Personal profile
Current research
neuroimaging; magnetic resonance imaging;positron emission tomography; serotonin system; feature selection; statistical learning
Main research areas
My research interests include the application of image processing, computer vision and machine learning techniques in medical imaging as well as the statistical interpretations of results retrieved in medical imaging problems.
Brief presentation
I am currently a researcher at the Neurobiology research unit at Rigshospitalet, Copenhagen and have since 1. September 2021 an appointment as associate professor at the Department for Computer Science at the University of Copenhagen.
As a researcher, I aim to utilize my inter-disciplinary background – physics, computer science and neuroimaging - to push the boundaries for what is considered feasible. My research focuses on the application of medical image processing and machine learning to clinical medical image data, mostly neuroscientific data (PET & MRI). Additionally, I aim to embrace Open Science principles in my research and am hence involved in data sharing initiatives such as the Brain Imaging Data Structure.
From a methodological perspective, I have worked on tools for preprocessing, segmentation and registration of X-ray, MRI and PET images as well as the statistical interpretation of results retrieved in medical imaging. My work builds on my extensive expertise in physics and medical image analysis, as well as my experience working in an inter-disciplinary environment at Rigshospitalet and the Department of Computer Science at the University of Copenhagen.
My NRU homepage: https://nru.dk/index.php/staff-list/post-docs/62-melanie-ganz-benjaminsen
My personal homepage: https://sites.google.com/view/melanieganz/home
External positions
Associate professor, Image Analysis, Computational Modelling and Geometry, University of Copenhagen
1 Sept 2021 → …
Assistant professor, Department of Computer Science, University of Copenhagen
1 May 2017 → 31 Aug 2021
Postdoc, Department of Computer Science
1 Nov 2011 → 31 Oct 2013
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Collaborations and top research areas from the last five years
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Clinically validated dataset of 435 human colons segmented from CT colonography
Finocchiaro, M., Stern, R., Vilhelmsborg, R., Smith, A. G., Petersen, J., Cold, K., Konge, L., Erleben, K. & Ganz, M., 14 Jan 2026, In: Scientific Data. 13, 1, 199.Research output: Contribution to journal › Journal article › Research › peer-review
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Generating Realistic Synthetic Motion Curves for MRI Retrospective Motion Correction
Georgiev, H., Sheye, J., Wyburd, M., Petersen, J., Beliveau, V. & Ganz, M., 2026, Reconstruction and Imaging Motion Estimation, and Graphs in Biomedical Image Analysis - 1st International Workshop, RIME 2025, and 7th International Workshop, GRAIL 2025, Proceedings. Felsner, L., Küstner, T., Maier, A., Qin, C., Ahmadi, S.-A., Kazi, A. & Hu, X. (eds.). Springer Science and Business Media Deutschland GmbH, p. 108-117 10 p. (Lecture Notes in Computer Science, Vol. 16150 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review
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Independent evaluation of deep learning models for detecting focal cortical dysplasia
Kaas, H., Prener, M., Ganz, M., Knudsen, G. M., Pinborg, L. H. & Beliveau, V., May 2026, In: Epilepsy Research. 223, 107778.Research output: Contribution to journal › Journal article › Research › peer-review
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Inter-individual variability of neurotransmitter receptor and transporter density in the human brain
Hansen, J. Y., Tuisku, J., Johansson, J., Chang, Z., McGinnity, C. J., Beliveau, V., Guimond, S., Ganz, M., Nørgaard, M., Galovic, M., Bezgin, G., Cox, S. M. L., Hietala, J., Leyton, M., Kobayashi, E., Rosa-Neto, P., Funck, T., Palomero-Gallagher, N., Knudsen, G. M. & Marsden, P. & 4 others, , 13 Jan 2026, In: Brain Structure and Function. 231, 1, 13.Research output: Contribution to journal › Journal article › Research › peer-review
1 Citation (Scopus) -
Prediction of brain age using structural magnetic resonance imaging: a comparison of clinical utility of publicly available software packages
Dörfel, R. P., Ozenne, B., Ganz, M., Svensson, J. E. & Plavén-Sigray, P., Jan 2026, In: EBioMedicine. 123, 106094.Research output: Contribution to journal › Journal article › Research › peer-review
2 Citations (Scopus)