Thomas Kustner

According to our database, Thomas Kustner authored at least 39 papers between 2015 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2024

Unrolled and rapid motion-compensated reconstruction for cardiac CINE MRI.

Jiazhen Pan, Manal Hamdi, Wenqi Huang, Kerstin Hammernik, Thomas Küstner, Daniel Rueckert

Medical Image Anal., January, 2024

2023

Identification of radiomic biomarkers in a set of four skeletal muscle groups on Dixon MRI of the NAKO MR study.

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

BMC Medical Imaging, December, 2023

Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging: Combining physics and machine learning for improved medical imaging.

Kerstin Hammernik, Thomas Küstner, Burhaneddin Yaman, Zhengnan Huang, Daniel Rueckert, Florian Knoll, Mehmet Akçakaya

IEEE Signal Process. Mag., 2023

MedShapeNet - A Large-Scale Dataset of 3D Medical Shapes for Computer Vision.

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.

CoRR, 2023

Reconstruction-driven motion estimation for motion-compensated MR CINE imaging.

Jiazhen Pan, Wenqi Huang, Daniel Rueckert, Thomas Küstner, Kerstin Hammernik

CoRR, 2023

Avoiding Shortcut-Learning by Mutual Information Minimization in Deep Learning-Based Image Processing.

Louisa Fay, Erick Cobos, Bin Yang, Sergios Gatidis, Thomas Küstner

IEEE Access, 2023

Global k-Space Interpolation for Dynamic MRI Reconstruction Using Masked Image Modeling.

Jiazhen Pan, Suprosanna Shit, Özgün Turgut, Wenqi Huang, Hongwei Bran Li, Nil Stolt Ansó, Thomas Küstner, Kerstin Hammernik, Daniel Rueckert

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

Uncertainty Estimation and Propagation in Accelerated MRI Reconstruction.

Paul Fischer, Thomas Küstner, Christian F. Baumgartner

Proceedings of the Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, 2023

2022

Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging.

Kerstin Hammernik, Thomas Küstner, Burhaneddin Yaman, Zhengnan Huang, Daniel Rueckert, Florian Knoll, Mehmet Akçakaya

CoRR, 2022

Self-supervised learning for automated anatomical tracking in medical image data with minimal human labeling effort.

Marcel Frueh, Thomas Küstner, Marcel Nachbar, Daniela Thorwarth, Andreas Schilling, Sergios Gatidis

Comput. Methods Programs Biomed., 2022

Real Time Landmark Detection for Within- and Cross Subject Tracking With Minimal Human Supervision.

Marcel Frueh, Andreas Schilling, Sergios Gatidis, Thomas Küstner

IEEE Access, 2022

Learning-Based and Unrolled Motion-Compensated Reconstruction for Cardiac MR CINE Imaging.

Jiazhen Pan, Daniel Rueckert, Thomas Küstner, Kerstin Hammernik

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2022, 2022

2021

Non-Rigid Respiratory Motion Estimation of Whole-Heart Coronary MR Images Using Unsupervised Deep Learning.

Haikun Qi, Niccolo Fuin, Gastão Cruz, Jiazhen Pan, Thomas Küstner, Aurélien Bustin, René M. Botnar, Claudia Prieto

IEEE Trans. Medical Imaging, 2021

LAPNet: Non-Rigid Registration Derived in k-Space for Magnetic Resonance Imaging.

Thomas Küstner, Jiazhen Pan, Haikun Qi, Gastão Cruz, Christopher Gilliam, Thierry Blu, Bin Yang, Sergios Gatidis, René M. Botnar, Claudia Prieto

IEEE Trans. Medical Imaging, 2021

Age-Net: An MRI-Based Iterative Framework for Brain Biological Age Estimation.

Karim Armanious, Sherif Abdulatif, Wenbin Shi, Shashank Salian, Thomas Küstner, Daniel Weiskopf, Tobias Hepp, Sergios Gatidis, Bin Yang

IEEE Trans. Medical Imaging, 2021

Efficient Image Registration Network for Non-Rigid Cardiac Motion Estimation.

Jiazhen Pan, Daniel Rueckert, Thomas Küstner, Kerstin Hammernik

Proceedings of the Machine Learning for Medical Image Reconstruction, 2021

Motion-Guided Physics-Based Learning for Cardiac MRI Reconstruction.

Kerstin Hammernik, Jiazhen Pan, Daniel Rueckert, Thomas Küstner

Proceedings of the 55th Asilomar Conference on Signals, Systems, and Computers, 2021

2020

Age-Net: An MRI-Based Iterative Framework for Biological Age Estimation.

Karim Armanious, Sherif Abdulatif, Wenbin Shi, Shashank Salian, Thomas Küstner, Daniel Weiskopf, Tobias Hepp, Sergios Gatidis, Bin Yang

CoRR, 2020

Fully Automated and Standardized Segmentation of Adipose Tissue Compartments by Deep Learning in Three-dimensional Whole-body MRI of Epidemiological Cohort Studies.

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

CoRR, 2020

MedGAN: Medical image translation using GANs.

