Master theses

On this page you will find a selection of exciting topics for Master's theses. The topics can also serve as inspiration for further ideas. Feel free to get in touch with the employees listed to find out more about the subject area and requirements.

Master's theses of the Prof. Becker group

The descriptions given in the following list under "Title" represent general topics for theses with the supervisors indicated in each case. If you are interested, simply contact the relevant person.


Title	Tutor
Decoding Decay - Real-Time Particle Detection from Point Clouds	M.Sc. Marc Neu M.Sc. Kai Unger
Spiking Neural Networks for Motion Planning in Pedestrian-rich Environments using Reinforcement Learning	M. Sc. Alexandru Vasilache M. Sc. Daniel Flögel
Automated and split Binding of Software Components to Execution Units on the Basis of Safety and Security Premises	M. Sc. Matthias Stammler
Automated Context Adaption of Iterative Software in Constraint Execution Environments	M. Sc. Matthias Stammler
Automated AI-based Placement of Early Exits in Deep Neural Networks	M. Sc. Matthias Stammler
Methodology for evaluating model-accelerator co-design in deep learning	M. Sc. Iris Fürst-Walter
Developing a mapping tool for adaptive AI accelerators	Fabian Lesniak, M.Sc.
Compiler-Based Integration of Neural Network Accelerators	M. Sc. Patrick Schmidt M.Sc. Marc Neu
Safe and Robust Machine Learning - Application / Co-Design Perspective	M.Sc. Julian Höfer
Safe and Robust Machine Learning - Hardware Perspective	M.Sc. Julian Höfer
Concept and development of high-performance hardware accelerators for neural networks	M. Sc. Patrick Schmidt M. Sc. Tim Hotfilter
Parallel result validation of AI accelerators using most neuron activation monitor	M. Sc. Matthias Stammler M. Sc. Patrick Schmidt
Sensor pen trajectory reconstruction using Spiking Neural Networks	Dipl.-Ing. Alexey Serdyuk Brian Pachideh

Master's theses of the Prof. Sax group

If you are interested in writing a thesis, please get in touch directly with the contact persons listed for the respective thesis.


