Efficient Large Scale Medical Image Dataset Preparation for Machine Learning Applications

Autor: Denner, Stefan, Scherer, Jonas, Kades, Klaus, Bounias, Dimitrios, Schader, Philipp, Kausch, Lisa, Bujotzek, Markus, Bucher, Andreas Michael, Penzkofer, Tobias, Maier-Hein, Klaus

In the rapidly evolving field of medical imaging, machine learning algorithms have become indispensable for enhancing diagnostic accuracy. However, the effectiveness of these algorithms is contingent upon the availability and organization of high-qua

Externí odkaz: http://arxiv.org/abs/2309.17285

Current Challenges in the Application of Algorithms in Multi-institutional Clinical Settings

Autor: Kades, Klaus

The Coronavirus disease pandemic has highlighted the importance of artificial intelligence in multi-institutional clinical settings. Particularly in situations where the healthcare system is overloaded, and a lot of data is generated, artificial inte

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::717f6710788c14e5d9f5324a2f5b6f86
https://archiv.ub.uni-heidelberg.de/volltextserver/33190/

Joint Imaging Platform for Federated Clinical Data Analytics

Autor: Scherer, Jonas, Nolden, Marco, Kleesiek, Jens, Metzger, Jasmin, Kades, Klaus, Schneider, Verena, Gao, Hanno, Neher, Peter, Floca, Ralf, Schlemmer, Heinz-Peter, Maier-Hein, Klaus

Image analysis is one of the most promising applications of artificial intelligence (AI) in healthcare, potentially improving prediction, diagnosis and treatment of diseases. While scientific advances in this area critically depend on the accessibili

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=unidue___bib::a99ee0d6e9fa97b2814b3d356bff53fe
https://www.scopus.com/inward/record.url?partnerID=HzOxMe3b&origin=inward&scp=85103291818

Deep Learning-based Assessment of Oncologic Outcomes from Natural Language Processing of Structured Radiology Reports.

