Tobias Penzkofer

Tobias Penzkofer

Senior Consultant Radiology

Charité Berlin

Publikationen

2025

International Retrospective Observational Study of Continual Learning for AI on Endotracheal Tube Placement from Chest Radiographs Emma Chen, Agustina Saenz, Oishi Banerjee, Henrik Marklund, Xiaoman Zhang, Shreya Johri, Hong-Yu Zhou, Luyang Luo, Subathra Adithan, Kay Wu, Siddhant Dogra, Vijay Janapa Reddi, Dominic Buensalido, Helen Kavnoudias, Roman Kloeckner, Lukas Müller, Emmanuel Salinas-Miranda, Maria José Veloza Vega, Johannes Kolck, Tobias Penzkofer, Daiju Ueda, Shannon L. Walston, Armin Alvaro Quispe-Cornejo, Michele Salvagno, Christopher Lee, Jonathan Fournier, Rosa Patricia Castillo, Cibele Luna, Tara Bahramipour, Amanda Zuback, Rickmer Braren, Petra Jiraskova, Yutthaphan Wannasopha, Piyapong Khumrin, Desmond Lim Shi Wei Wei, James Thomas Patrick Decourcy Hallinan, Zhicheng Jiao, Thomas Yi, Juana Maria Plasencia Martinez, Nuria Isabel Casado Alarcon, Franz A. Fellner, Julian F. Niedermair, Derek Wu, Dongkeun Kim, Johannes Haubold, Lars Heiliger, Daniel Pérez-Chada, Pablo Pratesi, Ryan Cummings, Narges Razavian, Anastasia Oikonomou, William T. Tran, Thomas Küstner, Saif Afat, Adrienne N. Dula, Justin F. Rousseau, Franko Hržić, Michael Fuchsjäger, Pranav Rajpurkar NEJM AI

2024

Real-world federated learning in radiology: hurdles to overcome and benefits to gain Markus Ralf Bujotzek, Ünal Akünal, Stefan Denner, Peter Neher, Maximilian Zenk, Eric Frodl, Astha Jaiswal, Moon-Sung Kim, Nicolai R Krekiehn, Manuel Nickel, Richard Ruppel, Marcus Both, Felix Döllinger, Marcel Klaus Opitz, Thorsten Persigehl, Jens Kleesiek, Tobias Penzkofer, Klaus Maier-Hein, Andreas Bucher, Rickmer Braren Journal of the American Medical Informatics Association

2023

Current State of Community-Driven Radiological AI Deployment in Medical Imaging (Preprint) Vikash Gupta, Barbaros Selnur Erdal, Carolina Ramirez, Ralf Floca, Brad Genereaux, Sidney Bryson, Christopher P. Bridge, Jens Kleesiek, Felix Nensa, Rickmer Braren, Khaled Younis, Tobias Penzkofer, Andreas Bucher, Ming Melvin Qin, Gigon Bae, Hyeonhoon Lee, Jorge M Cardoso, Sebastien Ourselin, Eric Kerfoot, Rahul Choudhury, Richard D. White, Tessa Cook, David Bericat, Matthew Lungren, Risto Haukioja, Haris Shuaib JMIR AI Challenges in Implementing the Local Node Infrastructure for a National Federated Machine Learning Network in Radiology Paul-Philipp Jacobs, Constantin Ehrengut, Andreas Bucher, Tobias Penzkofer, Mathias Lukas, Jens Kleesiek, Timm Denecke Healthcare Das Netzwerk Universitätsmedizin: Technisch-organisatorische Ansätze für Forschungsdatenplattformen Ralf Heyder, Heyo K. Kroemer, Silke Wiedmann, Christina Pley, Carolin Heyer, Peter Heuschmann, Jörg Janne Vehreschild, Dagmar Krefting, Thomas Illig, Matthias Nauck, Jens Schaller, Monika Kraus, Wolfgang Hoffmann, Dana Stahl, Sabine Hanß, Gabriele Anton, Christian Schäfer, Jens-Peter Reese, Sina M. Hopff, Roberto Lorbeer, Bettina Lorenz-Depiereux, Hans-Ulrich Prokosch, Sven Zenker, Roland Eils, Andreas Bucher, Jens Kleesiek, Thomas J. Vogl, Bernd Hamm, Tobias Penzkofer, Wiebke Schirrmeister, Rainer Röhrig, Felix Walcher, Raphael Majeed, Bernadett Erdmann, Simone Scheithauer, Hajo Grundmann, Alexander Dilthey, Anna Bludau Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz

2022

Current State of Community-Driven Radiological AI Deployment in Medical Imaging Vikash Gupta, Barbaros Selnur Erdal, Carolina Ramirez, Ralf Floca, Laurence Jackson, Brad Genereaux, Sidney Bryson, Christopher P. Bridge, Jens Kleesiek, Felix Nensa, Rickmer Braren, Khaled Younis, Tobias Penzkofer, Andreas Bucher, Ming Melvin Qin, Gigon Bae, M. Jorge Cardoso, Sebastien Ourselin, Eric Kerfoot, Rahul Choudhury, Richard D. White, Tessa Cook, David Bericat, Matthew Lungren, Risto Haukioja, Haris Shuaib arXiv CODEX Meets RACOON – A Concept for Collaborative Documentation of Clinical and Radiological COVID-19 Data Marvin Schmidt, Sebastian Gebauer, Annette Bartholmes, Dennis Kadioglu, Jens Kleesiek, Bernd Hamm, Thomas J. Vogl, Tobias Penzkofer, Andreas Bucher, Holger Storf German Medical Data Sciences 2022 – Future Medicine: More Precise, More Integrative, More Sustainable!

2021

A reporting and analysis framework for structured evaluation of COVID-19 clinical and imaging data Gabriel Alexander Salg, Maria-Katharina Ganten, Andreas Bucher, Hannes Goetz Kenngott, Matthias A. Fink, Constantin Seibold, Ricarda Elisabeth Fischbach, Kai Schlamp, Carlos Alberto Velandia, Philipp Fervers, Felix Doellinger, Anna Luger, Saif Afat, Uta Merle, Markus K. Diener, Philippe L. Pereira, Tobias Penzkofer, Thorsten Persigehl, Ahmed Othman, Claus Peter Heußel, Matthias Baumhauer, Gerlig Widmann, Konstantinos Stathopoulos, Bernd Hamm, Thomas J. Vogl, Konstantin Nikolaou, Hans-Ulrich Kauczor, Jens Kleesiek npj Digital Medicine

2020

Joint Imaging Platform for Federated Clinical Data Analytics Jonas Scherer, Marco Nolden, Jens Kleesiek, Jasmin Metzger, Klaus Kades, Verena Schneider, Michael Bach, Oliver Lukas Sedlaczek, Andreas Bucher, Thomas J. Vogl, Frank Grünwald, Jens-Peter Kühn, Ralf-Thorsten Hoffmann, Jörg Kotzerke, Oliver Bethge, Lars Schimmöller, Gerald Antoch, Hans-Wilhelm Müller, Andreas Daul, Konstantin Nikolaou, Christian la Fougère, Wolfgang G. Kunz, Michael Ingrisch, Balthasar Schachtner, Jens Ricke, Peter Bartenstein, Felix Nensa, Alexander Radbruch, Lale Umutlu, Michael Forsting, Robert Seifert, Ken Herrmann, Philipp Mayer, Hans-Ulrich Kauczor, Tobias Penzkofer, Bernd Hamm, Winfried Brenner, Roman Kloeckner, Christoph Düber, Mathias Schreckenberger, Rickmer Braren, Georgios Kaissis, Marcus R. Makowski, Matthias Eiber, Andrei Gafita, Rupert Trager, Wolfgang A. Weber, Jakob Neubauer, Marco Reisert, Michael Bock, Fabian Bamberg, Jürgen Hennig, Philipp Tobias Meyer, Juri Ruf, Uwe Haberkorn, Stefan O. Schoenberg, Tristan Kuder, Peter Neher, Ralf Floca, Heinz-Peter Schlemmer, Klaus Maier-Hein JCO Clinical Cancer Informatics