Title	Tutor	Date
Concepts for the development of a prediction model for electrified buses	M. Sc. Carolin Junk M. Sc. Nikola Lukezic	ab 01 / 2024
Online parameterization of battery models using transfer learning of a pre-trained neural network with included online anomaly detection (AILERON)	M.Sc. Moritz Zink M.Sc. Susann Wunsch	ab 01 / 2024
Design of a use case concept for the definition of requirements and derivation of test cases for the vehicle control of rail vehicles	M. Sc. Nathalie Brenner, M. Sc. Nicole Kechler, M. Sc. Melanie Waßmer, M. Sc. Tanja Schneider	ab 01 / 2024
Development of an adaptive and intelligent strategy for charging electric coaches	M. Sc. Carolin Junk M. Sc. Nikola Lukezic	ab 02 / 2024
Sleepanalysis of elephants at Karlsruhe Zoo	M. Sc. Vitus Lüntzel	ab 02 / 2024
Conception of a model-driven process for vehicle control development	M.Sc. Moritz Zink, M.Sc. Jacqueline Henle, M.Sc. Tanja Schneider, M.Sc. Melanie Waßmer	ab 02 / 2024
Data mining for the investigation of energy saving potentials at Cuppamare	M. Sc. Ann-Therese Nägele	ab 03 / 2023
On the Road to „Automatisiertem Fahren“ – Umgebungsangepasste Sensorkonzepte	M. Sc. Nathalie Brenner M. Sc. Nicole Kechler Dipl.-Ing. Lukas Erlinghagen	ab 03 / 2023
Predictive diagnosis and detection of diseased trees.	M. Sc. Marc Schindewolf	ab 03 / 2023
Runtime calculation of CNNs	M. Sc. Yuna Haas	ab 03 / 2023
Secure integration of unknown modules in a plug&play architecture for the connected automated vehicle of tomorrow	M. Sc. Marc Schindewolf	ab 03 / 2023
Master's thesis on the use of generative AI in requirements engineering	M. Sc. Philipp Rigoll	ab 03 / 2024
Development of a machine learning-based methodology for semantic matching of model-based systems engineering sketches	M.Sc. Moritz Zink M.Sc. Daniel Grimm	ab 04 / 2023
Test & validation of perceptual functions - analysis and comparative study of different simulation environments	M.Sc. Christian Steinhauser	ab 04 / 2024
Integration test of a ‘control over the air’ approach for an automotive comfort function	M.Sc. Martin Sommer M.Sc. Maximilian Beck	ab 05 / 2024
Continuously Learning of Neural Networks	M. Sc. Daniel Baumann	ab 06 / 2024
Development of a cloud environment for the realization of OTA updates and the relocation of vehicle functions	M.Sc. Martin Sommer M.Sc. Luca Seidel	ab 07 / 2023
Data-driven safety specification with Contract Mining	M.Sc. Daniel Grimm M.Sc. Moritz Zink	ab 07 / 2024
Test environment for networked medical devices in the operating room	Dr. Claudia Nagel (Software Engineer Getinge) M. Sc. Andreas Puder (Software Engineer Getinge) M. Sc. Vitus Lüntzel (ITIV)	ab 07 / 2024
Investigation of Object Tracking Algorithms for Inter-Vehicle Gap Monitoring in Platooning Systems	M. Sc. Nikola Lukezic M. Sc. Luca Seidel	ab 07 / 2024
Entwicklung einer High Availability Fähigkeit im Kontext des Software-Defined Vehicles	M.Sc. Marc Schindewolf	ab 07 / 2024
Robust generation of cropped images in the context of stent production	M.Sc. Yuna Haas	ab 08 / 2023
Development of a process for dynamic function relocation of safety-critical vehicle functions	M. Sc. Daniel Baumann M. Sc. Martin Sommer	ab 08 / 2023
Automatic visual inspection with neural networks using the example of cardiovascular implants (stents)	M. Sc. Yuna Haas	ab 08 / 2024
Examination of the stent geometry for symmetries	M. Sc. Yuna Haas	ab 08 / 2024
Universal Plug&Play Architecture for the Connected Automated Vehicle of Tomorrow	M. Sc. Daniel Grimm M. Sc. Marc Schindewolf	ab 08 / 2024
Development of a sensor platform for behavior analysis of zoo animals	M. Sc. Vitus Lüntzel	ab 08 / 2024
AI based monitoring function for a prototype	M. Sc. Marc Schindewolf	ab 08 / 2024
Determination of similarities of scenarios for safeguarding highly automated driving functions.	M. Eng. Julian Fuchs	ab 08 / 2024
Online initial parameterization of a battery model at Daimler Buses	M.Sc. Susann Wunsch	ab 09 / 2023
Investigation of the suitability of 3D Gaussian splatting for generating static environments for photorealistic real-time simulations	M.Sc. Christian Steinhauser M.Sc. Carl Philipp Hohl	ab 11 / 2023
Image-based measurement of the mandrel’s movement speed in the context of an automated stent production	M.Sc. Yuna Haas	ab 11 / 2023
Cost-optimized deployment of cloud-based vehicle functions	M.Sc. Martin Sommer M.Sc. Daniel Baumann	ab 12 / 2023
Design and implementation of an interactive controller concept	M.Sc. David Kraus M.Sc. Julian Lorenz	ab 12 / 2023
Methods for Extending Functions using Intelligent Sensors in Automated Driving	M.Sc. David Kraus M.Sc. Julian Lorenz	ab 12 / 2023
Real-time capable edge discovery to utilize volatile interoperability between vehicles and IoT end devices	M.Sc. David Kraus M.Sc. Marc Schindewolf	ab 12 / 2023
Develop & build a data acquisition & analysis system for an AI-based "human-understanding" coffee machine.	M. Sc. Michael Müller M. Sc. David Kraus	from 10 / 2023
Development & evaluation of a ML concept for a "human understanding" coffee machine	M. Sc. Michael Müller M. Sc. Nicole Kechler	from 10 / 2023

Master's theses of the Prof. Stork group

If you are interested in writing a thesis, please get in touch directly with the contact persons listed for the respective thesis.


