Christoph Bert

According to our database, Christoph Bert authored at least 22 papers between 2016 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

Task-Specific Data Preparation for Deep Learning to Reconstruct Structures of Interest from Severely Truncated CBCT Data.

Yixing Huang, Fuxin Fan, Ahmed Gomaa, Andreas Maier, Rainer Fietkau, Christoph Bert, Florian Putz

CoRR, 2024

Fine-Tuning a Local LLaMA-3 Large Language Model for Automated Privacy-Preserving Physician Letter Generation in Radiation Oncology.

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

CoRR, 2024

Comprehensive Multimodal Deep Learning Survival Prediction Enabled by a Transformer Architecture: A Multicenter Study in Glioblastoma.

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

CoRR, 2024

Multicenter Privacy-Preserving Model Training for Deep Learning Brain Metastases Autosegmentation.

Yixing Huang, Zahra Khodabakhshi, Ahmed Gomaa, Manuel A. Schmidt, Rainer Fietkau, Matthias Guckenberger, Nicolaus Andratschke, Christoph Bert, Stephanie Tanadini-Lang, Florian Putz

CoRR, 2024

An Experimental Survey of Incremental Transfer Learning for Multicenter Collaboration.

Yixing Huang, Christoph Bert, Ahmed Gomaa, Rainer Fietkau, Andreas K. Maier, Florian Putz

IEEE Access, 2024

Deep Learning for Cancer Prognosis Prediction Using Portrait Photos by StyleGAN Embedding.

Amr Hagag, Ahmed Gomaa, Dominik Kornek, Andreas Maier, Rainer Fietkau, Christoph Bert, Yixing Huang, Florian Putz

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2024, 2024

2023

A Survey of Incremental Transfer Learning: Combining Peer-to-Peer Federated Learning and Domain Incremental Learning for Multicenter Collaboration.

Yixing Huang, Christoph Bert, Ahmed Gomaa, Rainer Fietkau, Andreas K. Maier, Florian Putz

CoRR, 2023

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.

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

CoRR, 2023

The Segment Anything foundation model achieves favorable brain tumor autosegmentation accuracy on MRI to support radiotherapy treatment planning.

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

CoRR, 2023

Risk Classification of Brain Metastases via Radiomics, Delta-Radiomics and Machine Learning.

Philipp Sommer, Yixing Huang, Christoph Bert, Andreas K. Maier, Manuel A. Schmidt, Arnd Dörfler, Rainer Fietkau, Florian Putz

CoRR, 2023

2022

Deep Learning for automatic head and neck lymph node level delineation.

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

CoRR, 2022

Continual Learning for Peer-to-Peer Federated Learning: A Study on Automated Brain Metastasis Identification.

Yixing Huang, Christoph Bert, Stefan Fischer, Manuel A. Schmidt, Arnd Dörfler, Andreas K. Maier, Rainer Fietkau, Florian Putz

CoRR, 2022

Learning Perspective Deformation in X-Ray Transmission Imaging.

Yixing Huang, Andreas K. Maier, Rainer Fietkau, Christoph Bert, Florian Putz

CoRR, 2022

2021

Deep learning for brain metastasis detection and segmentation in longitudinal MRI data.

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

CoRR, 2021

2020

An Investigation of Feature-based Nonrigid Image Registration using Gaussian Process.

Siming Bayer, Ute Spiske, Jie Luo, Tobias Geimer, William M. Wells III, Martin Ostermeier, Rebecca Fahrig, Arya Nabavi, Christoph Bert, Ilker Eyüpoglo, Andreas K. Maier

CoRR, 2020

Investigation of Feature-Based Nonrigid Image Registration Using Gaussian Process.

Siming Bayer, Ute Spiske, Jie Luo, Tobias Geimer, William M. Wells III, Martin Ostermeier, Rebecca Fahrig, Arya Nabavi, Christoph Bert, Ilker Eyüpoglo, Andreas K. Maier

Proceedings of the Bildverarbeitung für die Medizin 2020 - Algorithmen - Systeme, 2020

2019

Respiratory Deformation Estimation in X-Ray-Guided IMRT Using a Bilinear Model.

Tobias Geimer, Stefan B. Ploner, Paul J. Keall, Christoph Bert, Andreas K. Maier

Proceedings of the Bildverarbeitung für die Medizin 2019 - Algorithmen - Systeme, 2019

2018

Decoupling Respiratory and Angular Variation in Rotational X-ray Scans Using a Prior Bilinear Model.

Tobias Geimer, Paul J. Keall, Katharina Breininger, Vincent Caillet, Michelle Dunbar, Christoph Bert, Andreas Maier

Proceedings of the Pattern Recognition - 40th German Conference, 2018

Abstract: Assessment of Segmentation Dependence in Macroscopic Lung Cavity Extraction.

Asmaa Khdeir, Tobias Geimer, Shuqing Chen, Eric Goppert, Maximilian Dankbar, Christoph Bert, Andreas K. Maier

Proceedings of the Bildverarbeitung für die Medizin 2018 - Algorithmen - Systeme, 2018

2017

A kernel-based framework for intra-fractional respiratory motion estimation in radiation therapy.

Tobias Geimer, Mathias Unberath, Adriana Birlutiu, Oliver Taubmann, J. Wolfelschneider, Christoph Bert, Andreas K. Maier

Proceedings of the 14th IEEE International Symposium on Biomedical Imaging, 2017

A Kernel Ridge Regression Model for Respiratory Motion Estimation in Radiotherapy.

Tobias Geimer, Adriana Birlutiu, Mathias Unberath, Oliver Taubmann, Christoph Bert, Andreas K. Maier

Proceedings of the Bildverarbeitung für die Medizin 2017 - Algorithmen - Systeme, 2017

2016

Real-Time Respiratory Motion Analysis Using 4-D Shape Priors.

Jakob Wasza, Peter Fischer, Heike Leutheuser, Tobias Oefner, Christoph Bert, Andreas K. Maier, Joachim Hornegger

IEEE Trans. Biomed. Eng., 2016