Autor: Fink MA; Clinic for Diagnostic and Interventional Radiology (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.) and Pattern Analysis and Learning Group, Department of Radiation Oncology (K.M.H.), Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120 Heidelberg, Germany; Translational Lung Research Center Heidelberg (TLRC), Member of the German Center for Lung Research (DZL), Heidelberg, Germany (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.); Faculty of Mathematics and Computer Science (K.K.) and Department of Diagnostic and Interventional Radiology with Nuclear Medicine, Heidelberg Thoracic Clinic (C.P.H.), Heidelberg University, Heidelberg, Germany; Division of Medical Image Computing (K.K., G.K., K.M.H.), Department of Computer Assisted Medical Interventions (CAMI) (J.S.), and Department of Radiology (H.P.S.), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Partner Sites Essen and Heidelberg, Heidelberg, Germany (H.P.S., K.M.H., J.K.); and Institute for Artificial Intelligence in Medicine (IKIM), University Medicine Essen, Essen, Germany (J.K.)., Kades K; Clinic for Diagnostic and Interventional Radiology (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.) and Pattern Analysis and Learning Group, Department of Radiation Oncology (K.M.H.), Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120 Heidelberg, Germany; Translational Lung Research Center Heidelberg (TLRC), Member of the German Center for Lung Research (DZL), Heidelberg, Germany (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.); Faculty of Mathematics and Computer Science (K.K.) and Department of Diagnostic and Interventional Radiology with Nuclear Medicine, Heidelberg Thoracic Clinic (C.P.H.), Heidelberg University, Heidelberg, Germany; Division of Medical Image Computing (K.K., G.K., K.M.H.), Department of Computer Assisted Medical Interventions (CAMI) (J.S.), and Department of Radiology (H.P.S.), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Partner Sites Essen and Heidelberg, Heidelberg, Germany (H.P.S., K.M.H., J.K.); and Institute for Artificial Intelligence in Medicine (IKIM), University Medicine Essen, Essen, Germany (J.K.)., Bischoff A; Clinic for Diagnostic and Interventional Radiology (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.) and Pattern Analysis and Learning Group, Department of Radiation Oncology (K.M.H.), Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120 Heidelberg, Germany; Translational Lung Research Center Heidelberg (TLRC), Member of the German Center for Lung Research (DZL), Heidelberg, Germany (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.); Faculty of Mathematics and Computer Science (K.K.) and Department of Diagnostic and Interventional Radiology with Nuclear Medicine, Heidelberg Thoracic Clinic (C.P.H.), Heidelberg University, Heidelberg, Germany; Division of Medical Image Computing (K.K., G.K., K.M.H.), Department of Computer Assisted Medical Interventions (CAMI) (J.S.), and Department of Radiology (H.P.S.), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Partner Sites Essen and Heidelberg, Heidelberg, Germany (H.P.S., K.M.H., J.K.); and Institute for Artificial Intelligence in Medicine (IKIM), University Medicine Essen, Essen, Germany (J.K.)., Moll M; Clinic for Diagnostic and Interventional Radiology (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.) and Pattern Analysis and Learning Group, Department of Radiation Oncology (K.M.H.), Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120 Heidelberg, Germany; Translational Lung Research Center Heidelberg (TLRC), Member of the German Center for Lung Research (DZL), Heidelberg, Germany (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.); Faculty of Mathematics and Computer Science (K.K.) and Department of Diagnostic and Interventional Radiology with Nuclear Medicine, Heidelberg Thoracic Clinic (C.P.H.), Heidelberg University, Heidelberg, Germany; Division of Medical Image Computing (K.K., G.K., K.M.H.), Department of Computer Assisted Medical Interventions (CAMI) (J.S.), and Department of Radiology (H.P.S.), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Partner Sites Essen and Heidelberg, Heidelberg, Germany (H.P.S., K.M.H., J.K.); and Institute for Artificial Intelligence in Medicine (IKIM), University Medicine Essen, Essen, Germany (J.K.)., Schnell M; Clinic for Diagnostic and Interventional Radiology (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.) and Pattern Analysis and Learning Group, Department of Radiation Oncology (K.M.H.), Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120 Heidelberg, Germany; Translational Lung Research Center Heidelberg (TLRC), Member of the German Center for Lung Research (DZL), Heidelberg, Germany (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.); Faculty of Mathematics and Computer Science (K.K.) and Department of Diagnostic and Interventional Radiology with Nuclear Medicine, Heidelberg Thoracic Clinic (C.P.H.), Heidelberg University, Heidelberg, Germany; Division of Medical Image Computing (K.K., G.K., K.M.H.), Department of Computer Assisted Medical Interventions (CAMI) (J.S.), and Department of Radiology (H.P.S.), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Partner Sites Essen and Heidelberg, Heidelberg, Germany (H.P.S., K.M.H., J.K.); and Institute for Artificial Intelligence in Medicine (IKIM), University Medicine Essen, Essen, Germany (J.K.)