Cross-institutional automated multilabel segmentation for acute intracerebral hemorrhage, intraventricular hemorrhage, and perihematomal edema on CT
nnU-Net enables reliable, time-efficient segmentation of ICH, PHE, and IVH, validated across multicenter, multivendor datasets of spontaneous ICH, showing potential to enhance clinical workflows.
Authors
- Tobias Penzkofer (ORCID: https://orcid.org/0000-0001-9591-8575)
- Georg Lukas Baumgaertner (ORCID: https://orcid.org/0000-0003-3046-0019)
- Andrea Dell’Orco (ORCID: https://orcid.org/0000-0002-3964-8360)
- Uta Hanning (ORCID: https://orcid.org/0000-0002-7543-8555)
- Michael Scheel (ORCID: https://orcid.org/0000-0002-3505-2914)
- Helge C. Kniep (ORCID: https://orcid.org/0000-0001-5258-2370)
- Andrea Morotti (ORCID: https://orcid.org/0000-0002-6558-1155)
- Sophia Schulze‐Weddige (ORCID: https://orcid.org/0000-0003-4248-5563)
- Jawed Nawabi (ORCID: https://orcid.org/0000-0002-1137-0643)
- Frieder Schlunk (ORCID: https://orcid.org/0000-0002-1268-0627)
- Jana Sofie Weissflog (ORCID: https://orcid.org/0009-0001-8260-3205)
- Maik Boehmer
- Jens Fiehler (ORCID: https://orcid.org/0000-0001-8533-7478)
- Peter Bernhard Sporns (ORCID: https://orcid.org/0000-0002-3028-0539)
- Tobias Orth (ORCID: https://orcid.org/0000-0002-7829-5270)
- Federico Mazzacane (ORCID: https://orcid.org/0000-0002-2224-8002)
- Maik Schumann
- Burak Han Akkurt
Institutions
- Universität Hamburg (DE)
- University of Pavia (IT)
- University Medical Center Freiburg (DE)
- University Hospital of Basel (CH)
- Brescia University (US)
- Humboldt-Universität zu Berlin (DE)
- Fondazione Istituto Neurologico Nazionale Casimiro Mondino (IT)
- University Hospital Münster (DE)
- University Medical Center Hamburg-Eppendorf (DE)
- Fondazione FADOI (IT)
- Berlin Institute of Health at Charité - Universitätsmedizin Berlin (DE)
- Stadtspital Waid (CH)
- Freie Universität Berlin (DE)
- Charité - Universitätsmedizin Berlin (DE)
- University of Brescia (IT)
Publication Details
- Journal
- Radiology Advances
- Published
- 2025-03-01
- DOI
- https://doi.org/10.1093/radadv/umaf012
- Citations
- 4
- Primary Topic
- Intracerebral and Subarachnoid Hemorrhage Research
- Type
- article
- Field-Weighted Citation Impact
- 5.56