Thomas Küstner

60 papers B 1Misc 1Journal 40Unranked 17
YearRankTypeTitle / Venue / Authors
2026 — ed.
Reconstruction and Imaging Motion Estimation, and Graphs in Biomedical Image Analysis - First International Workshop, RIME 2025, and 7th International Workshop, GRAIL 2025, Daejeon, South Korea, September 27, 2025, Proceedings
GRAIL/RIME@MICCAI
Lina Felsner, Thomas Küstner, Andreas Maier, Chen Qin, Seyed-Ahmad Ahmadi, Anees Kazi, Xiaoling Hu
2025 J jnl
Attention incorporated network for sharing low-rank, image and k-space information during MR image reconstruction to achieve single breath-hold cardiac Cine imaging.
Comput. Medical Imaging Graph.
Siying Xu, Kerstin Hammernik, Andreas Lingg, Jens Kübler, Patrick Krumm, Daniel Rueckert, Sergios Gatidis, Thomas Küstner
2025 J jnl
CUTE-MRI: Conformalized Uncertainty-based framework for Time-adaptivE MRI.
CoRR
Paul Fischer, Jan Nikolas Morshuis, Thomas Küstner, Christian F. Baumgartner
2025 — conf
MIMM-X: Disentangling Spurious Correlations for Medical Image Analysis.
FAIMI@MICCAI
Louisa Fay, Hajer Reguigui, Bin Yang, Sergios Gatidis, Thomas Küstner
2025 J jnl
MIMM-X: Disentangling Spurious Correlations for Medical Image Analysis.
CoRR
Louisa Fay, Hajer Reguigui, Bin Yang, Sergios Gatidis, Thomas Küstner
2025 — conf
Mind the Detail: Uncovering Clinically Relevant Image Details in Accelerated MRI with Semantically Diverse Reconstructions.
MICCAI (2)
Jan Nikolas Morshuis, Christian Schlarmann, Thomas Küstner, Christian F. Baumgartner, Matthias Hein
2025 J jnl
Mind the Detail: Uncovering Clinically Relevant Image Details in Accelerated MRI with Semantically Diverse Reconstructions.
CoRR
Jan Nikolas Morshuis, Christian Schlarmann, Thomas Küstner, Christian F. Baumgartner, Matthias Hein
2025 — conf
Retrospective motion correction in MRI using disentangled embeddings.
CAMSAP
Qi Wang, Veronika Ecker, Marcel Früh, Sergios Gatidis, Thomas Küstner
2025 J jnl
Retrospective motion correction in MRI using disentangled embeddings.
CoRR
Qi Wang, Veronika Ecker, Marcel Früh, Sergios Gatidis, Thomas Küstner
2025 J jnl
Self-Supervised Feature Learning for Cardiac Cine MR Image Reconstruction.
IEEE Trans. Medical Imaging
Siying Xu, Marcel Früh, Kerstin Hammernik, Andreas Lingg, Jens Kübler, Patrick Krumm, Daniel Rueckert, Sergios Gatidis, Thomas Küstner
2025 — conf
Self-supervised Motion-Compensated Reconstruction for Cardiac Cine MRI.
GRAIL/RIME@MICCAI
Siying Xu, Aya Ghoul, Kerstin Hammernik, Jens Kübler, Patrick Krumm, Andreas Lingg, Daniel Rueckert, Sergios Gatidis, Thomas Küstner
2025 — conf
Subspace Implicit Neural Representations for Real-Time Cardiac Cine MR Imaging.
IPMI (1)
Wenqi Huang, Veronika Spieker, Siying Xu, Gastão Cruz, Claudia Prieto, Julia A. Schnabel, Kerstin Hammernik, Thomas Küstner, Daniel Rueckert
2025 — conf
Unsupervised Single-source Domain Generalization for Robust Quantification of Lymphatic Perfusion.
