Ensemble-based uncertainty enables large-scale 3D segmentation quality control in population imaging

Tobias Norajitra, Tobias Nonnenmacher, Tobias Haueise, Fabian Isensee, Maximilian Zenk, Lea J. Michel, Jan Warszawski, Marc-Nicolas von Itter, Steffen Ringhof, Thoralf Niendorf, Jessica Krepel, Manuela Harries, Rafael Mikolajczyk, Jochen Hirsch, Daniel C. Hoinkiss, Thomas Kroencke, Josua Decker, Filippo Michelotti, Christoph M. Friedrich, Johannes Haubold, Tobias Pischon, Sigrid Thierry, Stefan N. Willich, Carsten O. Schmidt, Jakob Weiß, Susanne Rospleszcz, Hans-Ulrich Kauczor, Jürgen Machann, Fritz Schick, Christopher L. Schlett, Fabian Bamberg, Johanna Nattenmüller, Klaus Maier-Hein

Open source

DOI
10.1016/j.media.2026.104351
Published
2027-02
Container
Medical Image Analysis
Publisher
Elsevier BV
Open access
unknown

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BibTeX

@article{allodium:10.1016/j.media.2026.104351,
  title = {Ensemble-based uncertainty enables large-scale 3D segmentation quality control in population imaging},
  author = {Tobias Norajitra and Tobias Nonnenmacher and Tobias Haueise and Fabian Isensee and Maximilian Zenk and Lea J. Michel and Jan Warszawski and Marc-Nicolas von Itter and Steffen Ringhof and Thoralf Niendorf and Jessica Krepel and Manuela Harries and Rafael Mikolajczyk and Jochen Hirsch and Daniel C. Hoinkiss and Thomas Kroencke and Josua Decker and Filippo Michelotti and Christoph M. Friedrich and Johannes Haubold and Tobias Pischon and Sigrid Thierry and Stefan N. Willich and Carsten O. Schmidt and Jakob Weiß and Susanne Rospleszcz and Hans-Ulrich Kauczor and Jürgen Machann and Fritz Schick and Christopher L. Schlett and Fabian Bamberg and Johanna Nattenmüller and Klaus Maier-Hein},
  year = {2027},
  journal = {Medical Image Analysis},
  doi = {10.1016/j.media.2026.104351},
  url = {https://doi.org/10.1016/j.media.2026.104351}
}

RIS

TY  - JOUR
TI  - Ensemble-based uncertainty enables large-scale 3D segmentation quality control in population imaging
AU  - Tobias Norajitra
AU  - Tobias Nonnenmacher
AU  - Tobias Haueise
AU  - Fabian Isensee
AU  - Maximilian Zenk
AU  - Lea J. Michel
AU  - Jan Warszawski
AU  - Marc-Nicolas von Itter
AU  - Steffen Ringhof
AU  - Thoralf Niendorf
AU  - Jessica Krepel
AU  - Manuela Harries
AU  - Rafael Mikolajczyk
AU  - Jochen Hirsch
AU  - Daniel C. Hoinkiss
AU  - Thomas Kroencke
AU  - Josua Decker
AU  - Filippo Michelotti
AU  - Christoph M. Friedrich
AU  - Johannes Haubold
AU  - Tobias Pischon
AU  - Sigrid Thierry
AU  - Stefan N. Willich
AU  - Carsten O. Schmidt
AU  - Jakob Weiß
AU  - Susanne Rospleszcz
AU  - Hans-Ulrich Kauczor
AU  - Jürgen Machann
AU  - Fritz Schick
AU  - Christopher L. Schlett
AU  - Fabian Bamberg
AU  - Johanna Nattenmüller
AU  - Klaus Maier-Hein
PY  - 2027
JO  - Medical Image Analysis
DO  - 10.1016/j.media.2026.104351
UR  - https://doi.org/10.1016/j.media.2026.104351
ER  -

APA

Norajitra, T., Nonnenmacher, T., Haueise, T., Isensee, F., Zenk, M., Michel, L. J., Warszawski, J., Itter, M. V., Ringhof, S., Niendorf, T., Krepel, J., Harries, M., Mikolajczyk, R., Hirsch, J., Hoinkiss, D. C., Kroencke, T., Decker, J., Michelotti, F., Friedrich, C. M., Haubold, J., Pischon, T., Thierry, S., Willich, S. N., Schmidt, C. O., Weiß, J., Rospleszcz, S., Kauczor, H., Machann, J., Schick, F., Schlett, C. L., Bamberg, F., Nattenmüller, J., & Maier-Hein, K. (2027). Ensemble-based uncertainty enables large-scale 3D segmentation quality control in population imaging. Medical Image Analysis. https://doi.org/10.1016/j.media.2026.104351

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