July 2025 // Journal article
Combining Machine Learning With Real-World Data to Identify Gaps in Clinical Practice Guidelines: Feasibility Study Using the Prospective German Stroke Registry and the National Acute Ischemic Stroke Guidelines
JMIR Medical Informatics
Sandrine Müller; Susanne Diekmann; Markus Wenzel; Horst Karl Hahn; Johannes Tuennerhoff; Ulrike Ernemann; Florian Hennersdorf; Max Westphal; Sven Poli
July 2024 // Journal article
Making Epidemiological and Clinical Studies FAIR Using the Example of COVID-19
Database spectrum
Iris Pigeot; Wolfgang Ahrens; Johannes Darms; Juliane Fluck; Martin Golebiewski; Horst K. Hahn; Xiaoming Hu; Timm Intemann; Elisa Kasbohm; Toralf Kirsten; Sebastian Klammt; Sophie Anne Ines Klopfenstein; Bianca Lassen-Schmidt; Manuela Peters; Ulrich Sax; Dagmar Waltemath; Carsten Oliver Schmidt
2024 // Conference paper
Annotation-Efficient Strategy for Segmentation of 3D Body Composition
Proceedings of Machine Learning Research
Philipp, L.; de Rooij, M.; Hermans, J.; Rutten, M.; Hahn, H.; van Ginneken, B.; Hering, A.
2024 // Journal article
Cooperative AI training for cardiothoracic segmentation in computed tomography: An iterative multi-center annotation approach
European Journal of Radiology
Lassen-Schmidt, B.; Baessler, B.; Gutberlet, M.; Berger, J.; Brendel, J.M.; Bucher, A.M.; Emrich, T.; Fervers, P.; Kottlors, J.; Kuhl, P.; May, M.S.; Penzkofer, T.; Persigehl, T.; Renz, D.; Sähn, M.-J.; Siegler, L.; Kohlmann, P.; Köhn, A.; Link, F.; Meine, H.; Thiemann, M.T.; Hahn, H.K.; Sieren, M.M.
2024 // Conference paper
Deformable current-prior registration of DCE breast MR images on multi-site data
Progress in Biomedical Optics and Imaging - Proceedings of SPIE
Geissler, K.; Ambroladze, A.; Papenberg, N.; Koller, T.L.; Amer, H.; Fallenberg, E.M.; Kurt, S.A.; Ingrisch, M.; Hahn, H.K.
2024 // Journal article
Improving assessment of lesions in longitudinal CT scans: a bi-institutional reader study on an AI-assisted registration and volumetric segmentation workflow
International Journal of Computer Assisted Radiology and Surgery
Hering, A.; Westphal, M.; Gerken, A.; Almansour, H.; Maurer, M.; Geisler, B.; Kohlbrandt, T.; Eigentler, T.; Amaral, T.; Lessmann, N.; Gatidis, S.; Hahn, H.; Nikolaou, K.; Othman, A.; Moltz, J.; Peisen, F.
2024 // Journal article
Radiomics workflow definition & challenges - German priority program 2177 consensus statement on clinically applied radiomics
Insights into Imaging
Floca, R.; Bohn, J.; Haux, C.; Wiestler, B.; Zöllner, F.G.; Reinke, A.; Weiß, J.; Nolden, M.; Albert, S.; Persigehl, T.; Norajitra, T.; Baeßler, B.; Dewey, M. Braren, R.; Büchert, M.; Fallenberg, E.M.; Galldiks, N.; Gerken, A.; Götz, M.; Hahn, H.K.; Haubold, J.; Haueise, T.; Große Hokamp, N.; Ingrisch, M.; Iuga, A.-I.; Janoschke, M.; Jung, M.; Kiefer, L.S.; Lohmann, P.; Machann, J.; Moltz, J.H.; Nattenmüller, J.; Nonnenmacher, T.; Oerther, B.; Othman, A.E.; Peisen, F.; Schick, F.; Umutlu, L.; Wichtmann, B.D.; Zhao, W.; Caspers, S.; Schlemmer, H.-P.; Schlett, C.L.; Maier-Hein, K.; Bamberg, F.
2023 // Journal article
A machine learning method for the identification and characterization of novel COVID-19 drug targets
Scientific Reports
Schultz, B.; DeLong, L.N.; Masny, A.; Lentzen, M.; Raschka, T.; van Dijk, D.; Zaliani, A.; Hansen, A.F.; Sabine; Rüping, K.S.; Burmeister, J.; Kohlhammer, J.; Sarau, G.; Christiansen, S.; Kannt, A.; Foldenauer, A.C.; Claussen, C.; Resch, E.; Frank, K.; Gribbon, P.; Kuzikov, M.; Keminer, O.; Laue, H.; Hahn, H.; Hirsch, J.; Wischnewski, M.; Günther, M.; Archipovas, S.; Kodamullil, A.T.; Gemünd, A.; Steinborn, C.; Ebeling, C.; Fernández, D.D.; Hermanowski, H.; Fröhlich, H.; Klein, J.; Jacobs, M.; Hofmann-Apitius, M.; Knieps, M.; Krapp, M.; Wendland, P.J.; Wegner, P.; Khatami, S.G.; Springstubbe, S.; Linden, T.; Fluck, J.