Bildverarbeitung für die Medizin
Lisa K. Fischer, Johanna P. Müller, Christian Schröder, Anja Hanser, Michela Cuomo, Thomas G. Day, Cheng Ouyang, Oliver Dewald, Oliver Rompel, Sven Dittrich, Thomas Küstner, Bernhard Kainz
2024 J jnl
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
Siying Xu, Kerstin Hammernik, Andreas Lingg, Jens Kübler, Patrick Krumm, Daniel Rueckert, Sergios Gatidis, Thomas Küstner
2024 J jnl
Attention-Aware Non-Rigid Image Registration for Accelerated MR Imaging.
IEEE Trans. Medical Imaging
Aya Ghoul, Jiazhen Pan, Andreas Lingg, Jens Kübler, Patrick Krumm, Kerstin Hammernik, Daniel Rueckert, Sergios Gatidis, Thomas Küstner
2024 J jnl
Attention-aware non-rigid image registration for accelerated MR imaging.
CoRR
Aya Ghoul, Jiazhen Pan, Andreas Lingg, Jens Kübler, Patrick Krumm, Kerstin Hammernik, Daniel Rueckert, Sergios Gatidis, Thomas Küstner
2024 — conf
Benchmarking Dependence Measures to Prevent Shortcut Learning in Medical Imaging.
MLMI@MICCAI (2)
Sarah Müller, Louisa Fay, Lisa M. Koch, Sergios Gatidis, Thomas Küstner, Philipp Berens
2024 J jnl
Benchmarking Dependence Measures to Prevent Shortcut Learning in Medical Imaging.
CoRR
Sarah Müller, Louisa Fay, Lisa M. Koch, Sergios Gatidis, Thomas Küstner, Philipp Berens
2024 Misc conf
Deep Regression for Biological Age Estimation in Multiple Organs: Investigations on 40, 000 Subjects of the UK Biobank.
ICASSP
Veronika Ecker, Marcel Früh, Bin Yang, Sergios Gatidis, Thomas Küstner
2024 J jnl
Highly efficient non-rigid registration in k-space with application to cardiac Magnetic Resonance Imaging.
CoRR
Aya Ghoul, Kerstin Hammernik, Andreas Lingg, Patrick Krumm, Daniel Rueckert, Sergios Gatidis, Thomas Küstner
2024 J jnl
Motion-Compensated MR CINE Reconstruction With Reconstruction-Driven Motion Estimation.
IEEE Trans. Medical Imaging
Jiazhen Pan, Wenqi Huang, Daniel Rueckert, Thomas Küstner, Kerstin Hammernik
2024 J jnl
Results from the autoPET challenge on fully automated lesion segmentation in oncologic PET/CT imaging.
Nat. Mac. Intell.
Sergios Gatidis, Marcel Früh, Matthias Fabritius, Sijing Gu, Konstantin Nikolaou, Christian la Fougère, Jin Ye, Junjun He, Yige Peng, Lei Bi, Jun Ma, Bo Wang, Jia Zhang, Yukun Huang, Lars Heiliger, Zdravko Marinov, Rainer Stiefelhagen, Jan Egger, Jens Kleesiek, Ludovic Sibille, Lei Xiang, Simone Bendazzoli, Mehdi Astaraki, Michael Ingrisch, Clemens C. Cyran, Thomas Küstner
2024 J jnl
TotalSegmentator MRI: Sequence-Independent Segmentation of 59 Anatomical Structures in MR images.
CoRR
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
2024 J jnl
Unrolled and rapid motion-compensated reconstruction for cardiac CINE MRI.
Medical Image Anal.
Jiazhen Pan, Manal Hamdi, Wenqi Huang, Kerstin Hammernik, Thomas Küstner, Daniel Rueckert
2023 J jnl
Avoiding Shortcut-Learning by Mutual Information Minimization in Deep Learning-Based Image Processing.
IEEE Access
Louisa Fay, Erick Cobos, Bin Yang, Sergios Gatidis, Thomas Küstner
2023 — conf
Global k-Space Interpolation for Dynamic MRI Reconstruction Using Masked Image Modeling.
