Thomas Küstner

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 43

Top Topics

Magnetic Resonance Imaging

Top Venues

IEEE Trans. Medical Imaging

Publications

Siying Xu, Kerstin Hammernik, Andreas Lingg, Jens Kübler, Patrick Krumm, Daniel Rueckert, Sergios Gatidis, Thomas Küstner
Attention Incorporated Network for Sharing Low-rank, Image and K-space Information during MR Image Reconstruction to Achieve Single Breath-hold Cardiac Cine Imaging. CoRR (2024)
Veronika Ecker, Marcel Früh, Bin Yang, Sergios Gatidis, Thomas Küstner
Deep Regression for Biological Age Estimation in Multiple Organs: Investigations on 40, 000 Subjects of the UK Biobank. ICASSP (2024)
Sarah Müller, Louisa Fay, Lisa M. Koch, Sergios Gatidis, Thomas Küstner, Philipp Berens
Benchmarking Dependence Measures to Prevent Shortcut Learning in Medical Imaging. CoRR (2024)
Aya Ghoul, Jiazhen Pan, Andreas Lingg, Jens Kübler, Patrick Krumm, Kerstin Hammernik, Daniel Rueckert, Sergios Gatidis, Thomas Küstner
Attention-Aware Non-Rigid Image Registration for Accelerated MR Imaging. IEEE Trans. Medical Imaging 43 (8) (2024)
Tugba Akinci D'Antonoli, Lucas K. Berger, Ashraya K. Indrakanti, Nathan Vishwanathan, Jakob Weiß, Matthias Jung, Zeynep Berkarda, Alexander Rau, Marco Reisert, Thomas Küstner, Alexandra Walter, Elmar M. Merkle, Martin Segeroth, Joshy Cyriac, Shan Yang, Jakob Wasserthal
TotalSegmentator MRI: Sequence-Independent Segmentation of 59 Anatomical Structures in MR images. CoRR (2024)
Jiazhen Pan, Manal Hamdi, Wenqi Huang, Kerstin Hammernik, Thomas Küstner, Daniel Rueckert
Unrolled and rapid motion-compensated reconstruction for cardiac CINE MRI. Medical Image Anal. 91 (2024)
Jiazhen Pan, Wenqi Huang, Daniel Rueckert, Thomas Küstner, Kerstin Hammernik
Motion-Compensated MR CINE Reconstruction With Reconstruction-Driven Motion Estimation. IEEE Trans. Medical Imaging 43 (7) (2024)
Aya Ghoul, Jiazhen Pan, Andreas Lingg, Jens Kübler, Patrick Krumm, Kerstin Hammernik, Daniel Rueckert, Sergios Gatidis, Thomas Küstner
Attention-aware non-rigid image registration for accelerated MR imaging. 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)
Paul Fischer, Thomas Küstner, Christian F. Baumgartner
Uncertainty Estimation and Propagation in Accelerated MRI Reconstruction. CoRR (2023)
Jianning Li, Antonio Pepe, Christina Gsaxner, Gijs Luijten, Yuan Jin, Narmada Ambigapathy, Enrico Nasca, Naida Solak, Gian Marco Melito, Afaque R. Memon, Xiaojun Chen, Jan Stefan Kirschke, Ezequiel de la Rosa, Patrick Ferndinand Christ, Hongwei Bran Li, David G. Ellis, Michele R. Aizenberg, Sergios Gatidis, Thomas Küstner, Nadya Shusharina, Nicholas Heller, Vincent Andrearczyk, Adrien Depeursinge, Mathieu Hatt, Anjany Sekuboyina, Maximilian Löffler, Hans Liebl, Reuben Dorent, Tom Vercauteren, Jonathan Shapey, Aaron Kujawa, Stefan Cornelissen, Patrick Langenhuizen, Achraf Ben-Hamadou, Ahmed Rekik, Sergi Pujades, Edmond Boyer, Federico Bolelli, Costantino Grana, Luca Lumetti, Hamidreza Salehi, Jun Ma, Yao Zhang, Ramtin Gharleghi, Susann Beier, Arcot Sowmya, Eduardo A. Garza-Villarreal, Thania Balducci, et al.