2023 // Conference paper
CNN-based Whole Breast Segmentation in Longitudinal High-risk MRI Study: Initial Findings on Quality vs Quantity of Training Annotations
Computer science current
Ambroladze, A.; Hahn, H.K.; Amer, H.; Ingrisch, M.; Gerken, A.; Wenzel, M.; Püsken, M.; Mittermeier, A.; Engel, C.; Schmutzler, R.; Fallenberg, E.M.
2023 // Conference paper
Iterative Method to Register Longitudinal MRI Acquisitions in Neurosurgical Context
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Canalini, L.; Klein, J.; Gerken, A.; Heldmann, S.; Hering, A.; Hahn, H.K.
2022 // Other
Comparison of different automatic solutions for resection cavity segmentation in postoperative MRI volumes including longitudinal acquisitions
arXiv
Canalini, L.; Klein, J.; de Barros, N.P.; Sima, D.M.; Miller, D.; Hahn, H.
2022 // Journal article
Radiomics Features of the Spleen as Surrogates for CT-Based Lymphoma Diagnosis and Subtype Differentiation
Cancers
Enke, J.S.; Moltz, J.H.; D'anastasi, M.; Kunz, W.G.; Schmidt, C.; Maurus, S.; Mühlberg, A.; Katzmann, A.; Sühling, M.; Hahn, H.; Nörenberg, D.; Huber, T.
2022 // Journal article
Robust Segmentation Models Using an Uncertainty Slice Sampling-Based Annotation Workflow
IEEE Access
Chlebus, G.; Schenk, A.; Hahn, H.K.; Van Ginneken, B.; Meine, H.
2021 // Journal article
Anisotropic 3D Multi-Stream CNN for Accurate Prostate Segmentation from Multi-Planar MRI
Computer Methods and Programs in Biomedicine
Meyer, A.; Chlebus, G.; Rak, M.; Schindele, D.; Schostak, M.; van Ginneken, B.; Schenk, A.; Meine, H.; Hahn, H.K.; Schreiber, A.; Hansen, C.
2021 // Journal article
Automation of data analysis in molecular cancer imaging and its potential impact on future clinical practice
Methods
Theek, B.; Magnuska, Z.; Gremse, F.; Hahn, H.; Schulz, V.; Kiessling, F.
2021 // Conference paper
Comparison of different automatic solutions for resection cavity segmentation in postoperative MRI volumes including longitudinal acquisitions
Progress in Biomedical Optics and Imaging - Proceedings of SPIE
Canalini, L.; Klein, J.; Pedrosa De Barros, N.; Sima, D.M.; Miller, D.; Hahn, H.
2021 // Journal article
Erratum: The International Radiomics Platform - An Initiative of the German and Austrian Radiological Societies - First Application Examples (Fortschr Röntgenstr (2021) 193 (276-288) DOI: 10.1055/a-1244-2775),Erratum: The International Radiomics Platform - An Initiative of the German and Austrian Radiological Societies - First Application Examples (Fortschr Röntgenstr (2021) 193 (276-288) DOI: 10.1055/a-1244-2775)
RoFo Advances in the field of Rontgen rays and imaging techniques
Overhoff, D.; Kohlmann, P.; Frydrychowicz, A.; Gatidis, S.; Loewe, C.; Moltz, J.; Kuhnigk, J.-M.; Gutberlet, M.; Winter, H.; Völker, M.; Hahn, H.; Schoenberg, S.O.; Attenberger, U.; Bamberg, F.; Baeßler, B.; Barkhausen, J.; Forsting, M.; Furtner-Srajer, J.; Hahn, H.K.; Herold, C.; Kaindl, A.; Kather, J.; Kikinis, R.; Krause, B.J.; Krombach, G.; Ladd, M.E.; Langs, G.; Lohwasser, S.; Lotz, J.; Pinto Dos Santos, D.; Prosch, H.; Winther, H.; Zimmermann, M.; Antoch, G.; Anton, F.; Dörfler, A.; Körber, F.; Layer, G.; Neumann, S.; Weßling, J.; Wucherer, M.; Forstner, R.; Gizewski, E.R.; Hausegger, K.A.; Heinz, G.; Sorantin, E.; Wicke, K.
2021 // Journal article
Making COVID-19 research data more accessible-building a nationwide information infrastructure,Making COVID-19 research data more accessible - building a nationwide information infrastructure
Bundesgesundheitsblatt - Health research - Health protection
Schmidt, C.O.; Fluck, J.; Golebiewski, M.; Grabenhenrich, L.; Hahn, H.; Kirsten, T.; Klammt, S.; Löbe, M.; Sax, U.; Thun, S.; Pigeot, I. Ahrens, W.; Darms, J.; Henke, J.; Hu, X.; Klopfenstein, S.; Langnickel, L.; Lassen-Schmidt, B.; Pohlabeln, H.; Lieser, M.; Näher, A.-F.; Scholz, M.; Vorisek, C.; Waltemath, D.; Wünsche, H.
