Attention Incorporated Network for Sharing Low-rank, Image and K-space Information during MR Image Reconstruction to Achieve Single Breath-hold Cardiac Cine Imaging.

[BibT_eX]

[DOI]

Siying Xu

Kerstin Hammernik

CoRR, 2024

TotalSegmentator MRI: Sequence-Independent Segmentation of 59 Anatomical Structures in MR images.

[BibT_eX]

[DOI]

Tugba Akinci D'Antonoli

Lucas K. Berger

Ashraya K. Indrakanti

CoRR, 2024

Benchmarking Dependence Measures to Prevent Shortcut Learning in Medical Imaging.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning in Medical Imaging - 15th International Workshop, 2024

Deep Regression for Biological Age Estimation in Multiple Organs: Investigations on 40, 000 Subjects of the UK Biobank.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2024

2023

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

[BibT_eX]

[DOI]

BMC Medical Imaging, December, 2023

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

[BibT_eX]

[DOI]

IEEE Signal Process. Mag., 2023

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

[BibT_eX]

[DOI]

CoRR, 2023

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

[BibT_eX]

[DOI]

CoRR, 2023

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

[BibT_eX]

[DOI]

IEEE Access, 2023

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

[BibT_eX]

[DOI]

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

Uncertainty Estimation and Propagation in Accelerated MRI Reconstruction.

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

CoRR, 2022

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

[BibT_eX]

[DOI]

Comput. Methods Programs Biomed., 2022

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

[BibT_eX]

[DOI]

IEEE Access, 2022

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

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

IEEE Trans. Medical Imaging, 2021

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

[BibT_eX]

[DOI]

IEEE Trans. Medical Imaging, 2021

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

[BibT_eX]

[DOI]

IEEE Trans. Medical Imaging, 2021

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

[BibT_eX]

[DOI]

Proceedings of the Machine Learning for Medical Image Reconstruction, 2021

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

[BibT_eX]

[DOI]

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

2020

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

[BibT_eX]

[DOI]

CoRR, 2020

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

[BibT_eX]

[DOI]

CoRR, 2020

MedGAN: Medical image translation using GANs.

[BibT_eX]

[DOI]

Comput. Medical Imaging Graph., 2020

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

[BibT_eX]

[DOI]

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

Unsupervised Adversarial Correction of Rigid MR Motion Artifacts.

[BibT_eX]

[DOI]

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

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

[BibT_eX]

[DOI]

Karim Armanious

Sherif Abdulatif

Anish Rao Bhaktharaguttu

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.

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

Karim Armanious

Sherif Abdulatif

Anish Rao Bhaktharaguttu

CoRR, 2019

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

[BibT_eX]

[DOI]

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

Unsupervised Medical Image Translation Using Cycle-MedGAN.

[BibT_eX]

[DOI]

Proceedings of the 27th European Signal Processing Conference, 2019

2018

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

[BibT_eX]

[DOI]

CoRR, 2018

MedGAN: Medical Image Translation using GANs.

[BibT_eX]

[DOI]

CoRR, 2018

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

[BibT_eX]

[DOI]

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

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

[BibT_eX]

[DOI]

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

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

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

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

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

Medical Image Anal., 2017

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

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

IEEE Trans. Medical Imaging, 2016

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

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

2015

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

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Thomas Kustner

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