Addressing the Generalizability of AI in Radiology Using a Novel Data Augmentation Framework with Synthetic Patient Image Data: Proof-of-Concept and External Validation Classification Tasks in Multiple Sclerosis.
Radiology. Artificial intelligence
Authors:
Gianluca Brugnara, Chandrakanth Jayachandran Preetha, Katerina Deike, Robert Haase, Thomas Pinetz, Martha Foltyn-Dumitru, Mustafa A Mahmutoglu, Brigitte Wildemann, Ricarda Diem, Wolfgang Wick, Alexander Radbruch, Martin Bendszus, Hagen Meredig, Aditya Rastogi, Philipp Vollmuth
Deep learning-based defacing tool for CT angiography: CTA-DEFACE.
European radiology experimental
Authors:
Mustafa Ahmed Mahmutoglu, Aditya Rastogi, Marianne Schell, Martha Foltyn-Dumitru, Michael Baumgartner, Klaus Hermann Maier-Hein, Katerina Deike-Hofmann, Alexander Radbruch, Martin Bendszus, Gianluca Brugnara, Philipp Vollmuth
Quantitative assessment of residual tumor is a strong and independent predictor of survival in methylated glioblastoma following radiochemotherapy with CCNU/TMZ.
Neuro-oncology
Authors:
Thomas Zeyen, Laura Böhm, Daniel Paech, Niklas Schäfer, Theophilos Tzaridis, Cathrina Duffy, Louisa Nitsch, Matthias Schneider, Anna-Laura Potthoff, Javen Lennard Schneider-Rothhaar, Joachim Peter Steinbach, Peter Hau, Thomas Kowalski, Clemens Seidel, Dietmar Krex, Oliver Grauer, Roland Goldbrunner, Pia Susan Zeiner, Ghazaleh Tabatabai, Norbert Galldiks, Walter Stummer, Elke Hattingen, Martin Glas, Eleni Gkika, Hartmut Vatter, Alexander Radbruch, Ulrich Herrlinger, Johannes Weller, Christina Schaub