. Therefore, the purpose of this thesis project is to help Volvo Cars to explore novel techniques to prepare datasets, assess the data quality, or automatically annotate the data with the help of artificial intelligence. The scope of the thesis can be adjusted to suit your master’s program and interests, and you will get to formulate the final research questions in cooperation with us.
 
Scope 
To motivate the choices of your research, we will start with a literature review to understand what methods and procedures have been applied in previous studies. After that, we will refine together what kind of experiment you want to perform on the Volvo Cars Cirrus dataset. The selection and set-up of the experiment (e.g., data quality assessments, automatic driver maneuver labeling, or your idea) defines how we can evaluate and which metrics to use. Then the actual fun starts with processing the video or Lidar data and implementing your proposed method. If time allows us, we could test the approach on a similar auxiliary dataset to assess the transferability of the approach as well. 

 

Do you fit the profile
You are currently enrolled as a student in the final year of a master’s degree in computer science, artificial intelligence, data science, or related quantitative field. You have to be able to program, preferably in Python (e.g., packages like PyTorch or Tensorflow), and an interest in machine learning is desired. As you will become part of the analytics and artificial intelligence team within the research and development department of Volvo Cars, we expect you to work a few days per week at our office in Gothenburg.

 

Duration 
•    Start in January 2022
•    30 points ECTS (academic credits) in agreement with your thesis advisor at your university 
•    2 students

 

How to learn more and apply 
Selection will be ongoing during the application period, so do not hesitate to send in your application. Please attach your resume, a short motivation letter, and credentials. You apply individually, but if you have a preferred partner to collaborate with you can let us know so we can consider that. Apply as soon as possible but no later than October 31st. Please note that applications via email will not be accepted. 

 

For questions about the thesis work please contact Koen Vellenga at koen.vellenga@volvocars.com. 
 

 

Who are we?

Everything we do starts with people. Our purpose is to provide freedom to move, in a personal, sustainable and safe way. We are committed to simplifying our customers’ lives by offering better technology solutions that improve their impact on the world and bringing the most advanced mobility innovations to protect them, their loved ones and the people around them. 


Volvo Cars’ continued success is the result of a collaborative, diverse, and inclusive working environment. The people of Volvo Cars are committed to making a difference in our world. Today, we are one of the most well-known and respected car brands, with over 40,000 employees across the globe. We believe in bringing out the best in each other and harnessing the true power of people. At Volvo Cars your career is designed around your talents and aspirations so you can reach your full potential. Join us on a journey of a lifetime as we create safety, autonomous driving and electrification technologies of tomorrow.

Publicerad den

29-02-2024

Extra information

Status
Stängd
Ort
Göteborg
Typ av kontrakt
Heltidsjobb (erfaren)
Typ av jobb
IT
Körkort önskas
Nej
Tillgång till bil önskas
Nej
Personligt brev krävs
Nej

Göteborg | IT | Heltidsjobb (erfaren)