., Küchler M; Clinic for Diagnostic and Interventional Radiology (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.) and Pattern Analysis and Learning Group, Department of Radiation Oncology (K.M.H.), Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120 Heidelberg, Germany; Translational Lung Research Center Heidelberg (TLRC), Member of the German Center for Lung Research (DZL), Heidelberg, Germany (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.); Faculty of Mathematics and Computer Science (K.K.) and Department of Diagnostic and Interventional Radiology with Nuclear Medicine, Heidelberg Thoracic Clinic (C.P.H.), Heidelberg University, Heidelberg, Germany; Division of Medical Image Computing (K.K., G.K., K.M.H.), Department of Computer Assisted Medical Interventions (CAMI) (J.S.), and Department of Radiology (H.P.S.), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Partner Sites Essen and Heidelberg, Heidelberg, Germany (H.P.S., K.M.H., J.K.); and Institute for Artificial Intelligence in Medicine (IKIM), University Medicine Essen, Essen, Germany (J.K.)., Köhler G; Clinic for Diagnostic and Interventional Radiology (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.) and Pattern Analysis and Learning Group, Department of Radiation Oncology (K.M.H.), Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120 Heidelberg, Germany; Translational Lung Research Center Heidelberg (TLRC), Member of the German Center for Lung Research (DZL), Heidelberg, Germany (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.); Faculty of Mathematics and Computer Science (K.K.) and Department of Diagnostic and Interventional Radiology with Nuclear Medicine, Heidelberg Thoracic Clinic (C.P.H.), Heidelberg University, Heidelberg, Germany; Division of Medical Image Computing (K.K., G.K., K.M.H.), Department of Computer Assisted Medical Interventions (CAMI) (J.S.), and Department of Radiology (H.P.S.), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Partner Sites Essen and Heidelberg, Heidelberg, Germany (H.P.S., K.M.H., J.K.); and Institute for Artificial Intelligence in Medicine (IKIM), University Medicine Essen, Essen, Germany (J.K.)., Sellner J; Clinic for Diagnostic and Interventional Radiology (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.) and Pattern Analysis and Learning Group, Department of Radiation Oncology (K.M.H.), Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120 Heidelberg, Germany; Translational Lung Research Center Heidelberg (TLRC), Member of the German Center for Lung Research (DZL), Heidelberg, Germany (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.); Faculty of Mathematics and Computer Science (K.K.) and Department of Diagnostic and Interventional Radiology with Nuclear Medicine, Heidelberg Thoracic Clinic (C.P.H.), Heidelberg University, Heidelberg, Germany; Division of Medical Image Computing (K.K., G.K., K.M.H.), Department of Computer Assisted Medical Interventions (CAMI) (J.S.), and Department of Radiology (H.P.S.), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Partner Sites Essen and Heidelberg, Heidelberg, Germany (H.P.S., K.M.H., J.K.); and Institute for Artificial Intelligence in Medicine (IKIM), University Medicine Essen, Essen, Germany (J.K.)., Heussel CP; Clinic for Diagnostic and Interventional Radiology (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.) and Pattern Analysis and Learning Group, Department of Radiation Oncology (K.M.H.), Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120 Heidelberg, Germany; Translational Lung Research Center Heidelberg (TLRC), Member of the German Center for Lung Research (DZL), Heidelberg, Germany (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.); Faculty of Mathematics and Computer Science (K.K.) and Department of Diagnostic and Interventional Radiology with Nuclear Medicine, Heidelberg Thoracic Clinic (C.P.H.), Heidelberg University, Heidelberg, Germany; Division of Medical Image Computing (K.K., G.K., K.M.H.), Department of Computer Assisted Medical Interventions (CAMI) (J.S.), and Department of Radiology (H.P.S.), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Partner Sites Essen and Heidelberg, Heidelberg, Germany (H.P.S., K.M.H., J.K.); and Institute for Artificial Intelligence in Medicine (IKIM), University Medicine Essen, Essen, Germany (J.K.)