Marius Winter

M.Sc.

Research Assistant
Institute of Signal Processing and System Theory

Contact

Pfaffenwaldring 47
70569 Stuttgart
Room: 2.239

Office Hours

Please feel free to schedule an appointment by sending an email, or you can drop by the office at your convenience to check if I'm available.
Besides Stuttgart, it is also possible to meet me at the University Hospital in Tübingen.

Subject

  • Semantic segmentation of human muscles in MR images
  • Extraction of relevant muscle features (biomarkers)
  • Investigation of the association of biomarkers with muscular changes and diseases

If you are interested in working on a thesis (BA/FA/MA) focused on topics such as feature selection/extraction, uncertainty estimation and explainability in machine learning, or related areas, we can arrange a meeting to discuss possibilities.

Update May, 5th 2026:

Due to the upcoming end of my contract, I am unfortunately unable to supervise any new theses.

For writing a thesis (BA/FA/MA) at the ISS, please feel free to contact the institute’s current PhD students directly if their specific research area (or ideally even one of their advertised thesis topics) appeals to you.

For medical topics, you can also try reaching out to the members of Prof. Thomas Küstner's midas.lab directly.

Ultraviolet photodetectors and readout based on a‐IGZO semiconductor technology
Journal of the Society for Information Display
2023-04-04 | Journal article
DOI: 10.1002/jsid.1202
Contributors: Yannick Schellander; Marius Winter; Maurice Schamber; Fabian Munkes; Patrick Schalberger; Harald Kuebler; Tilman Pfau; Norbert Fruehauf
 
Analysing Fat Fraction in Gluteus and Psoas Muscles of Smokers and Non-Smokers in a Big Cohort (GNC)
The European Society for Magnetic Resonance in Medicine and Biology Annual Scientific Meeting 2024 | Conference Contribution
Contributors: Marius Winter; Thomas Küstner; Fritz Schick; Bin Yang; Lena Sophie Kiefer
 
Predicting Diabetes Using Muscle Features from MRI and Tabular Data: A SHAP Analysis of a Large Cohort (NAKO)
International Society for Magnetic Resonance in Medicine Annual Meeting 2025 | Conference Contribution
Contributors: Marius Winter; Lena Sophie Kiefer; Fritz Schick; Bin Yang
 
Investigating Fat Fraction in Gluteus and Psoas Muscles Among Smokers and Non-Smokers in the German National Cohort (NAKO)
International Society for Magnetic Resonance in Medicine Annual Meeting 2025 | Conference Contribution
Contributors: Marius Winter; Bin Yang; Fritz Schick; Lena Sophie Kiefer
 
MR-Derived Skeletal Muscle Features as Predictors of Diabetes Risk in the German National Cohort
IEEE ISBI 2026 | Conference Contribution
April 8-11,2026 London, UK
Contributors: Marius Winter; Lena Kiefer; Bin Yang; Fritz Schick
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