Theses

Topics for possible Theses are published regularly on this Page, we are also open to your Ideas.

If you are interested in one of the Topics, please send an E-Mail to: info-ttz@hnu.de with a short Profile about yourself and the corresponding Topic.

Professional Word and Fountain Pen

Current Topics

  • Which role does image resolution play in computer vision? Investigating the influence of image resolution on the performance of a Convolutional Neural Network model.
  • Which role does contrast in images play in computer vision? Investigating the influence of image contrast on the performance of a Convolutional Neural Network model. Background to the topic: The contrast in female faces is higher than in male faces (Russell, 2022).
  • An empirical ML experiment: Can data inconsistencies be combat by merging ML models trained with different data sets of the same domain (here: facial emotion recognition)?
  • Investigating data label bias / errors in (training and/or test sets of) visual datasets.
  • Generative Adversarial Networks: Identifying different architectures, their advantages, disadvantages and differences.
  • Development of a person re-identification (reID) system on the edge (NVIDIA Jetson Nano) / in multi-camera environment.
  • Neuro-Symbolic Artificial Intelligence: What are the current tends?
  • Confident learning: an approach to assess the data label quality.
  • Data Architecture: Comparative Analysis between Data Mesh and Data Warehouse / Data Lake.
  • Systematic Overview of Explainable Artificial Intelligence
  • Vision Transformers: What advantages do they have over Convolutional Neural Networks?

 

Completed Works 2021

  • "KI kann was! - Eine empirische Studie zur Konzeption eines KI-Canvas zur Evaluierung der Realisierbarkeit von KI in KMU"
  • "Potenzialanalyse und Ableitung von Handlungsempfehlungen zur Belebung der Günzburger Innenstadt"