nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation

• CLEAR: An Auditable Foundation Model for Radiology Grounded in Clinical Concepts

  2026 medRxiv preprint Medicine Artificial Intelligence in Healthcare and Education Open access

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• Low-Dose CT Quality Assurance at Scale: Automated Detection of Overscanning, Underscanning, and Image Noise

  2026 Life article Medicine Radiation Dose and Imaging Open access cited by 1 patent

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• Reducing manual workload in CT and MRI annotation with the Segment Anything Model 2

  2026 BMC Medical Imaging article Computer Science Medical Image Segmentation Techniques Open access

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• Comparing Methods for Uncertainty Estimation of Paraganglioma Growth Predictions

  2026 Journal of Otorhinolaryngology Hearing and Balance Medicine article Medicine Adrenal and Paraganglionic Tumors Open access

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• Clinical Application of Deep Learning for Spine MRI Interpretation: A Multicenter Evaluation of Artificial-Intelligence-Assisted versus Manual Reading on Diagnostic Agreement with the Reference Standard

  2026 Research article Engineering Medical Imaging and Analysis Open access

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• Aortic displacement and hemodynamics are abnormal in patients with Marfan syndrome: A combined four-dimensional balanced steady-state free precession and four-dimensional flow cardiac magnetic resonance study

  2026 Journal of Cardiovascular Magnetic Resonance article Biochemistry, Genetics and Molecular Biology Connective tissue disorders research Open access

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• ADNEX-AI: automated extraction of ultrasound predictors for interpretable ovarian cancer risk stratification

  2025 npj Precision Oncology article Computer Science AI in cancer detection Open access

  3

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• Differenzierung MR-tomographischer Arthrosephänotypen mithilfe von Techniken der Künstlichen Intelligenz

  2025 Die Orthopädie article Medicine Osteoarthritis Treatment and Mechanisms

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• 286th ENMC international workshop: Muscle imaging: artificial intelligence, automatic segmentation and imaging data sharing in neuromuscular disease. Hoofddorp, The Netherlands, 7-9 March 2025

  2025 Neuromuscular Disorders article Computer Science Medical Image Segmentation Techniques

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• A deep learning model to reduce agent dose for contrast-enhanced MRI of the cerebellopontine angle cistern

  2025 European Radiology article Medicine Advanced MRI Techniques and Applications Open access

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• Pioneering fully automated bony orbit segmentation: an in silico nnU-Net multicentre approach

  2025 International Journal of Oral and Maxillofacial Surgery article Computer Science Medical Image Segmentation Techniques Open access

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• Extreme cardiac MRI analysis under respiratory motion: Results of the CMRxMotion challenge

  2025 Medical Image Analysis article Computer Science Medical Image Segmentation Techniques Open access

  7

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• Sparse Bayesian learning for label efficiency in cardiac real-time MRI

  2025 Statistics and Computing article Computer Science Medical Image Segmentation Techniques Open access

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• Continuous and complete liver vessel segmentation with graph-attention guided diffusion

  2025 Knowledge-Based Systems article Computer Science Medical Image Segmentation Techniques Open access

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• Predictive value of aorta enhancement on computed tomographic pulmonary angiography in pulmonary embolism

  2025 PLoS ONE article Medicine Venous Thromboembolism Diagnosis and Management Open access

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• Beyond benchmarks: Towards robust artificial intelligence bone segmentation in socio-technical systems

  2025 Expert Systems with Applications article Computer Science Medical Image Segmentation Techniques Open access

  3

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• Direct Vascular Territory Segmentation on Cerebral Digital Subtraction Angiography

  2025 Lecture notes in computer science conference-paper Computer Science Medical Image Segmentation Techniques Open access

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• Pathologist-like explainable AI for interpretable Gleason grading in prostate cancer

  2025 Nature Communications article Computer Science AI in cancer detection Open access

  9

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• Evaluating the quality of multiple automatically produced segmentation variants of the prostate on Magnetic Resonance Imaging scans for brachytherapy

  2025 Physics and Imaging in Radiation Oncology article Computer Science Medical Image Segmentation Techniques Open access

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• Refining the Classroom: The Self-Supervised Professor Model for Improved Segmentation of Locally Advanced Pancreatic Ductal Adenocarcinoma

  2025 Journal of Imaging Informatics in Medicine article Computer Science Medical Image Segmentation Techniques Open access

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• batchgenerators - a python framework for data augmentation

  2020 Zenodo (CERN European Organization for Nuclear Research) software Computer Science Medical Image Segmentation Techniques Open access

  59

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