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Rainer Fietkau
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2020 – today
- 2024
- [j2]Yixing Huang, Christoph Bert, Ahmed Gomaa, Rainer Fietkau, Andreas K. Maier, Florian Putz:
An Experimental Survey of Incremental Transfer Learning for Multicenter Collaboration. IEEE Access 12: 101210-101227 (2024) - [c1]Amr Hagag, Ahmed Gomaa, Dominik Kornek, Andreas Maier, Rainer Fietkau, Christoph Bert, Yixing Huang, Florian Putz:
Deep Learning for Cancer Prognosis Prediction Using Portrait Photos by StyleGAN Embedding. MICCAI (5) 2024: 198-208 - [i13]Yixing Huang, Zahra Khodabakhshi, Ahmed Gomaa, Manuel A. Schmidt, Rainer Fietkau, Matthias Guckenberger, Nicolaus Andratschke, Christoph Bert, Stephanie Tanadini-Lang, Florian Putz:
Multicenter Privacy-Preserving Model Training for Deep Learning Brain Metastases Autosegmentation. CoRR abs/2405.10870 (2024) - [i12]Ahmed Gomaa, Yixing Huang, Amr Hagag, Charlotte Schmitter, Daniel Höfler, Thomas Weissmann, Katharina Breininger, Manuel A. Schmidt, Jenny Stritzelberger, Daniel Delev, Roland Coras, Arnd Dörfler, Oliver Schnell, Benjamin Frey, Udo S. Gaipl, Sabine Semrau, Christoph Bert, Rainer Fietkau, Florian Putz:
Comprehensive Multimodal Deep Learning Survival Prediction Enabled by a Transformer Architecture: A Multicenter Study in Glioblastoma. CoRR abs/2405.12963 (2024) - [i11]Yihao Hou, Christoph Bert, Ahmed Gomaa, Godehard Lahmer, Daniel Hoefler, Thomas Weissmann, Raphaela Voigt, Philipp Schubert, Charlotte Schmitter, Alina Depardon, Sabine Semrau, Andreas Maier, Rainer Fietkau, Yixing Huang, Florian Putz:
Fine-Tuning a Local LLaMA-3 Large Language Model for Automated Privacy-Preserving Physician Letter Generation in Radiation Oncology. CoRR abs/2408.10715 (2024) - [i10]Yixing Huang, Fuxin Fan, Ahmed Gomaa, Andreas Maier, Rainer Fietkau, Christoph Bert, Florian Putz:
Task-Specific Data Preparation for Deep Learning to Reconstruct Structures of Interest from Severely Truncated CBCT Data. CoRR abs/2409.08800 (2024) - 2023
- [i9]Philipp Sommer, Yixing Huang, Christoph Bert, Andreas K. Maier, Manuel A. Schmidt, Arnd Dörfler, Rainer Fietkau, Florian Putz:
Risk Classification of Brain Metastases via Radiomics, Delta-Radiomics and Machine Learning. CoRR abs/2302.08802 (2023) - [i8]Florian Putz, Johanna Grigo, Thomas Weissmann, Philipp Schubert, Daniel Hoefler, Ahmed Gomaa, Hassen Ben Tkhayat, Amr Hagag, Sebastian Lettmaier, Benjamin Frey, Udo S. Gaipl, Luitpold V. Distel, Sabine Semrau, Christoph Bert, Rainer Fietkau, Yixing Huang:
The Segment Anything foundation model achieves favorable brain tumor autosegmentation accuracy on MRI to support radiotherapy treatment planning. CoRR abs/2304.07875 (2023) - [i7]Yixing Huang, Ahmed Gomaa, Thomas Weissmann, Johanna Grigo, Hassen Ben Tkhayat, Benjamin Frey, Udo S. Gaipl, Luitpold V. Distel, Andreas K. Maier, Rainer Fietkau, Christoph Bert, Florian Putz:
Benchmarking ChatGPT-4 on ACR Radiation Oncology In-Training Exam (TXIT): Potentials and Challenges for AI-Assisted Medical Education and Decision Making in Radiation Oncology. CoRR abs/2304.11957 (2023) - [i6]Amr Hagag, Ahmed Gomaa, Dominik Kornek, Andreas K. Maier, Rainer Fietkau, Christoph Bert, Florian Putz, Yixing Huang:
Deep Learning for Cancer Prognosis Prediction Using Portrait Photos by StyleGAN Embedding. CoRR abs/2306.14596 (2023) - [i5]Yixing Huang, Christoph Bert, Ahmed Gomaa, Rainer Fietkau, Andreas K. Maier, Florian Putz:
A Survey of Incremental Transfer Learning: Combining Peer-to-Peer Federated Learning and Domain Incremental Learning for Multicenter Collaboration. CoRR abs/2309.17192 (2023) - 2022
- [i4]Yixing Huang, Andreas K. Maier, Rainer Fietkau, Christoph Bert, Florian Putz:
Learning Perspective Deformation in X-Ray Transmission Imaging. CoRR abs/2202.06366 (2022) - [i3]Yixing Huang, Christoph Bert, Stefan Fischer, Manuel A. Schmidt, Arnd Dörfler, Andreas K. Maier, Rainer Fietkau, Florian Putz:
Continual Learning for Peer-to-Peer Federated Learning: A Study on Automated Brain Metastasis Identification. CoRR abs/2204.13591 (2022) - [i2]Thomas Weissmann, Yixing Huang, Stefan Fischer, Johannes Roesch, Sina Mansoorian, Horacio Ayala Gaona, Antoniu-Oreste Gostian, Markus Hecht, Sebastian Lettmaier, Lisa Deloch, Benjamin Frey, Udo S. Gaipl, Luitpold V. Distel, Andreas K. Maier, Heinrich Iro, Sabine Semrau, Christoph Bert, Rainer Fietkau, Florian Putz:
Deep Learning for automatic head and neck lymph node level delineation. CoRR abs/2208.13224 (2022) - 2021
- [i1]Yixing Huang, Christoph Bert, Philipp Sommer, Benjamin Frey, Udo Gaipl, Luitpold V. Distel, Thomas Weissmann, Michael Uder, Manuel A. Schmidt, Arnd Dörfler, Andreas K. Maier, Rainer Fietkau, Florian Putz:
Deep learning for brain metastasis detection and segmentation in longitudinal MRI data. CoRR abs/2112.11833 (2021)
2010 – 2019
- 2013
- [j1]Felix Köpcke, Dorota Lubgan, Rainer Fietkau, Axel Scholler, Carla Nau, Michael Stürzl, Roland Croner, Hans-Ulrich Prokosch, Dennis Toddenroth:
Evaluating predictive modeling algorithms to assess patient eligibility for clinical trials from routine data. BMC Medical Informatics Decis. Mak. 13: 134 (2013)
Coauthor Index
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