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: email@example.com with a short Profile about yourself and the corresponding Topic.
- 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"