MedShapeNet - A Large-Scale Dataset of 3D Medical Shapes for Computer Vision. CoRR (2023)
Jiazhen Pan, Suprosanna Shit, Özgün Turgut, Wenqi Huang, Hongwei Bran Li, Nil Stolt Ansó, Thomas Küstner, Kerstin Hammernik, Daniel Rueckert
Global k-Space Interpolation for Dynamic MRI Reconstruction Using Masked Image Modeling. MICCAI (10) (2023)
Jiazhen Pan, Wenqi Huang, Daniel Rueckert, Thomas Küstner, Kerstin Hammernik
Reconstruction-driven motion estimation for motion-compensated MR CINE imaging. CoRR (2023)
Kerstin Hammernik, Thomas Küstner, Burhaneddin Yaman, Zhengnan Huang, Daniel Rueckert, Florian Knoll, Mehmet Akçakaya
Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging: Combining physics and machine learning for improved medical imaging. IEEE Signal Process. Mag. 40 (1) (2023)
Louisa Fay, Erick Cobos, Bin Yang, Sergios Gatidis, Thomas Küstner
Avoiding Shortcut-Learning by Mutual Information Minimization in Deep Learning-Based Image Processing. IEEE Access 11 (2023)
Jiazhen Pan, Suprosanna Shit, Özgün Turgut, Wenqi Huang, Hongwei Bran Li, Nil Stolt Ansó, Thomas Küstner, Kerstin Hammernik, Daniel Rueckert
Global k-Space Interpolation for Dynamic MRI Reconstruction using Masked Image Modeling. CoRR (2023)
Jiazhen Pan, Daniel Rueckert, Thomas Küstner, Kerstin Hammernik
Learning-Based and Unrolled Motion-Compensated Reconstruction for Cardiac MR CINE Imaging. MICCAI (6) (2022)
Kerstin Hammernik, Thomas Küstner, Burhaneddin Yaman, Zhengnan Huang, Daniel Rueckert, Florian Knoll, Mehmet Akçakaya
Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging. CoRR (2022)
Marcel Frueh, Andreas Schilling, Sergios Gatidis, Thomas Küstner
Real Time Landmark Detection for Within- and Cross Subject Tracking With Minimal Human Supervision. IEEE Access 10 (2022)
Marcel Frueh, Thomas Küstner, Marcel Nachbar, Daniela Thorwarth, Andreas Schilling, Sergios Gatidis
Self-supervised learning for automated anatomical tracking in medical image data with minimal human labeling effort. Comput. Methods Programs Biomed. 225 (2022)
Jiazhen Pan, Daniel Rueckert, Thomas Küstner, Kerstin Hammernik
Learning-based and unrolled motion-compensated reconstruction for cardiac MR CINE imaging. CoRR (2022)
Karim Armanious, Sherif Abdulatif, Wenbin Shi, Shashank Salian, Thomas Küstner, Daniel Weiskopf, Tobias Hepp, Sergios Gatidis, Bin Yang
Age-Net: An MRI-Based Iterative Framework for Brain Biological Age Estimation. IEEE Trans. Medical Imaging 40 (7) (2021)
Thomas Küstner, Jiazhen Pan, Haikun Qi, Gastão Cruz, Christopher Gilliam, Thierry Blu, Bin Yang, Sergios Gatidis, René M. Botnar, Claudia Prieto
LAPNet: Non-rigid Registration derived in k-space for Magnetic Resonance Imaging. CoRR (2021)
Haikun Qi, Niccolo Fuin, Gastão Cruz, Jiazhen Pan, Thomas Küstner, Aurélien Bustin, René M. Botnar, Claudia Prieto
Non-Rigid Respiratory Motion Estimation of Whole-Heart Coronary MR Images Using Unsupervised Deep Learning. IEEE Trans. Medical Imaging 40 (1) (2021)