Karim Armanious, Chenming Jiang, Marc Fischer, Thomas Küstner, Tobias Hepp, Konstantin Nikolaou, Sergios Gatidis, Bin Yang

Comput. Medical Imaging Graph., 2020

Accelerated 4D Respiratory Motion-Resolved Cardiac MRI with a Model-Based Variational Network.

Haikun Qi, Niccolo Fuin, Thomas Küstner, René M. Botnar, Claudia Prieto

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2020, 2020

Unsupervised Adversarial Correction of Rigid MR Motion Artifacts.

Karim Armanious, Aastha Tanwar, Sherif Abdulatif, Thomas Küstner, Sergios Gatidis, Bin Yang

Proceedings of the 17th IEEE International Symposium on Biomedical Imaging, 2020

Organ-Based Chronological Age Estimation Based on 3D MRI Scans.

Karim Armanious, Sherif Abdulatif, Anish Rao Bhaktharaguttu, Thomas Küstner, Tobias Hepp, Sergios Gatidis, Bin Yang

Proceedings of the 28th European Signal Processing Conference, 2020

Deep-learning based motion-corrected image reconstruction in 4D magnetic resonance imaging of the body trunk.

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

Proceedings of the Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, 2020

2019

Organ-based Age Estimation based on 3D MRI Scans.

Karim Armanious, Sherif Abdulatif, Anish Rao Bhaktharaguttu, Thomas Küstner, Tobias Hepp, Sergios Gatidis, Bin Yang

CoRR, 2019

Retrospective Correction Of Rigid And Non-Rigid MR Motion Artifacts Using Gans.

Karim Armanious, Sergios Gatidis, Konstantin Nikolaou, Bin Yang, Thomas Kustner

Proceedings of the 16th IEEE International Symposium on Biomedical Imaging, 2019

Unsupervised Medical Image Translation Using Cycle-MedGAN.

Karim Armanious, Chenming Jiang, Sherif Abdulatif, Thomas Küstner, Sergios Gatidis, Bin Yang

Proceedings of the 27th European Signal Processing Conference, 2019

2018

A Machine-learning framework for automatic reference-free quality assessment in MRI.

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

CoRR, 2018

MedGAN: Medical Image Translation using GANs.

Karim Armanious, Chenming Yang, Marc Fischer, Thomas Küstner, Konstantin Nikolaou, Sergios Gatidis, Bin Yang

CoRR, 2018

ImFEATbox: a toolbox for extraction and analysis of medical image features.

Annika Liebgott, Thomas Küstner, Heiko Strohmeier, Tobias Hepp, Philipp Mangold, Petros Martirosian, Fabian Bamberg, Konstantin Nikolaou, Bin Yang, Sergios Gatidis

Int. J. Comput. Assist. Radiol. Surg., 2018

Semantic Organ Segmentation in 3D Whole-Body MR Images.

Thomas Küstner, Sarah Müller, Marc Fischer, Jakob Weiß, Konstantin Nikolaou, Fabian Bamberg, Bin Yang, Fritz Schick, Sergios Gatidis

Proceedings of the 2018 IEEE International Conference on Image Processing, 2018

Automatic Motion Artifact Detection for Whole-Body Magnetic Resonance Imaging.

Thomas Kustner, Marvin Jandt, Annika Liebgott, Lukas Mauch, Petros Martirosian, Fabian Bamberg, Konstantin Nikolaou, Sergios Gatidis, Fritz Schick, Bin Yang

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Graphical User Interface for Medical Deep Learning - Application to Magnetic Resonance Imaging.

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

Proceedings of the Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, 2018

2017

MR-based respiratory and cardiac motion correction for PET imaging.

Thomas Kustner, Martin Schwartz, Petros Martirosian, Sergios Gatidis, Ferdinand Seith, Christopher Gilliam, Thierry Blu, Hadi Fayad, Dimitris Visvikis, Fritz Schick, Bin Yang, Holger Schmidt, Nina F. Schwenzer

Medical Image Anal., 2017

An easy-to-use image labeling platform for automatic magnetic resonance image quality assessment.

Thomas Kustner, Philip Wolf, Martin Schwartz, Annika Liebgott, Fritz Schick, Sergios Gatidis, Bin Yang

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

2016

MR Image Reconstruction Using a Combination of Compressed Sensing and Partial Fourier Acquisition: ESPReSSo.

Thomas Kustner, Christian Würslin, Sergios Gatidis, Petros Martirosian, Konstantin Nikolaou, Nina F. Schwenzer, Fritz Schick, Bin Yang, Holger Schmidt

IEEE Trans. Medical Imaging, 2016

3D motion flow estimation using local all-pass filters.

Christopher Gilliam, Thomas Kustner, Thierry Blu

Proceedings of the 13th IEEE International Symposium on Biomedical Imaging, 2016

Active learning for magnetic resonance image quality assessment.

Annika Liebgott, Thomas Kustner, Sergios Gatidis, Fritz Schick, Bin Yang

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

2015

Combining Compressed Sensing with motion correction in acquisition and reconstruction for PET/MR.

Thomas Kustner, Christian Würslin, Holger Schmidt, Bin Yang

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015