Fabian Bamberg

Publication Activity (10 Years)

Years Active: 2013-2024
Publications (10 Years): 28

Top Topics

Organ Segmentation

Top Venues

BMC Medical Imaging

Publications

Robert Graf, Paul-Sören Platzek, Evamaria Olga Riedel, Constanze Ramschütz, Sophie Starck, Hendrik Kristian Möller, Matan Atad, Henry Völzke, Robin Bülow, Carsten Oliver Schmidt, Julia Rüdebusch, Matthias Jung, Marco Reisert, Jakob Weiss, Maximilian Löffler, Fabian Bamberg, Bene Wiestler, Johannes C. Paetzold, Daniel Rueckert, Jan Stefan Kirschke
TotalVibeSegmentator: Full Torso Segmentation for the NAKO and UK Biobank in Volumetric Interpolated Breath-hold Examination Body Images. CoRR (2024)
Marc Fischer, Thomas Küstner, Sofia Pappa, Thoralf Niendorf, Tobias Pischon, Thomas Kröncke, Stefanie Bette, Sara Schramm, Börge Schmidt, Johannes Haubold, Felix Nensa, Tobias Nonnenmacher, Viktoria Palm, Fabian Bamberg, Lena Kiefer, Fritz Schick, Bin Yang
Identification of radiomic biomarkers in a set of four skeletal muscle groups on Dixon MRI of the NAKO MR study. BMC Medical Imaging 23 (1) (2023)
Suam Kim, Philipp Rebmann, Phuong Hien Tran, Elias Kellner, Marco Reisert, David Steybe, Jörg Bayer, Fabian Bamberg, Elmar Kotter, Maximilian Frederik Russe
Multiclass datasets expand neural network utility: an example on ankle radiographs. Int. J. Comput. Assist. Radiol. Surg. 18 (5) (2023)
David Steybe, Philipp Poxleitner, Marc Christian Metzger, Leonard Simon Brandenburg, Rainer Schmelzeisen, Fabian Bamberg, Phuong Hien Tran, Elias Kellner, Marco Reisert, Maximilian Frederik Russe
Automated segmentation of head CT scans for computer-assisted craniomaxillofacial surgery applying a hierarchical patch-based stack of convolutional neural networks. Int. J. Comput. Assist. Radiol. Surg. 17 (11) (2022)
Anne-Marie Rickmann, Jyotirmay Senapati, Oksana P. Kovalenko, Annette Peters, Fabian Bamberg, Christian Wachinger
AbdomenNet: deep neural network for abdominal organ segmentation in epidemiologic imaging studies. BMC Medical Imaging 22 (1) (2022)
Tobias Bernecker, Annette Peters, Christopher L. Schlett, Fabian Bamberg, Fabian J. Theis, Daniel Rueckert, Jakob Weiß, Shadi Albarqouni
FedNorm: Modality-Based Normalization in Federated Learning for Multi-Modal Liver Segmentation. CoRR (2022)
Tim Hahn, Jan Ernsting, Nils R. Winter, Vincent Holstein, Ramona Leenings, Marie Beisemann, Lukas Fisch, Kelvin Sarink, Daniel Emden, Nils Opel, Ronny Redlich, Jonathan Repple, Dominik Grotegerd, Susanne Meinert, Jochen G. Hirsch, Thoralf Niendorf, Beate Endemann, Fabian Bamberg, Thomas Kröncke, Robin Bülow, Henry Völzke, Oyunbileg von Stackelberg, Ramona Felizitas Sowade, Lale Umutlu, Börge Schmidt, Svenja Caspers, Harald Kugel, Tilo Kircher, Benjamin Risse, Christian Gaser, James H. Cole, Udo Dannlowski, Klaus Berger
An Uncertainty-Aware, Shareable and Transparent Neural Network Architecture for Brain-Age Modeling. CoRR (2021)
David Steybe, Philipp Poxleitner, Pit Jacob Voss, Marc Christian Metzger, Rainer Schmelzeisen, Fabian Bamberg, Suam Kim, Maximilian Frederik Russe
Evaluation of computed tomography settings in the context of visualization and discrimination of low dose injections of a novel liquid soft tissue fiducial marker in head and neck imaging. BMC Medical Imaging 21 (1) (2021)
Lukas Fisch, Jan Ernsting, Nils R. Winter, Vincent Holstein, Ramona Leenings, Marie Beisemann, Kelvin Sarink, Daniel Emden, Nils Opel, Ronny Redlich, Jonathan Repple, Dominik Grotegerd, Susanne Meinert, Niklas Wulms, Heike Minnerup, Jochen G. Hirsch, Thoralf Niendorf, Beate Endemann, Fabian Bamberg, Thomas Kröncke, Annette Peters, Robin Bülow, Henry Völzke, Oyunbileg von Stackelberg, Ramona Felizitas Sowade, Lale Umutlu, Börge Schmidt, Svenja Caspers, Harald Kugel, Bernhard T. Baune, Tilo Kircher, Benjamin Risse, Udo Dannlowski, Klaus Berger, Tim Hahn
Predicting brain-age from raw T1-weighted Magnetic Resonance Imaging data using 3D Convolutional Neural Networks. CoRR (2021)
Jyotirmay Senapati, Abhijit Guha Roy, Sebastian Pölsterl, Daniel Gutmann, Sergios Gatidis, Christopher Schlett, Annette Peters, Fabian Bamberg, Christian Wachinger
Bayesian Neural Networks for Uncertainty Estimation of Imaging Biomarkers. MLMI@MICCAI (2020)
Jyotirmay Senapati, Abhijit Guha Roy, Sebastian Pölsterl, Daniel Gutmann, Sergios Gatidis, Christopher Schlett, Annette Peters, Fabian Bamberg, Christian Wachinger
