- Semantic-Aware LiDAR Point Cloud Compression for Autonomous Driving
Supervisor: Xiumei Li, M.Sc.
Faculty: Prof. Dr.-Ing. André Kaup
Begin: 10.09.2026 - Learning-Based Sensor Data Quality Assessment for Mobility Applications: OOD-Based RGB Camera Anomaly Detection and LiDAR-Based Weather and Road-Surface Classification
Supervisor: Prof. Dr. Vasileios Belagiannis
Faculty: Prof. Dr. Vasileios Belagiannis
Begin: 14.08.2026 - Time-Series Forecasting for Anomaly Detection in Multivariate Sensor Data for Critical Infrastructure Monitoring
Supervisor: Dr.-Ing. Heiner Löllmann
Faculty: Prof. Dr.-Ing. André Kaup
Begin: 03.08.2026 - Radar Perception for Autonomous Driving using Deep Learning
Supervisor: Azhar Hussian, M.Sc.
Faculty: Prof. Dr. Vasileios Belagiannis
Begin: 31.07.2026 - Regularization of Multitask World Models Through Goal Envisioning
Supervisor: Rohan Asthana, M.Sc.
Faculty: Prof. Dr. Vasileios Belagiannis
Begin: 15.07.2026 - Out-of-Distribution Detection with Joint Embedding Predictive Architectures
Supervisor: Marc Hölle, M.Sc.
Faculty: Prof. Dr. Vasileios Belagiannis
Begin: 01.07.2026 - Towards Multi-modal Aerial Perception with 3D Semantic Label Propagation
Supervisor: Prof. Dr. Vasileios Belagiannis
Faculty: Prof. Dr. Vasileios Belagiannis
Begin: 01.07.2026 - Early Warning Prediction of Complete Station Shutdown in Critical Infrastructure: A Case Study on Hydrogen Refueling Stations
Supervisor: Dr.-Ing. Heiner Löllmann
Faculty: Prof. Dr.-Ing. Sebastian Schlecht
Begin: 01.07.2026 - Improving Learned Wavelet Coding for Multi-View Image Compression
Supervisor: Anna Meyer, M.Sc.
Faculty: Prof. Dr.-Ing. André Kaup
Begin: 23.06.2026 - Design and Evaluation of a CNN-Based RGB-ToF Sensor Fusion Pipeline for Object-Aware Depth Estimation in Embedded Vision Systems
Supervisor: Katja Kossira, M.Sc.
Faculty: Prof. Dr.-Ing. André Kaup
Begin: 15.06.2026 - Point Cloud Attribute Compression with Improved Spatial Context Modeling
Supervisor: Xiumei Li, M.Sc.
Faculty: Prof. Dr.-Ing. André Kaup
Begin: 10.06.2026 - Scalable Point Cloud Attribute Compression
Supervisor: Xiumei Li, M.Sc.
Faculty: Prof. Dr.-Ing. André Kaup
Begin: 10.06.2026 - Towards World Action Models: Diagnosing the Role of Latent Future Prediction in Vision-Language-Action Policies
Supervisor: Leonhard Kraft, M.Sc.
Faculty: Prof. Dr. Vasileios Belagiannis
Begin: 01.06.2026 - Learning-Based Refinement of Binned Sensor Image Reconstruction
Supervisor: Teresa Stürzenhofäcker, M.Sc.
Faculty: Prof. Dr.-Ing. André Kaup
Begin: 01.06.2026 - Development of a Guided Sharpening Network for Short Wave Infrared Images Using Graph Regularization
Supervisor: Katja Kossira, M.Sc.
Faculty: Prof. Dr.-Ing. André Kaup
Begin: 18.05.2026 - Cross-Linked Object Mask Refinement Using Pixel-wise Classification
Supervisor: Katja Kossira, M.Sc.
Faculty: Prof. Dr.-Ing. André Kaup
Begin: 11.05.2026 - A Hybrid Explainable Machine Learning Framework for Scalable Analysis of Automotive Software Test Reports
Supervisor: Prof. Dr. Vasileios Belagiannis
Faculty: Prof. Dr. Vasileios Belagiannis
Begin: 04.05.2026 - Compression of 4D Volumetric Medical Data using Learned Wavelet Coding
Supervisor: Anna Meyer, M.Sc.
Faculty: Prof. Dr.-Ing. André Kaup
Begin: 30.04.2026 - Unrolling an Iterative Image Reconstruction Strategy into a Neural Network
Supervisor: Teresa Stürzenhofäcker, M.Sc.
Faculty: Prof. Dr.-Ing. André Kaup
Begin: 20.04.2026 - Assessing Cross-View Generalization of Deep Models for Remote PPG Estimation
Supervisor: Prof. Dr. Vasileios Belagiannis
Faculty: Prof. Dr. Vasileios Belagiannis
Begin: 15.04.2026 - Hyperspectral Deep Learning for Water Quality Assessments
Supervisor: Katja Kossira, M.Sc.
Faculty: Prof. Dr.-Ing. André Kaup
Begin: 01.04.2026 - Variance Reduction in Monte Carlo-Based Radar Simulations with Machine Learning
Supervisor: Azhar Hussian, M.Sc.
Faculty: Prof. Dr. Vasileios Belagiannis
Begin: 15.03.2026 - Investigating the Impact of Point Cloud Upsampling on 3D Object Detection Performance
Supervisor: Marina Ritthaler, M.Sc.
Faculty: Prof. Dr.-Ing. André Kaup
Begin: 02.03.2026