Physicist, Researcher &
Science Communicator

Dominik John

Abstract

I work on improving X-ray imaging methods to extract more information from medical and scientific images, using techniques that can reveal soft tissue, microscopic structure, and details that conventional scanners miss.

Portrait of Dr. Dominik John, physicist, researcher and science communicator at the Technical University of Munich

About

I’m a physicist and researcher at the Technical University of Munich, working on phase-contrast and dark-field X-ray imaging. These techniques turn what a conventional scanner throws away (the wave-like behavior of X-rays) into new contrast channels for medical and scientific imaging.

In practice this is a mix of applied physics, instrumentation, and data analysis: designing better acquisition schemes, writing data processing algorithms, and figuring out what the resulting images actually tell us. So far I’ve worked on dynamic dark-field tomography for monitoring cryoablation, high-efficiency phase microtomography at synchrotron sources, and X-ray virtual histology.

I like clear explanations and building things that actually work. I’m always open to collaborations, so if you have an interesting sample, an imaging problem, or an idea that might benefit from these methods, feel free to get in touch!

Research

Phase-contrast X-ray reconstruction

Phase-contrast & dark-field imaging

Exploiting the refractive index and small-angle scattering of X-rays for contrast channels beyond conventional attenuation, both at grating-based lab setups and at synchrotrons.

Fig. from IEEE TIP 2026 · CC-BY

Virtual histology stain-mapped tissue reconstruction

X-ray virtual histology

Getting anatomical and tissue-level information out of 3D X-ray scans to aid biomedical research and diagnosis, without physically cutting the sample the way conventional histology requires.

Dark-field CT monitoring of tissue freezing

Dynamic & functional tomography

Multimodal monitoring of dynamic processes, by adding phase-contrast and dark-field channels to conventional CT for enhanced contrast and quantitative information. One example: tracking tissue cryoablation as it happens.

Fig. from Sci. Rep. 14, 5599 (2024) · CC-BY

Media & Press

Publications

Peer-reviewed. Full, up-to-date list on ORCID and Google Scholar.

First Author

Co-Author3 papers · show ↓

Education

  1. 2023 — 2026 Dr. rer. nat., Technical University of Munich Awarded: summa cum laude (with highest honours). Thesis: Quantitative Modulation-based X-ray Microtomography. Developed methods using 2D modulator grids to imprint a known pattern on the X-ray beam and track its distortions, recovering phase, attenuation, and dark-field channels quantitatively. The resulting pipelines are now in routine use for user experiments at beamlines P05 and P07 at DESY (Helmholtz-Zentrum Hereon).
    Supervisor: Prof. Dr. Julia Herzen.
  2. 2025 Visiting Researcher, Monash University, Australia 6-month research stay with the X-ray Imaging Group of Prof. Dr. Kaye Morgan and Prof. Dr. David Paganin. Ran experiments at the MCT (Micro Computed Tomography) beamline of the Australian Synchrotron, collecting the main dataset for the Advanced Science paper on X-ray virtual histology.
  3. 2020 — 2022 M.Sc. Biomedical Engineering & Medical Physics, Technical University of Munich Best of cohort. Thesis: Dynamic X-ray dark-field tomography for monitoring of cryoablation
  4. 2017 — 2020 B.Sc. Physics, Technical University of Munich Graduated in top 10% of cohort

Awards

  1. 2025 FastForwardScience — Young Scientist Award (Long) & Best Debut Video First prize in two categories for the video “Why are X-ray images still black and white?”
  2. 2020 — 2022 Bayerische EliteAkademie — selective two-year programme Interdisciplinary training in responsible leadership, entrepreneurship, and ethics across residential modules

Services

I work with researchers and institutions on scientific software, science communication websites, and explainer video production.

See available services

Scientific software · Science communication · Video production

Writing

Essays on Medium about the surprising physics of everyday things, and the stories behind why we believe what we believe.

Read on Medium →

Contact

The best way to reach me is by email: .

Technical University of Munich · Munich, Germany