Bayesian Neural Networks for Uncertainty Estimation of Imaging Biomarkers. CoRR (2020)
Thomas Küstner, Tobias Hepp, Marc Fischer, Martin Schwartz, Andreas Fritsche, Hans-Ulrich Häring, Konstantin Nikolaou, Fabian Bamberg, Bin Yang, Fritz Schick, Sergios Gatidis, Jürgen Machann
Fully Automated and Standardized Segmentation of Adipose Tissue Compartments by Deep Learning in Three-dimensional Whole-body MRI of Epidemiological Cohort Studies. CoRR (2020)
Faezeh Fallah, Karim Armanious, Bin Yang, Fabian Bamberg
Volumetric Surface-guided Graph-based Segmentation of Cardiac Adipose Tissues on Fat-Water MR Images. EUSIPCO (2019)
Faezeh Fallah, Sven S. Walter, Fabian Bamberg, Bin Yang
Simultaneous Volumetric Segmentation of Vertebral Bodies and Intervertebral Discs on Fat-Water MR Images. IEEE J. Biomed. Health Informatics 23 (4) (2019)
Dominik Zinsser, Michael Maurer, Phuong-Linh Do, Jakob Weiß, Mike Notohamiprodjo, Fabian Bamberg, Ahmed E. Othman
Reduced scan range abdominopelvic CT in patients with suspected acute appendicitis - impact on diagnostic accuracy and effective radiation dose. BMC Medical Imaging 19 (1) (2019)
Faezeh Fallah, Karim Armanious, Bin Yang, Fabian Bamberg
Spatial and Hierarchical Riemannian Dimensionality Reduction and Dictionary Learning for Segmenting Multichannel Images. EUSIPCO (2019)
Benjamín Gutiérrez-Becker, Sergios Gatidis, Daniel Gutmann, Annette Peters, Christopher Schlett, Fabian Bamberg, Christian Wachinger
Deep Shape Analysis on Abdominal Organs for Diabetes Prediction. CoRR (2018)
Annika Liebgott, Thomas Küstner, Heiko Strohmeier, Tobias Hepp, Philipp Mangold, Petros Martirosian, Fabian Bamberg, Konstantin Nikolaou, Bin Yang, Sergios Gatidis
ImFEATbox: a toolbox for extraction and analysis of medical image features. Int. J. Comput. Assist. Radiol. Surg. 13 (12) (2018)
Sebastian Milde, Annika Liebgott, Ziwei Wu, Wenyi Feng, Jiahuan Yang, Lukas Mauch, Petros Martirosian, Fabian Bamberg, Konstantin Nikolaou, Sergios Gatidis, Fritz Schick, Bin Yang, Thomas Kustner
Graphical User Interface for Medical Deep Learning - Application to Magnetic Resonance Imaging. APSIPA (2018)
Thomas Küstner, Sarah Müller, Marc Fischer, Jakob Weiß, Konstantin Nikolaou, Fabian Bamberg, Bin Yang, Fritz Schick, Sergios Gatidis
Semantic Organ Segmentation in 3D Whole-Body MR Images. ICIP (2018)
Benjamín Gutiérrez-Becker, Sergios Gatidis, Daniel Gutmann, Annette Peters, Christopher Schlett, Fabian Bamberg, Christian Wachinger
Deep Shape Analysis on Abdominal Organs for Diabetes Prediction. ShapeMI@MICCAI (2018)
Thomas Küstner, Sergios Gatidis, Annika Liebgott, Martin Schwartz, Lukas Mauch, Petros Martirosian, Holger Schmidt, Nina F. Schwenzer, Konstantin Nikolaou, Fabian Bamberg, Bin Yang, Fritz Schick
A Machine-learning framework for automatic reference-free quality assessment in MRI. CoRR (2018)
Faezeh Fallah, Bin Yang, Sven S. Walter, Fabian Bamberg
A Hierarchical Ensemble Classifier for Multilabel Segmentation of Fat-Water MR Images. EUSIPCO (2018)
Faezeh Fallah, Bin Yang, Sven S. Walter, Fabian Bamberg
Hierarchical Feature-learning Graph-based Segmentation of Fat-Water MR Images. SPA (2018)
Thomas Kustner, Marvin Jandt, Annika Liebgott, Lukas Mauch, Petros Martirosian, Fabian Bamberg, Konstantin Nikolaou, Sergios Gatidis, Fritz Schick, Bin Yang
Automatic Motion Artifact Detection for Whole-Body Magnetic Resonance Imaging. ICASSP (2018)
Faezeh Fallah, Bin Yang, Fabian Bamberg
Accurate robust nonlinear surface registration with simultaneous point cloud and triangular mesh representation. SPA (2017)
Faezeh Fallah, Bin Yang, Fabian Bamberg
Automatic atlas-guided constrained random Walker algorithm for 3D segmentation of muscles on water magnetic resonance images. EUSIPCO (2017)
Faezeh Fallah, Doychin Mariyanov Tsanev, Bin Yang, Sven S. Walter, Fabian Bamberg
A novel objective function based on a generalized kelly criterion for deep learning. SPA (2017)
Andre Yaroshenko, Felix Gabriel Meinel, Martin Bech, Arne Tapfer, Astrid Velroyen, Simone Schleede, Mark Müller, Sigrid Auweter, Alexander Bohla, Ali Oender Yildirim, Konstantin Nikolaou, Fabian Bamberg, Oliver Eickelberg, Maximilian Reiser, Franz Pfeiffer
Preclinical x-ray dark-field radiography for pulmonary emphysema evaluation. ISBI (2013)