MICCAI (10)
Jiazhen Pan, Suprosanna Shit, Özgün Turgut, Wenqi Huang, Hongwei Bran Li, Nil Stolt Ansó, Thomas Küstner, Kerstin Hammernik, Daniel Rueckert
2023 J jnl
Global k-Space Interpolation for Dynamic MRI Reconstruction using Masked Image Modeling.
CoRR
Jiazhen Pan, Suprosanna Shit, Özgün Turgut, Wenqi Huang, Hongwei Bran Li, Nil Stolt Ansó, Thomas Küstner, Kerstin Hammernik, Daniel Rueckert
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
MedShapeNet - A Large-Scale Dataset of 3D Medical Shapes for Computer Vision.
CoRR
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 Ferdinand 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.
2023 J jnl
Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging: Combining physics and machine learning for improved medical imaging.
IEEE Signal Process. Mag.
Kerstin Hammernik, Thomas Küstner, Burhaneddin Yaman, Zhengnan Huang, Daniel Rueckert, Florian Knoll, Mehmet Akçakaya
2023 J jnl
Reconstruction-driven motion estimation for motion-compensated MR CINE imaging.
CoRR
Jiazhen Pan, Wenqi Huang, Daniel Rueckert, Thomas Küstner, Kerstin Hammernik
2023 — conf
Uncertainty Estimation and Propagation in Accelerated MRI Reconstruction.
UNSURE@MICCAI
Paul Fischer, Thomas Küstner, Christian F. Baumgartner
2023 J jnl
Uncertainty Estimation and Propagation in Accelerated MRI Reconstruction.
CoRR
Paul Fischer, Thomas Küstner, Christian F. Baumgartner
2022 — conf
Learning-Based and Unrolled Motion-Compensated Reconstruction for Cardiac MR CINE Imaging.
MICCAI (6)
Jiazhen Pan, Daniel Rueckert, Thomas Küstner, Kerstin Hammernik
2022 J jnl
Learning-based and unrolled motion-compensated reconstruction for cardiac MR CINE imaging.
CoRR
Jiazhen Pan, Daniel Rueckert, Thomas Küstner, Kerstin Hammernik
2022 J jnl
Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging.
CoRR
Kerstin Hammernik, Thomas Küstner, Burhaneddin Yaman, Zhengnan Huang, Daniel Rueckert, Florian Knoll, Mehmet Akçakaya
2022 J jnl
Real Time Landmark Detection for Within- and Cross Subject Tracking With Minimal Human Supervision.
IEEE Access
Marcel Frueh, Andreas Schilling, Sergios Gatidis, Thomas Küstner
2022 J jnl
Self-supervised learning for automated anatomical tracking in medical image data with minimal human labeling effort.
Comput. Methods Programs Biomed.
Marcel Frueh, Thomas Küstner, Marcel Nachbar, Daniela Thorwarth, Andreas Schilling, Sergios Gatidis
2021 J jnl
Age-Net: An MRI-Based Iterative Framework for Brain Biological Age Estimation.
IEEE Trans. Medical Imaging
Karim Armanious, Sherif Abdulatif, Wenbin Shi, Shashank Salian, Thomas Küstner, Daniel Weiskopf, Tobias Hepp, Sergios Gatidis, Bin Yang
2021 — conf
Efficient Image Registration Network for Non-Rigid Cardiac Motion Estimation.
MLMIR@MICCAI
Jiazhen Pan, Daniel Rueckert, Thomas Küstner, Kerstin Hammernik
2021 J jnl
LAPNet: Non-Rigid Registration Derived in k-Space for Magnetic Resonance Imaging.
IEEE Trans. Medical Imaging
Thomas Küstner, Jiazhen Pan, Haikun Qi, Gastão Cruz, Christopher Gilliam, Thierry Blu, Bin Yang, Sergios Gatidis, René M. Botnar, Claudia Prieto
2021 J jnl
LAPNet: Non-rigid Registration derived in k-space for Magnetic Resonance Imaging.