2021 // Journal article
Quantitative imaging biomarkers of the whole liver tumor burden improve survival prediction in metastatic pancreatic cancer
Cancers
Gebauer, L.; Moltz, J.H.; Mühlberg, A.; Holch, J.W.; Huber, T.; Enke, J.; Jäger, N.; Haas, M.; Kruger, S.; Boeck, S.; Sühling, M.; Katzmann, A.; Hahn, H.; Kunz, W.G.; Heinemann, V.; Nörenberg, D.; Maurus, S.
2021 // Other
Robust segmentation models using an uncertainty slice sampling based annotation workflow
arXiv
Chlebus, G.; Schenk, A.; Hahn, H.K.; van Ginneken, B.; Meine, H.
2021 // Other
The Brain Tumor Sequence Registration (BraTS-Reg) Challenge: Establishing Correspondence Between Pre-Operative and Follow-up MRI Scans of Diffuse Glioma Patients
arXiv
Baheti, B.; Chakrabarty, S.; Akbari, H.; Bilello, M.; Wiestler, B.; Schwarting, J.; Calabrese, E.; Rudie, J.; Abidi, S.; Mousa, M.; Villanueva-Meyer, J.; Fields, B.K.K.; Kofler, F.; Shinohara, R.T.; Iglesias, J.E.; Mok, T.C.W.; Chung, A.C.S.; Wodzinski, M.; Jurgas, A.; Marini, N.; Atzori, M.; Müller, H.; Grosbröhmer, C.; Siebert, H.; Hansen, L.; Heinrich, M.P.; Canalini, L.; Klein, J.; Gerken, A.; Heldmann, S.; Hering, A.; Hahn, H.K.; Meng, M.; Bi, L.; Feng, D.; Kim, J.; Zeineldinal, R.A.; Karar, M.E.; Mathis-Ullrich, F.; Burgert, O.; Abderezaei, J.; Pionteck, A.; Chopra, A.; Kurt, M.; Yan, K.; Yan, Y. Tang, Z.; Ma, J.; Nasser, S.A.; Kurian, N.C.; Meena, M.; Shamsi, S.; Sethi, A.; Tustison, N.J.; Avants, B.B.; Cook, P. Gee, J.C.; Tian, L.; Greer, H.; Niethammer, M.; Hoopesar, A.; Hoffmannas, M.; Dalcaar, A.V.; Christodoulidis, S.; Estiene, T.; Vakalopoulou, M.; Paragios, N.; Marcus, D.S.; Davatzikos, C.; Sotiras, A.; Menze, B.; Bakas, S.; Waldmannstetter, D.
2021 // Journal article
The International Radiomics Platform - An Initiative of the German and Austrian Radiological Societies - First Application Examples
RoFo Advances in the field of Rontgen rays and imaging techniques
Overhoff, D.; Kohlmann, P.; Frydrychowicz, A.; Gatidis, S.; Loewe, C.; Moltz, J.; Kuhnigk, J.-M.; Gutberlet, M.; Winter, H.; Völker, M.; Hahn, H.; Schoenberg, S.O.; Attenberger, U.; Bamberg, F.; Baeßler, B.; Barkhausen, J.; Forsting, M.; Furtner-Srajer, J.; Hahn, H.K.; Herold, C.; Kaindl, A.; Kather, J.; Kikinis, R.; Krause, B.J.; Krombach, G.; Ladd, M.E.; Langs, G.; Lohwasser, S.; Lotz, J.; Pinto Dos Santos, D.; Prosch, H.; Winther, H.; Zimmermann, M.; Antoch, G.; Anton, F.; Dörfler, A.; Körber, F.; Layer, G.; Neumann, S.; Weßling, J.; Wucherer, M.; Forstner, R.; Gizewski, E.R.; Hausegger, K.A.; Heinz, G.; Sorantin, E.; Wicke, K.
2020 // Other
Anisotropic 3D Multi-stream CNN for accurate prostate segmentation from Multi-Planar MRI
arXiv
Meyer, A.; Chlebus, G.; Rak, M.; Schindele, D.; Schostak, M.; van Ginneken, B.; Schenk, A.; Meine, H.; Hahn, H.K.; Schreiber, A.; Hansen, C.
2020 // Conference paper
Feasibility of End-To-End Trainable Two-Stage U-Net for Detection of Axillary Lymph Nodes in Contrast-Enhanced CT Based Scans on Sparse Annotations
Progress in Biomedical Optics and Imaging - Proceedings of SPIE
Altun, H.C.; Chlebus, G.; Jacobs, C.; Maine, H.; Van Ginneken, B.; Hahn, H.K.
2020 // Journal article
Implementation of eHealth and AI integrated diagnostics with multidisciplinary digitized data: are we ready from an international perspective?
European Radiology
Bukowski, M.; Farkas, R.; Beyan, O.; Moll, L.; Hahn, H.; Kiessling, F.; Schmitz-Rode, T.
