Fabian Bamberg

32 papers B 1Misc 1Journal 18Unranked 12

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	VERIDAH: Solving Enumeration Anomaly Aware Vertebra Labeling across Imaging Sequences. CoRR Hendrik Kristian Möller, Hanna Schön, Robert Graf, Matan Atad, Nathan Molinier, Anjany Sekuboyina, Bettina K. Budai, Fabian Bamberg, Steffen Ringhof, Christopher Schlett, Tobias Pischon, Thoralf Niendorf, Josua A. Decker, Marc-André Weber, Bjoern Menze, Daniel Rueckert, Jan S. Kirschke
2024	—	`conf`	Detecting Unforeseen Data Properties with Diffusion Autoencoder Embeddings Using Spine MRI Data. ISIC/iMIMIC/EARTH/DeCaF@MICCAI Robert Graf, Florian Hunecke, Soeren Pohl, Matan Atad, Hendrik Kristian Möller, Sophie Starck, Thomas Kröncke, Stefanie Bette, Fabian Bamberg, Tobias Pischon, Thoralf Niendorf, Carsten Oliver Schmidt, Johannes C. Paetzold, Daniel Rueckert, Jan S. Kirschke
2024	J	`jnl`	Detecting Unforeseen Data Properties with Diffusion Autoencoder Embeddings using Spine MRI data. CoRR Robert Graf, Florian Hunecke, Soeren Pohl, Matan Atad, Hendrik Kristian Möller, Sophie Starck, Thomas Kröncke, Stefanie Bette, Fabian Bamberg, Tobias Pischon, Thoralf Niendorf, Carsten Oliver Schmidt, Johannes C. Paetzold, Daniel Rueckert, Jan S. Kirschke
2024	J	`jnl`	TotalVibeSegmentator: Full Torso Segmentation for the NAKO and UK Biobank in Volumetric Interpolated Breath-hold Examination Body Images. CoRR 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
2023	J	`jnl`	Identification of radiomic biomarkers in a set of four skeletal muscle groups on Dixon MRI of the NAKO MR study. BMC Medical Imaging 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
2023	J	`jnl`	Multiclass datasets expand neural network utility: an example on ankle radiographs. Int. J. Comput. Assist. Radiol. Surg. Suam Kim, Philipp Rebmann, Phuong Hien Tran, Elias Kellner, Marco Reisert, David Steybe, Jörg Bayer, Fabian Bamberg, Elmar Kotter, Maximilian Frederik Russe
2022	J	`jnl`	AbdomenNet: deep neural network for abdominal organ segmentation in epidemiologic imaging studies. BMC Medical Imaging Anne-Marie Rickmann, Jyotirmay Senapati, Oksana P. Kovalenko, Annette Peters, Fabian Bamberg, Christian Wachinger
2022	J	`jnl`	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. David Steybe, Philipp Poxleitner, Marc Christian Metzger, Leonard Simon Brandenburg, Rainer Schmelzeisen, Fabian Bamberg, Phuong Hien Tran, Elias Kellner, Marco Reisert, Maximilian Frederik Russe
2022	J	`jnl`	FedNorm: Modality-Based Normalization in Federated Learning for Multi-Modal Liver Segmentation. CoRR Tobias Bernecker, Annette Peters, Christopher L. Schlett, Fabian Bamberg, Fabian J. Theis, Daniel Rueckert, Jakob Weiß, Shadi Albarqouni
2021	J	`jnl`	An Uncertainty-Aware, Shareable and Transparent Neural Network Architecture for Brain-Age Modeling. CoRR 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
2021	J	`jnl`	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 David Steybe, Philipp Poxleitner, Pit Jacob Voss, Marc Christian Metzger, Rainer Schmelzeisen, Fabian Bamberg, Suam Kim, Maximilian Frederik Russe
2021	J	`jnl`	Predicting brain-age from raw T1-weighted Magnetic Resonance Imaging data using 3D Convolutional Neural Networks. CoRR 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
2020	—	`conf`	Bayesian Neural Networks for Uncertainty Estimation of Imaging Biomarkers. MLMI@MICCAI Jyotirmay Senapati, Abhijit Guha Roy, Sebastian Pölsterl, Daniel Gutmann, Sergios Gatidis, Christopher Schlett, Annette Peters, Fabian Bamberg, Christian Wachinger
2020	J	`jnl`	Bayesian Neural Networks for Uncertainty Estimation of Imaging Biomarkers. CoRR Jyotirmay Senapati, Abhijit Guha Roy, Sebastian Pölsterl, Daniel Gutmann, Sergios Gatidis, Christopher Schlett, Annette Peters, Fabian Bamberg, Christian Wachinger
