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.

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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
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article

Cross-institutional automated multilabel segmentation for acute intracerebral hemorrhage, intraventricular hemorrhage, and perihematomal edema on CT

Tobias Penzkofer, Georg Lukas Baumgaertner, Andrea Dell’Orco, Uta Hanning et al.
4 citations
Radiology Advances
Intracerebral and Subarachnoid Hemorrhage Research
5.56
article

Cross-institutional automated multilabel segmentation for acute intracerebral hemorrhage, intraventricular hemorrhage, and perihematomal edema on CT

Tobias Penzkofer, Georg Lukas Baumgaertner, Andrea Dell’Orco, Uta Hanning, Michael Scheel, Helge C. Kniep, Andrea Morotti, Sophia Schulze‐Weddige, Jawed Nawabi, Frieder Schlunk, Jana Sofie Weissflog, Maik Boehmer, Jens Fiehler, Peter Bernhard Sporns, Tobias Orth, Federico Mazzacane, Maik Schumann, Burak Han Akkurt
article en
4 citations

Abstract

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.

Radiology AdvancesVol. 2(2)
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)
Openalex Percentile: Top 5%
Intracerebral and Subarachnoid Hemorrhage Research
5.56
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