Theses

We are always looking for motivated Bachelor and Master students who are interested in writing their thesis at our chair. Please send a mail to ml-chair@rub.de and include [Thesis] in the subject.

Completed Theses

  • Roman Demchenko, On the Robustness of Reconstruction-Based AI-Generated Image Detectors, Master’s Thesis, December 2025
  • Mhd Azad Wanli, Detecting AI-Generated Speech: Data Requirements, Generalization, and Robustness, Bachelor’s Thesis, November 2025
  • Michael Girsh, Exploring the Potential of Data Depth in Anomaly Detection, Bachelor’s Thesis, October 2025
  • Ahmad Hammoudeh, Anomaly Detection in EV Battery Time Series Data using TCN Forecaster, Bachelor’s Thesis, October 2025
  • Judie Saleh, Machine Learning for Battery Data Prediction in Charging Cycle Testing, Bachelor’s Thesis, October 2025
  • Lukas Boeren, Analyzing and Benchmarking Detection Methods for AI-Generated Image Inpainting, Bachelor’s Thesis, October 2025
  • Bashar Hajjo, Exploring the Effectiveness of Traditional Image Forensics Against AI-Based Image Inpainting, Bachelor’s Thesis, October 2025
  • Milan Atanasov, Gear Flank Surface Fatigue Quantification using Deep Learning, Bachelor’s Thesis, September 2025
  • Rahman Taleghani Zolpirani, On the Computation of Relative Flatness in Convolutional Layers, Master’s Thesis, September 2025
  • Kamil Danyal Turpcu, Exploring Zero-Shot Entropy-Based Detectors for AI-Generated Images, Bachelor’s Thesis, September 2025
  • Hiba Hajjo, Exploring Machine Learning Methods for Time Series Anomaly Detection: The ESA Spacecraft Challenge, Bachelor’s Thesis, August 2025
  • Ersan Aygün, Visual Anomaly Detection on Steel Band Surfaces, Master’s Thesis, July 2025
  • Ahmed Elmezayn, Leveraging Feature Extraction for Efficient AI-Generated Image Detection, Bachelor’s Thesis, March 2025
  • Shawkat Hesso, Investigating Vocoder Fingerprints for Spoofed Speech Detection, Bachelor’s Thesis, March 2025
  • Simon Tintrop, Unsupervised AI in 3D CT Scan Anomaly Detection, Bachelor’s Thesis, March 2025
  • Christopher Kakerow, Exploring the Impact of Image Complexity on Reconstruction-Based Deepfake Detection, Bachelor’s Thesis, January 2025
  • Julian Vogt, Aligning Large Language Models During Inference Time, Master’s Thesis, December 2024
  • Michelle Breitkopf, Augmenting Large Language Model’s Knowledge Using External Sources Without Finetuning, Master’s Thesis, December 2024
  • Georgy Chernov, A Comparative Analysis of Text Detection and Recognition Methods for Shipping Container Numbers, Master’s Thesis, December 2024
  • Roman Resner, Tiefe Analyse der unsicherheitsbasierten Erkennung von adversialen Attacken in der semantischen Segmentierung, Master’s Thesis, December 2024
  • Nils Brämer, Deep Learning based defect detection on ceramic cores, Master’s Thesis, August 2024