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Thesis: Towards AI-Assisted Annotation of Industrial Image Datasets

Sonstige • Vor Ort • Vollzeit • Deutschland Waldkirch (near Freiburg), Deutschland

Summer Semester 2027 – limited to 3–6 months

YOUR TASKS:

  • Work with large-scale image datasets from real-world industrial applications to support the development of high-performance AI models.
  • Investigate existing data annotation methods and develop automated annotation pipelines to make the current semi-automated, iterative, and time-consuming process more efficient.
  • Develop solutions for novel industrial use cases where only a limited amount of labeled training data is available.
  • Investigate and evaluate one or more of the following approaches as part of your thesis:
    • Active Learning
    • Ensemble Learning
    • Model Distillation
    • Synthetic Data Generation
    • Hyperparameter Optimization

YOUR PROFILE:

  • Currently pursuing a degree in Artificial Intelligence, Computer Science, Mathematics, or a comparable field
  • Good command of English
  • Programming skills in Python and PyTorch, as well as experience working with REST APIs
  • Knowledge of Deep Learning, Computer Vision, and Hyperparameter Optimization
  • Independent, structured, and analytical approach to work
  • Interest in scientific research and innovative solutions in the field of Artificial Intelligence
  • Creativity and enthusiasm for exploring and implementing new methods in practice

Information at a Glance

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