Thesis: Deep learning-based environment recognition using 3D sensor technology*

Waldkirch (bei Freiburg), DE, 79183

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Winter Semester 2025/26 – Limited to 3-6 months, Start possible from 01.09.2025


YOUR TASKS:

  • Develop algorithms for environmental perception to prevent collisions of mobile robots and machines.
  • Research and apply state-of-the-art deep learning methods for 2D/3D environment perception (segmentation, object detection, and tracking).
  • Train deep learning models and evaluate various algorithms.
  • Design a multi-sensor system for 3D environmental perception, e.g., for obstacle detection in logistics applications or outdoor environments.
  • Process and fuse high-resolution RGB and depth data from real or simulated stereo or RGB-D cameras.
  • Integrate, optimize, and evaluate systems on state-of-the-art AI accelerator hardware such as NVIDIA Jetson and Hailo.
  • Document your work results in detail.


YOUR PROFILE:

  • You are currently pursuing a Master’s degree in Computer Science, Robotics, Mathematics, or a related field.
  • You have strong programming skills, ideally in C++ or Python.
  • You have a solid understanding of image processing and working with 2D and 3D data.
  • You have expertise in deep learning and machine learning, with experience in frameworks such as TensorFlow or PyTorch.
  • Ideally, you have knowledge of applications involving mobile robots or autonomous driving, e.g., using ROS and/or NVIDIA Jetson.
  • Your systematic and structured thinking and approach set you apart.
  • Creativity in problem-solving and enthusiasm for innovation complete your profile.
     

 

YOUR APPLICATION:

  • We are looking forward to your online application
  • Sarah Disch
  • Job-ID 36765 
  • All applications will be treated confidentially

 

*At SICK, we see people, not gender. 

We put great emphasis on diversity, reject discrimination and do not think in categories such as gender, ethnicity, religion, disability, age or sexual identity.

Stichworte: Abschlussarbeit 

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* Salary range is an estimate based on our AI, ML, Data Science Salary Index 💰

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Tags: Autonomous Driving Computer Science Deep Learning Machine Learning Mathematics Nvidia Jetson Python PyTorch Research Robotics TensorFlow

Region: Europe
Country: Germany

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