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Complementary Time-Frequency Domain Networks for Dynamic Parallel MR Image Reconstruction


Dec 22, 2020
Chen Qin, Jinming Duan, Kerstin Hammernik, Jo Schlemper, Thomas Küstner, René Botnar, Claudia Prieto, Anthony N. Price, Joseph V. Hajnal, Daniel Rueckert

* In submission 

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


Sep 22, 2020
Karim Armanious, Sherif Abdulatif, Wenbin Shi, Shashank Salian, Thomas Küstner, Daniel Weiskopf, Tobias Hepp, Sergios Gatidis, Bin Yang

* 10 pages, 11 figures, 2 tables 

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


Aug 05, 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

* This manuscript has been accepted for publication in Radiology: Artificial Intelligence (https://pubs.rsna.org/journal/ai), which is published by the Radiological Society of North America (RSNA) 

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Organ-based Age Estimation based on 3D MRI Scans


Oct 14, 2019
Karim Armanious, Sherif Abdulatif, Anish Rao Bhaktharaguttu, Thomas Küstner, Tobias Hepp, Sergios Gatidis, Bin Yang

* Submitted to IEEE ISBI 2020 

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Unsupervised Adversarial Correction of Rigid MR Motion Artifacts


Oct 12, 2019
Karim Armanious, Aastha Tanwar, Sherif Abdulatif, Thomas Küstner, Sergios Gatidis, Bin Yang

* Submitted to IEEE ISBI 2020 

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Unsupervised Medical Image Translation Using Cycle-MedGAN


Mar 08, 2019
Karim Armanious, Chenming Jiang, Sherif Abdulatif, Thomas Küstner, Sergios Gatidis, Bin Yang

* Submitted to EUSIPCO 2019, 5 pages 

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Retrospective correction of Rigid and Non-Rigid MR motion artifacts using GANs


Oct 06, 2018
Karim Armanious, Sergios Gatidis, Konstantin Nikolaou, Bin Yang, Thomas Küstner

* 5 pages, 2 figures, under review for the IEEE International Symposium for Biomedical Images 

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


Jul 18, 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


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MedGAN: Medical Image Translation using GANs


Jun 17, 2018
Karim Armanious, Chenming Yang, Marc Fischer, Thomas Küstner, Konstantin Nikolaou, Sergios Gatidis, Bin Yang

* 17 pages, 8 figures 

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