Body composition analysis using CT and MRI: intra-individual intermodal comparison of muscle mass and myosteatosis A Faron, AM Sprinkart, DLR Kuetting, A Feisst, A Isaak, C Endler, J Chang, ... Scientific reports 10 (1), 11765, 2020 | 92 | 2020 |
Fully automated segmentation of connective tissue compartments for CT-based body composition analysis: a deep learning approach S Nowak, A Faron, JA Luetkens, HL Geißler, M Praktiknjo, W Block, ... Investigative radiology 55 (6), 357-366, 2020 | 56 | 2020 |
End-to-end automated body composition analyses with integrated quality control for opportunistic assessment of sarcopenia in CT S Nowak, M Theis, BD Wichtmann, A Faron, MF Froelich, F Tollens, ... European radiology, 1-10, 2022 | 42 | 2022 |
Detection of liver cirrhosis in standard T2-weighted MRI using deep transfer learning S Nowak, N Mesropyan, A Faron, W Block, M Reuter, UI Attenberger, ... European radiology 31 (11), 8807-8815, 2021 | 40 | 2021 |
Transformer-based structuring of free-text radiology report databases S Nowak, D Biesner, YC Layer, M Theis, H Schneider, W Block, B Wulff, ... European radiology 33 (6), 4228-4236, 2023 | 21 | 2023 |
Deep learning supports the differentiation of alcoholic and other-than-alcoholic cirrhosis based on MRI JA Luetkens, S Nowak, N Mesropyan, W Block, M Praktiknjo, J Chang, ... Scientific reports 12 (1), 8297, 2022 | 21 | 2022 |
Generative Pre-trained Transformer 4 makes cardiovascular magnetic resonance reports easy to understand B Salam, D Kravchenko, S Nowak, AM Sprinkart, L Weinhold, A Odenthal, ... Journal of Cardiovascular Magnetic Resonance 26 (1), 101035, 2024 | 19 | 2024 |
Deep learning-based body composition analysis predicts outcome in melanoma patients treated with immune checkpoint inhibitors A Faron, NS Opheys, S Nowak, AM Sprinkart, A Isaak, M Theis, ... Diagnostics 11 (12), 2314, 2021 | 18 | 2021 |
Deep learning enables automated MRI-based estimation of uterine volume also in patients with uterine fibroids undergoing high-intensity focused ultrasound therapy M Theis, T Tonguc, O Savchenko, S Nowak, W Block, F Recker, M Essler, ... Insights into Imaging 14 (1), 1, 2023 | 12 | 2023 |
Deep learning–based assessment of CT markers of sarcopenia and myosteatosis for outcome assessment in patients with advanced pancreatic cancer after high-intensity focused … S Nowak, C Kloth, M Theis, M Marinova, UI Attenberger, AM Sprinkart, ... European radiology 34 (1), 279-286, 2024 | 10 | 2024 |
Development of image-based decision support systems utilizing information extracted from radiological free-text report databases with text-based transformers S Nowak, H Schneider, YC Layer, M Theis, D Biesner, W Block, B Wulff, ... European radiology 34 (5), 2895-2904, 2024 | 7 | 2024 |
CT-derived epicardial adipose tissue inflammation predicts outcome in patients undergoing transcatheter aortic valve replacement B Salam, B Al-Kassou, L Weinhold, AM Sprinkart, S Nowak, M Theis, ... Journal of Thoracic Imaging 39 (4), 224-231, 2024 | 6 | 2024 |
Improving Intensive Care Chest X-Ray Classification by Transfer Learning and Automatic Label Generation. H Schneider, D Biesner, S Nowak, YC Layer, M Theis, W Block, B Wulff, ... ESANN, 2022 | 6 | 2022 |
Deep learning for standardized, MRI-based quantification of subcutaneous and subfascial tissue volume for patients with lipedema and lymphedema S Nowak, A Henkel, M Theis, J Luetkens, S Geiger, AM Sprinkart, ... European Radiology 33 (2), 884-892, 2023 | 5 | 2023 |
Myosteatosis independently predicts transplant-free survival in patients with primary sclerosing cholangitis M Praktiknjo, T Zhou, M Krüsken, T Jacob, AM Sprinkart, S Nowak, ... Digestive and Liver Disease 55 (11), 1543-1547, 2023 | 4 | 2023 |
Optical Flow-Guided Cine MRI Segmentation With Learned Corrections A Ortiz-Gonzalez, E Kobler, S Simon, L Bischoff, S Nowak, A Isaak, ... IEEE Transactions on Medical Imaging 43 (3), 940-953, 2023 | 4 | 2023 |
Privacy-ensuring open-weights large language models are competitive with closed-weights GPT-4o in extracting chest radiography findings from free-text reports S Nowak, B Wulff, YC Layer, M Theis, A Isaak, B Salam, W Block, ... Radiology 314 (1), e240895, 2025 | 3 | 2025 |
Opportunistic CT-derived analysis of fat and muscle tissue composition predicts mortality in patients with cardiogenic shock B Salam, M Al Zaidi, AM Sprinkart, S Nowak, M Theis, D Kuetting, A Aksoy, ... Scientific reports 13 (1), 22293, 2023 | 3 | 2023 |
Is one label all you need? Single positive multi-label training in medical image analysis H Schneider, P Priya, D Biesner, R Kador, YC Layer, M Theis, S Nowak, ... 2023 IEEE International Conference on Big Data (BigData), 4963-4972, 2023 | 2 | 2023 |
Symmetry-aware siamese network: Exploiting pathological asymmetry for chest x-ray analysis H Schneider, EC Yildiz, D Biesner, YC Layer, B Wulff, S Nowak, M Theis, ... International Conference on Artificial Neural Networks, 165-176, 2023 | 2 | 2023 |