Merlin Nau
Merlin Nau, M. Sc.
Academic CV
- Since 06/2021:
PhD student at the Pattern Recognition Lab, FAU Erlangen-Nürnberg (FAU), Germany
In cooperation with Siemens Healthineers Molecular Imaging, USA and Clinic of Nuclear Medicine, University Hospital Erlangen, Germany - 04/2018-04/2021:
M. Sc. Medical Engineering – Image and Data Processing, FAU Erlangen-Nürnberg, Germany - 08/2020-01/2021:
Master Thesis at Computational Photography Lab, Northwestern University, USA - 10/2014-04/2018
B. Sc. Medical Engineering – Imaging Systems, FAU Erlangen-Nürnberg, Germany - 08/2017-01/2018
Exchange student – Umeå University, Sweden
Research Interests
- System and reconstruction noise modeling, characterization, and optimization
- Quantum annealing for inverse problems
- Quantum computing in machine learning
- Radiomics in SPECT imaging
Projects
No projects found.
Publications
2024
Conference Contributions
Improving Hybrid Quantum Annealing Tomographic Image Reconstruction with Regularization Strategies
German Conference on Medical Image Computing - Bildverarbeitung für die Medizin (Erlangen, March 10, 2024 - March 12, 2024)
In: Andreas Maier, Thomas M. Deserno, Heinz Handels, Klaus Maier-Hein, Christoph Palm, Thomas Tolxdorff (ed.): Bildverarbeitung für die Medizin 2024. BVM 2024, Wiesbaden: 2024
DOI: 10.1007/978-3-658-44037-4_3
BibTeX: Download
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2023
Journal Articles
Exploring the Limitations of Hybrid Adiabatic Quantum Computing for Emission Tomography Reconstruction
In: Journal of Imaging 9 (2023), Article No.: 221
ISSN: 2313-433X
DOI: 10.3390/jimaging9100221
URL: https://www.mdpi.com/2313-433X/9/10/221
BibTeX: Download
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Continuous Non-Invasive Blood Pressure Measurement Using 60 GHz-Radar—A Feasibility Study
In: Sensors 23 (2023), p. 4111
ISSN: 1424-8220
DOI: 10.3390/s23084111
BibTeX: Download
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Conference Contributions
Computing Null Space Hallucinations on Simulated SPECT Image Reconstructions
2023 IEEE Nuclear Science Symposium, Medical Imaging Conference and International Symposium on Room-Temperature Semiconductor Detectors (NSS MIC RTSD) (Vancouver, BC, Canada, November 4, 2023 - November 11, 2023)
DOI: 10.1109/NSSMICRTSD49126.2023.10338608
URL: https://ieeexplore.ieee.org/abstract/document/10338608
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2022
Conference Contributions
Skinscan: 3D Dermatologic Diagnosis and Documentation with Commodity Devices
Asilomar Conference on Signals, Systems, and Computers (Pacific Grove, United States, October 31, 2021 - November 3, 2021)
In: IEEE (ed.): Asilomar Proceedings 2022
DOI: 10.1109/IEEECONF53345.2021.9723389
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2021
Conference Contributions
Skinscan: Low-Cost 3D-Scanning for Dermatologic Diagnosis and Documentation
2021 IEEE International Conference on Image Processing (ICIP) (Anchorage, AK, USA, September 19, 2021 - September 22, 2021)
DOI: 10.1109/ICIP42928.2021.9506335
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2020
Conference Contributions
Open source simulation of fixational eye drift motion in oct scans: Towards better comparability and accuracy in retrospective OCT motion correction
International workshop on Algorithmen - Systeme - Anwendungen, 2020 (Berlin, March 15, 2020 - March 17, 2020)
In: Thomas Tolxdorff, Thomas M. Deserno, Heinz Handels, Andreas Maier, Klaus H. Maier-Hein, Christoph Palm (ed.): Informatik aktuell 2020
DOI: 10.1007/978-3-658-29267-6_56
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Students Theses
Student | Title | Type | Status |
---|---|---|---|
Felix Damm | Evaluation of Quantum Annealing based Projection Selection for Emission Tomography | Project | finished |
Karlo Gabriel Fonseca Yakovenko | Quantum Machine Learning Techniques in Medical Image Classification: Simulation and Hardware | MA thesis | finished |
Leyi Tang | Data Encoding, Parameterization and Generalization of Quantum Machine Learning for Medical Imaging | MA thesis | finished |
Felix Damm | Tomographic Projection Selection with Quantum Annealing | BA thesis | finished |
Christoph Klug | Matrix Operations for Applications in Quantum Annealing | Project | finished |
Hassen Ben | Development of a comprehensive SPECT phantom dataset using Monte Carlo Simulation | Project | finished |
Nastassia Vysotskaya | Continuous Non-Invasive Blood Pressure Measurement Using 60GHz-Radar – A Feasibility Study | MA thesis | finished |
Lectures
No matching records found.
Talks
2024
- German Workshop on Medical Image Processing, Erlangen, 11.02.2024: Improving Hybrid Quantum Annealing Tomographic Image Reconstruction (3rd best paper award)
- London Center for Nanotechnology, UCL, London, UK, 05.06.2024: Applications of quantum annealing in medical imaging and machine learning
- Applied Quantum Computing, LMU, München, 02.06.2024: Applied Quantum Computing for Medical Imaging
2023
- D-Wave Webinar, 28.02.2023: Quantum Annealing for Medical Image Reconstruction
- International Network on Quantum Annealing Seminar, 30.05.2023: Hybrid quantum annealing for tomographic image reconstruction – opportunities and limitations
- FAU – Department of Physics, Quantum Theory Seminar, 21.06.2023: Applications of Quantum Computing in Medical Image Reconstruction and Classification
- Siemens Healthineers Innovation Center, Erlangen, 06.07.2023: Initial Assessment of Hybrid Adiabatic Quantum Computing for Emission Tomography Reconstruction
2022
- Q2B Silicon Valley, Santa Clara, CA, USA, 06.12.2022: Quantum Computing for Medical Image Reconstruction