Curriculum Vitae
| Dez 2021 – heute | Wissenschaftlicher Mitarbeiter, Lehr- und Forschungsgebiet für Physik der molekularen Bildgebungssysteme, RWTH Aachen University |
| Okt 2019 – Nov 2021 | M.Sc. Physik, RWTH Aachen University (Spezialisierung: Exp. Teilchenphysik, Machine Learning, Med. Bildgebung) |
| Okt 2016 – Okt 2019 | B.Sc. Physik, RWTH Aachen University |
Ehrungen und Auszeichnungen
| Nov 2023 | IEEE NPSS Christopher J. Thompson Student Paper Award |
Forschungsfelder
- Physics-informed Machine Learning
- Explainable AI
- TOF-PET
Publikationen
Journal Publications
2024
Naunheim, Stephan, Mueller, Florian, Nadig, Vanessa, Kuhl, Yannick, Breuer, Johannes, Zhang, Nan, Cho, Sanghee, Kapusta, Maciej, Mintzer, Robert, Judenhofer, Martin and Schulz, Volkmar
Holistic Evaluation of a Machine Learning-based Timing Calibration for PET Detectors under Varying Data Sparsity
In: Physics in Medicine & Biology
Holistic Evaluation of a Machine Learning-based Timing Calibration for PET Detectors under Varying Data Sparsity
In: Physics in Medicine & Biology
2023
Naunheim, Stephan, Kuhl, Yannick, Schug, David, Schulz, Volkmar and Mueller, Florian
Improving the Timing Resolution of Positron Emission Tomography Detectors Using Boosted Learning—A Residual Physics Approach
In: IEEE Transactions on Neural Networks and Learning Systems
Improving the Timing Resolution of Positron Emission Tomography Detectors Using Boosted Learning—A Residual Physics Approach
In: IEEE Transactions on Neural Networks and Learning Systems
2022
Naunheim, Stephan, Kuhl, Yannick, Solf, Torsten, Schug, David, Schulz, Volkmar and Mueller, Florian
Analysis of a convex time skew calibration for light sharing-based PET detectors
In: Physics in Medicine & Biology
Analysis of a convex time skew calibration for light sharing-based PET detectors
In: Physics in Medicine & Biology
Conference Publications
2024
Lavronenko, K., Paiva, L. Lopes de, Mueller, F., Schulz, V. and Naunheim, S.
Towards artificial data generation for accelerated PET detector ML-based timing calibration using GANs
In: 2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD)
Towards artificial data generation for accelerated PET detector ML-based timing calibration using GANs
In: 2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD)
2023
Bovelett, Matthias, Kuhl, Yannick, Naunheim, Stephan, Schug, David, Schulz, Volkmar and Mueller, Florian
Implementation and Evaluation of a 3D-dependend Energy-calibration algorithm
In: IEEE NSS MIC 2023
Implementation and Evaluation of a 3D-dependend Energy-calibration algorithm
In: IEEE NSS MIC 2023
2022
Naunheim, Stephan, Kuhl, Yannick, Weissler, Bjoern, Schug, David, Radermacher, Harald, Mueller, Florian, Nadig, Vanessa, Yin, Laiyin, Krueger, Karl, Peters, Max, Gebhardt, Pierre, Groß-Weege, Nicolas, Nolte, Teresa, Gegenmantel, Eike, Borgo, Martino, van der Berghe, J, Gareis, D, Celik, T, Aussenhofer, Sebastian, Salomon, Andre, Schaart, Dennis R, Bakker, René, J, Langen K, Kuhl, Christiane and Schulz, Volkmar
The HYPMED PET/MRI Insert for Enhanced Diagnosis of Breast Cancer
In: PSMR 2022 Elba
The HYPMED PET/MRI Insert for Enhanced Diagnosis of Breast Cancer
In: PSMR 2022 Elba
2022
Naunheim, Stephan, Kuhl, Yannick, Weissler, Bjoern, Schug, David, Radermacher, Harald, Mueller, Florian, Nadig, Vanessa, Yin, Laiyin, Krueger, Karl, Peters, Max, Gebhardt, Pierre, Groß-Weege, Nicolas, Nolte, Teresa, Gegenmantel, Eike, Borgo, Martino, van der Berghe, J, Gareis, D, Celik, T, Aussenhofer, Sebastian, Salomon, Andre, Schaart, Dennis R, Bakker, René, J, Langen K, Kuhl, Christiane and Schulz, Volkmar
Enhanced Diagnosis of Breast Cancer With The HYPMED PET/MRI Insert
In: IEEE NSS MIC 2022
Enhanced Diagnosis of Breast Cancer With The HYPMED PET/MRI Insert
In: IEEE NSS MIC 2022
2021
Naunheim, Stephan, Solf, Torsten, Kuhl, Yannick, Schug, David, Schulz, Volkmar and Mueller, Florian
Exploring Timing Resolution Limits of Cost-Effective DOI-capable Semi-Monolithic Detectors for Total-Body PET
In: Total-Body PET Conference
Exploring Timing Resolution Limits of Cost-Effective DOI-capable Semi-Monolithic Detectors for Total-Body PET
In: Total-Body PET Conference
Lehre
Betreute Abschlussarbeiten:
- Luis Lopes de Paiva, “Accelerating a Residual Physics-based Timing Calibration for Positron Emission Tomography Detectors – Analysis of Different Spatial Sampling Strategies”, Bachelor Thesis
- Thilo Masbaum, “Initial Simulation Studies on the Usage of Plastic Scintillators as Radiation Detectors for Positron Emission Tomography”, Bachelor Thesis
- Moritz Rautenberg, “Initial Monte-Carlo Simulations in GATE for a PET-Scanner Featuring an Integrated Local Detector”, Bachelor Thesis
- Timm Vordermark, “A Machine Learning-Driven Timing Calibration for PET Detectors: Analysis of Feature Engineering and Statistical Sampling Effects”, Bachelor Thesis
- Jana Hermes, “Impact of Different In-Plane Source Distributions on a Residual Physics-based Timing Calibration of Positron Emission Tomography Detectors”, Bachelor Thesis
- Niclas Marschall, “Analysis of Positron Emission Tomography Detector Waveforms using Machine Learning for Depth of Interaction-based Time of Flight Corrections”, Bachelor Thesis
- Kostiantyn Lavronenko, “Deep Neural Network-based Data Generation for Improved Coincidence Timing Resolution in TOF-PET”, Master Thesis