CoRR
Thomas Küstner, Jiazhen Pan, Haikun Qi, Gastão Cruz, Christopher Gilliam, Thierry Blu, Bin Yang, Sergios Gatidis, René M. Botnar, Claudia Prieto
2021 — conf
Motion-Guided Physics-Based Learning for Cardiac MRI Reconstruction.
ACSCC
Kerstin Hammernik, Jiazhen Pan, Daniel Rueckert, Thomas Küstner
2021 J jnl
Non-Rigid Respiratory Motion Estimation of Whole-Heart Coronary MR Images Using Unsupervised Deep Learning.
IEEE Trans. Medical Imaging
Haikun Qi, Niccolo Fuin, Gastão Cruz, Jiazhen Pan, Thomas Küstner, Aurélien Bustin, René M. Botnar, Claudia Prieto
2020 — conf
Accelerated 4D Respiratory Motion-Resolved Cardiac MRI with a Model-Based Variational Network.
MICCAI (6)
Haikun Qi, Niccolo Fuin, Thomas Küstner, René M. Botnar, Claudia Prieto
2020 J jnl
Age-Net: An MRI-Based Iterative Framework for Biological Age Estimation.
CoRR
Karim Armanious, Sherif Abdulatif, Wenbin Shi, Shashank Salian, Thomas Küstner, Daniel Weiskopf, Tobias Hepp, Sergios Gatidis, Bin Yang
2020 — conf
Deep-learning based motion-corrected image reconstruction in 4D magnetic resonance imaging of the body trunk.
APSIPA
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
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
2020 J jnl
MedGAN: Medical image translation using GANs.
Comput. Medical Imaging Graph.
Karim Armanious, Chenming Jiang, Marc Fischer, Thomas Küstner, Tobias Hepp, Konstantin Nikolaou, Sergios Gatidis, Bin Yang
2020 — conf
Organ-Based Chronological Age Estimation Based on 3D MRI Scans.
EUSIPCO
Karim Armanious, Sherif Abdulatif, Anish Rao Bhaktharaguttu, Thomas Küstner, Tobias Hepp, Sergios Gatidis, Bin Yang
2020 — conf
Unsupervised Adversarial Correction of Rigid MR Motion Artifacts.
ISBI
Karim Armanious, Aastha Tanwar, Sherif Abdulatif, Thomas Küstner, Sergios Gatidis, Bin Yang
2019 J jnl
Organ-based Age Estimation based on 3D MRI Scans.
CoRR
Karim Armanious, Sherif Abdulatif, Anish Rao Bhaktharaguttu, Thomas Küstner, Tobias Hepp, Sergios Gatidis, Bin Yang
2019 J jnl
Unsupervised Adversarial Correction of Rigid MR Motion Artifacts.
CoRR
Karim Armanious, Aastha Tanwar, Sherif Abdulatif, Thomas Küstner, Sergios Gatidis, Bin Yang
2019 — conf
Unsupervised Medical Image Translation Using Cycle-MedGAN.
EUSIPCO
Karim Armanious, Chenming Jiang, Sherif Abdulatif, Thomas Küstner, Sergios Gatidis, Bin Yang
2019 J jnl
Unsupervised Medical Image Translation Using Cycle-MedGAN.
CoRR
Karim Armanious, Chenming Jiang, Sherif Abdulatif, Thomas Küstner, Sergios Gatidis, Bin Yang
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 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 J jnl
MedGAN: Medical Image Translation using GANs.
CoRR
Karim Armanious, Chenming Yang, Marc Fischer, Thomas Küstner, Konstantin Nikolaou, Sergios Gatidis, Bin Yang
2018 J jnl
Retrospective correction of Rigid and Non-Rigid MR motion artifacts using GANs.
CoRR
Karim Armanious, Thomas Küstner, Konstantin Nikolaou, Sergios Gatidis, Bin Yang
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