Jiazhen Pan, Daniel Rueckert, Thomas Küstner, Kerstin Hammernik
Efficient Image Registration Network for Non-Rigid Cardiac Motion Estimation. MLMIR@MICCAI (2021)
Thomas Küstner, Jiazhen Pan, Haikun Qi, Gastão Cruz, Christopher Gilliam, Thierry Blu, Bin Yang, Sergios Gatidis, René M. Botnar, Claudia Prieto
LAPNet: Non-Rigid Registration Derived in k-Space for Magnetic Resonance Imaging. IEEE Trans. Medical Imaging 40 (12) (2021)
Kerstin Hammernik, Jiazhen Pan, Daniel Rueckert, Thomas Küstner
Motion-Guided Physics-Based Learning for Cardiac MRI Reconstruction. ACSCC (2021)
Karim Armanious, Sherif Abdulatif, Wenbin Shi, Shashank Salian, Thomas Küstner, Daniel Weiskopf, Tobias Hepp, Sergios Gatidis, Bin Yang
Age-Net: An MRI-Based Iterative Framework for Biological Age Estimation. CoRR (2020)
Karim Armanious, Sherif Abdulatif, Anish Rao Bhaktharaguttu, Thomas Küstner, Tobias Hepp, Sergios Gatidis, Bin Yang
Organ-Based Chronological Age Estimation Based on 3D MRI Scans. EUSIPCO (2020)
Haikun Qi, Niccolo Fuin, Thomas Küstner, René M. Botnar, Claudia Prieto
Accelerated 4D Respiratory Motion-Resolved Cardiac MRI with a Model-Based Variational Network. MICCAI (6) (2020)
Karim Armanious, Chenming Jiang, Marc Fischer, Thomas Küstner, Tobias Hepp, Konstantin Nikolaou, Sergios Gatidis, Bin Yang
MedGAN: Medical image translation using GANs. Comput. Medical Imaging Graph. 79 (2020)
Karim Armanious, Aastha Tanwar, Sherif Abdulatif, Thomas Küstner, Sergios Gatidis, Bin Yang
Unsupervised Adversarial Correction of Rigid MR Motion Artifacts. ISBI (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)
Thomas Küstner, Jiazhen Pan, Christopher Gilliam, Haikun Qi, Gastão Cruz, Kerstin Hammernik, Bin Yang, Thierry Blu, Daniel Rueckert, René M. Botnar, Claudia Prieto, Sergios Gatidis
Deep-learning based motion-corrected image reconstruction in 4D magnetic resonance imaging of the body trunk. APSIPA (2020)
Karim Armanious, Sherif Abdulatif, Anish Rao Bhaktharaguttu, Thomas Küstner, Tobias Hepp, Sergios Gatidis, Bin Yang
Organ-based Age Estimation based on 3D MRI Scans. CoRR (2019)
Karim Armanious, Aastha Tanwar, Sherif Abdulatif, Thomas Küstner, Sergios Gatidis, Bin Yang
Unsupervised Adversarial Correction of Rigid MR Motion Artifacts. CoRR (2019)
Karim Armanious, Chenming Jiang, Sherif Abdulatif, Thomas Küstner, Sergios Gatidis, Bin Yang
Unsupervised Medical Image Translation Using Cycle-MedGAN. EUSIPCO (2019)
Karim Armanious, Chenming Jiang, Sherif Abdulatif, Thomas Küstner, Sergios Gatidis, Bin Yang
Unsupervised Medical Image Translation Using Cycle-MedGAN. CoRR (2019)
Karim Armanious, Thomas Küstner, Konstantin Nikolaou, Sergios Gatidis, Bin Yang
Retrospective correction of Rigid and Non-Rigid MR motion artifacts using GANs. CoRR (2018)
Karim Armanious, Chenming Yang, Marc Fischer, Thomas Küstner, Konstantin Nikolaou, Sergios Gatidis, Bin Yang
MedGAN: Medical Image Translation using GANs. 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)
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)
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)