., Kauczor HU; Clinic for Diagnostic and Interventional Radiology (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.) and Pattern Analysis and Learning Group, Department of Radiation Oncology (K.M.H.), Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120 Heidelberg, Germany; Translational Lung Research Center Heidelberg (TLRC), Member of the German Center for Lung Research (DZL), Heidelberg, Germany (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.); Faculty of Mathematics and Computer Science (K.K.) and Department of Diagnostic and Interventional Radiology with Nuclear Medicine, Heidelberg Thoracic Clinic (C.P.H.), Heidelberg University, Heidelberg, Germany; Division of Medical Image Computing (K.K., G.K., K.M.H.), Department of Computer Assisted Medical Interventions (CAMI) (J.S.), and Department of Radiology (H.P.S.), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Partner Sites Essen and Heidelberg, Heidelberg, Germany (H.P.S., K.M.H., J.K.); and Institute for Artificial Intelligence in Medicine (IKIM), University Medicine Essen, Essen, Germany (J.K.)., Schlemmer HP; Clinic for Diagnostic and Interventional Radiology (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.) and Pattern Analysis and Learning Group, Department of Radiation Oncology (K.M.H.), Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120 Heidelberg, Germany; Translational Lung Research Center Heidelberg (TLRC), Member of the German Center for Lung Research (DZL), Heidelberg, Germany (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.); Faculty of Mathematics and Computer Science (K.K.) and Department of Diagnostic and Interventional Radiology with Nuclear Medicine, Heidelberg Thoracic Clinic (C.P.H.), Heidelberg University, Heidelberg, Germany; Division of Medical Image Computing (K.K., G.K., K.M.H.), Department of Computer Assisted Medical Interventions (CAMI) (J.S.), and Department of Radiology (H.P.S.), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Partner Sites Essen and Heidelberg, Heidelberg, Germany (H.P.S., K.M.H., J.K.); and Institute for Artificial Intelligence in Medicine (IKIM), University Medicine Essen, Essen, Germany (J.K.)., Maier-Hein K; Clinic for Diagnostic and Interventional Radiology (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.) and Pattern Analysis and Learning Group, Department of Radiation Oncology (K.M.H.), Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120 Heidelberg, Germany; Translational Lung Research Center Heidelberg (TLRC), Member of the German Center for Lung Research (DZL), Heidelberg, Germany (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.); Faculty of Mathematics and Computer Science (K.K.) and Department of Diagnostic and Interventional Radiology with Nuclear Medicine, Heidelberg Thoracic Clinic (C.P.H.), Heidelberg University, Heidelberg, Germany; Division of Medical Image Computing (K.K., G.K., K.M.H.), Department of Computer Assisted Medical Interventions (CAMI) (J.S.), and Department of Radiology (H.P.S.), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Partner Sites Essen and Heidelberg, Heidelberg, Germany (H.P.S., K.M.H., J.K.); and Institute for Artificial Intelligence in Medicine (IKIM), University Medicine Essen, Essen, Germany (J.K.)., Weber TF; Clinic for Diagnostic and Interventional Radiology (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.) and Pattern Analysis and Learning Group, Department of Radiation Oncology (K.M.H.), Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120 Heidelberg, Germany; Translational Lung Research Center Heidelberg (TLRC), Member of the German Center for Lung Research (DZL), Heidelberg, Germany (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.); Faculty of Mathematics and Computer Science (K.K.) and Department of Diagnostic and Interventional Radiology with Nuclear Medicine, Heidelberg Thoracic Clinic (C.P.H.), Heidelberg University, Heidelberg, Germany; Division of Medical Image Computing (K.K., G.K., K.M.H.), Department of Computer Assisted Medical Interventions (CAMI) (J.S.), and Department of Radiology (H.P.S.), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Partner Sites Essen and Heidelberg, Heidelberg, Germany (H.P.S., K.M.H., J.K.); and Institute for Artificial Intelligence in Medicine (IKIM), University Medicine Essen, Essen, Germany (J.K.)., Kleesiek J; Clinic for Diagnostic and Interventional Radiology (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.) and Pattern Analysis and Learning Group, Department of Radiation Oncology (K.M.H.), Heidelberg University Hospital, Im Neuenheimer Feld 420, 69120 Heidelberg, Germany; Translational Lung Research Center Heidelberg (TLRC), Member of the German Center for Lung Research (DZL), Heidelberg, Germany (M.A.F., A.B., M.M., M.S., M.K., C.P.H., H.U.K., T.F.W.); Faculty of Mathematics and Computer Science (K.K.) and Department of Diagnostic and Interventional Radiology with Nuclear Medicine, Heidelberg Thoracic Clinic (C.P.H.), Heidelberg University, Heidelberg, Germany; Division of Medical Image Computing (K.K., G.K., K.M.H.), Department of Computer Assisted Medical Interventions (CAMI) (J.S.), and Department of Radiology (H.P.S.), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Partner Sites Essen and Heidelberg, Heidelberg, Germany (H.P.S., K.M.H., J.K.); and Institute for Artificial Intelligence in Medicine (IKIM), University Medicine Essen, Essen, Germany (J.K.).

Publikováno v: Radiology. Artificial intelligence [Radiol Artif Intell] 2022 Jul 20; Vol. 4 (5), pp. e220055. Date of Electronic Publication: 2022 Jul 20 (Print Publication: 2022).