2020	J	`jnl`	Fully Automated and Standardized Segmentation of Adipose Tissue Compartments by Deep Learning in Three-dimensional Whole-body MRI of Epidemiological Cohort Studies. CoRR 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
2019	J	`jnl`	Reduced scan range abdominopelvic CT in patients with suspected acute appendicitis - impact on diagnostic accuracy and effective radiation dose. BMC Medical Imaging Dominik Zinsser, Michael Maurer, Phuong-Linh Do, Jakob Weiß, Mike Notohamiprodjo, Fabian Bamberg, Ahmed E. Othman
2019	J	`jnl`	Simultaneous Volumetric Segmentation of Vertebral Bodies and Intervertebral Discs on Fat-Water MR Images. IEEE J. Biomed. Health Informatics Faezeh Fallah, Sven S. Walter, Fabian Bamberg, Bin Yang
2019	—	`conf`	Spatial and Hierarchical Riemannian Dimensionality Reduction and Dictionary Learning for Segmenting Multichannel Images. EUSIPCO Faezeh Fallah, Karim Armanious, Bin Yang, Fabian Bamberg
2019	—	`conf`	Volumetric Surface-guided Graph-based Segmentation of Cardiac Adipose Tissues on Fat-Water MR Images. EUSIPCO Faezeh Fallah, Karim Armanious, Bin Yang, Fabian Bamberg
2018	—	`conf`	A Hierarchical Ensemble Classifier for Multilabel Segmentation of Fat-Water MR Images. EUSIPCO Faezeh Fallah, Bin Yang, Sven S. Walter, Fabian Bamberg
2018	J	`jnl`	A Machine-learning framework for automatic reference-free quality assessment in MRI. CoRR 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
2018	Misc	`conf`	Automatic Motion Artifact Detection for Whole-Body Magnetic Resonance Imaging. ICASSP Thomas Kustner, Marvin Jandt, Annika Liebgott, Lukas Mauch, Petros Martirosian, Fabian Bamberg, Konstantin Nikolaou, Sergios Gatidis, Fritz Schick, Bin Yang
2018	—	`conf`	Deep Shape Analysis on Abdominal Organs for Diabetes Prediction. ShapeMI@MICCAI Benjamín Gutiérrez-Becker, Sergios Gatidis, Daniel Gutmann, Annette Peters, Christopher Schlett, Fabian Bamberg, Christian Wachinger
2018	J	`jnl`	Deep Shape Analysis on Abdominal Organs for Diabetes Prediction. CoRR Benjamín Gutiérrez-Becker, Sergios Gatidis, Daniel Gutmann, Annette Peters, Christopher Schlett, Fabian Bamberg, Christian Wachinger
2018	—	`conf`	Graphical User Interface for Medical Deep Learning - Application to Magnetic Resonance Imaging. APSIPA 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
2018	—	`conf`	Hierarchical Feature-learning Graph-based Segmentation of Fat-Water MR Images. SPA Faezeh Fallah, Bin Yang, Sven S. Walter, Fabian Bamberg
2018	J	`jnl`	ImFEATbox: a toolbox for extraction and analysis of medical image features. Int. J. Comput. Assist. Radiol. Surg. Annika Liebgott, Thomas Küstner, Heiko Strohmeier, Tobias Hepp, Philipp Mangold, Petros Martirosian, Fabian Bamberg, Konstantin Nikolaou, Bin Yang, Sergios Gatidis
2018	B	`conf`	Semantic Organ Segmentation in 3D Whole-Body MR Images. ICIP Thomas Küstner, Sarah Müller, Marc Fischer, Jakob Weiß, Konstantin Nikolaou, Fabian Bamberg, Bin Yang, Fritz Schick, Sergios Gatidis
2017	—	`conf`	A novel objective function based on a generalized kelly criterion for deep learning. SPA Faezeh Fallah, Doychin Mariyanov Tsanev, Bin Yang, Sven S. Walter, Fabian Bamberg
2017	—	`conf`	Accurate robust nonlinear surface registration with simultaneous point cloud and triangular mesh representation. SPA Faezeh Fallah, Bin Yang, Fabian Bamberg
2017	—	`conf`	Automatic atlas-guided constrained random Walker algorithm for 3D segmentation of muscles on water magnetic resonance images. EUSIPCO Faezeh Fallah, Bin Yang, Fabian Bamberg
2013	—	`conf`	Preclinical x-ray dark-field radiography for pulmonary emphysema evaluation. ISBI 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