Title	Tutor	Date
Hyperparameter Optimization: Enhancing Model Efficiency and Accuracy in Machine Learning	M. Sc. Anqi Chu	ab 08 / 2024
Classification of coffee aromas using e-Nose and ML/KI	M. Sc. Markus Lehner	ab 08 / 2024
Energy-saving LoRa Mesh Network through wake-on-receive	M. Sc. Markus Lehner	ab 03 / 2024
Action recognition on video data using pose estimation	M.Sc. Oliver Werthwein	ab 04 / 2024
Generation of 3D models from image data for the telemedical treatment of psoriasis	M.Sc. Lara Schweickart	ab 02 / 2024
Further development of an ultrasound board for use in the telemedical treatment of psoriasis	M.Sc. Lara Schweickart	ab 02 / 2024
Design of a Mobile Application for Dementia Risk Factors Treatment	M. Sc. Marius Gerdes	ab 01 / 2024
Computer Vision and AI-Powered Vital Signs Analytics for Healthcare Applications	M.Sc. Gergely Biri	ab 10 / 2023
Data trustee for sovereign management and effective use of medical data in sleep research	M.Sc. Christina Erler	ab 08 / 2023
Design and development of blockchain-based systems in healthcare	M. Sc. Christina Erler	ab 08 / 2023
Perfusion analysis as part of an AI-based monitoring app for patients with chronic skin diseases	M.Sc. Julia Hofmann	ab 08 / 2023
Translational Research for the Scaling of Digital Health Applications	Dr.-Ing. Markus Schinle	ab 05 / 2023
Translational Research for the Scaling of Digital Health Applications	Dr.-Ing. Markus Schinle	ab 05 / 2023
Model-driven Approaches for Patient Reported Outcome Collection	Dr.-Ing. Markus Schinle	ab 05 / 2023
Gamification for Lifestyle Interventions	Dr.-Ing. Markus Schinle	ab 05 / 2023
Platform for the Treatment of Risk Factors in Dementia	Dr.-Ing. Markus Schinle	ab 05 / 2023
Privacy mechanisms for health screenings	M.Sc. Gergely Biri	ab 06 / 2023
Development of a self-learning machine learning pipeline for a mobile application supporting sports activity	M.Sc. Gergely Biri	ab 06 / 2023
Vitaldata Analytics with AI to Improve Healthcare Decision-Making	M.Sc. Gergely Biri	ab 06 / 2023
Impact of differential privacy procedures in data protection on the quality of trained AI models.	M.-Eng. Jens Juhl	ab 06 / 2023
Test Engineering for Medical Software	Dr.-Ing. Simon Stock	05 / 2023
Development of Digital Healthcare Applications (DiGA) for iOS and Android	Dr.-Ing. Simon Stock	ab 05 / 2023
Deep learning approach to driving behavior prediction with data fusion.	M. Sc. Anqi Chu M. Sc. Xiang Xie	ab 03 / 2023
Train your own AI agent with Reinforcement Learning: Gaming, dynamic controlling like a pro	M. Sc. Xiang Xie	ab 03 / 2023
Meta-learning: learning to learn. Generalization of neural network capability for task series	M. Sc. Anqi Chu	ab 06 / 2024
Apps as a medical device	Dr.-Ing. Simon Stock	ab 03 / 2023
METIS NEUROTEC - With AI against dementia	Dr.-Ing. Simon Stock Dr.-Ing. Markus Schinle M. Sc. Marius Gerdes	ab 03 / 2023
Design and implementation of a beam scanning system for lidar systems in the field of autonomous driving	M. Sc. Lintao Toni Fan	ab 03 / 2023
Design, evaluation and optimization of an optical sensor for wind parameter determination	M. Sc. Lintao Toni Fan	ab 03 / 2023
Embedded systems in brain-computer-interfaces (Eingebettet Systeme für Gehirn-Computer-Schnittstellen)	M. Sc. Marius Gerdes	ab 03 / 2023
Using Brain-Computer Interfaces for Human Vision Research.	Dr.-Ing. Simon Stock	ab 03 / 2023
Using artificial intelligence to detect particle motion in image captures	M. Sc. Lintao Toni Fan	ab 03 / 2023
Measurement method for distance determination with the help of a camera	M. Sc. Lintao Toni Fan	ab 03 / 2023
Development and implementation of an adaptive camera-based measurement system in the field of image processing	M. Sc. Lintao Toni Fan	ab 03 / 2023