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
Physicist, Researcher &
Science Communicator
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.
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!
Cover article
Advanced Science 13, 21 (2026) · Article e74957
A method that generates microscopy-style histological images directly from 3D X-ray scans of excised tissue — letting researchers navigate a specimen’s full 3D volume in a familiar histological format, without destroying it in the process.
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
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.
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.
P.M. magazine · Jul 2026
Interview about my virtual histology research in Germany’s second-largest popular-science magazine. We discuss how 3D X-ray imaging of excised tissue could improve cancer diagnostics, letting doctors examine tumors without slicing them into thin sections.
TUM press release · Mar 2026
TUM feature on an advanced X-ray imaging technique that extracts more information from biological specimens while lowering radiation dose.
Hereon press release · Jan 2026
Press release on a 3D X-ray method that brings standard histology staining together with whole-specimen imaging, so researchers can see tissue structure in 3D rather than only in thin 2D sections.
FastForwardScience · 2025
Award-winning short explainer video on why medical X-rays have been monochrome for over a century and how spectral X-ray imaging is finally adding color. The technique distinguishes materials by their energy-dependent attenuation, with the goal of catching disease earlier and more reliably.
Young Scientist Award — Long Best Debut Video · FastForwardScience 2025
Photo: Simon Esser / Wissenschaft im Dialog
Peer-reviewed. Full, up-to-date list on ORCID and Google Scholar.
Advanced Science · 2026 · Cover article
First method to generate stain-specific 3D maps directly from X-ray scans of excised tissue, letting researchers explore a full specimen in the familiar language of histology — without physically sectioning it.
Optica · 2026
Extracts three simultaneous contrast channels — attenuation, phase, and dark-field — while keeping radiation dose as low as physically possible, maximizing information per absorbed dose. Particularly relevant for imaging sensitive biological tissue at synchrotron sources.
IEEE Transactions on Image Processing · 2026
Stitches overlapping modulator scans to image specimens significantly larger than the detector field of view, making phase and dark-field tomography practical for samples that would otherwise not fit.
Scientific Reports · 2024
Demonstrates real-time dark-field CT tracking of the ice front during tissue cryoablation, a minimally invasive cancer treatment, providing multimodal feedback that enables better control of the treatment procedure.
Light: Science & Applications · 2026
Directional dark-field signal measured for the first time in a nanoscale full-field X-ray microscope, revealing oriented nanostructures within specimens at sub-micron resolution.
Scientific Reports · 2024
Removes noise artifacts from grating-based CT without needing paired clean/noisy training data — useful when ground-truth clean images are impossible to obtain experimentally.
Medical Physics · 2025
Dark-field mammography differentiates simple cysts from fibroadenomas — a capability conventional attenuation-based mammography cannot reliably provide — assessed in a clinical lesion study.
I work with researchers and institutions on scientific software, science communication websites, and explainer video production.
Essays on Medium about the surprising physics of everyday things, and the stories behind why we believe what we believe.
The best way to reach me is by email: mail [at] dominikjohn.com.
Technical University of Munich · Munich, Germany