Florian Knöll

Medicine · Health Sciences

37h-index7.9kcitations221works2.22yr avg
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Research Topics

Advanced MRI Techniques and Applications(101), Medical Imaging Techniques and Applications(98), Radiomics and Machine Learning in Medical Imaging(29), MRI in cancer diagnosis(28), Advanced X-ray and CT Imaging(28)

Publications221 total

Understanding the Curse of Unrolling
arXiv (Cornell University)·2026Open Access
Understanding the Curse of Unrolling
ArXiv.org·2026Open Access
Self-gated self-supervised ADMM unrolling enables mesoscale high-resolution motion-robust diffusion-weighted imaging
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2025
Direct Reconstruction of Tracer Kinetic Parameter Maps in Abbreviated Breast MRI
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2025
Automatic distinction between external artifact signals and magnetic resonance signals while searching for independent components
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2025
Comparative Evaluation of Deep Learning and Compressed Sensing Methods for Dynamic Contrast-Enhanced MRI Reconstruction
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2025
Motion-Guided Deep Image Prior for Dynamic Cardiac MRI
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2025
Multi‐dynamic deep image prior for cardiac MRI
Magnetic Resonance in Medicine·2025· 4 citedOpen Access
Multi-dynamic deep image prior for cardiac MRI.
PubMed·2025· 1 citedOpen Access
Reproducibility and quality assurance in MRI
Magnetic Resonance Materials in Physics Biology and Medicine·2025· 1 citedOpen Access
Controlling spatial correlation in k-space interpolation networks for MRI reconstruction: denoising versus apparent blurring
ArXiv.org·2025Open Access
Adrenal gland volume measurement in depressed patients
European Psychiatry·2025Open Access
Deep Learning‐Based Accelerated MR Cholangiopancreatography Without Fully‐Sampled Data
NMR in Biomedicine·2025· 2 citedOpen Access
FastMRI Breast: A Publicly Available Radial k-Space Dataset of Breast Dynamic Contrast-enhanced MRI
Radiology Artificial Intelligence·2025· 4 citedOpen Access
Abstract: Death by Retrospective Undersampling
Informatik aktuell·2025Open Access
How to best match voxels – evaluating different sequential co-registration strategies for ultra-high b-value DWI in multiparametric breast MRI
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2024
Low-Latency Reconstruction of Real-Time Cine MRI Using an Unrolled Network
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2024
Deep Learning-based Reconstruction of Accelerated MR Cholangiopancreatography
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2024
Whole-Brain Mesoscale 0.7 millimeter-Isotropic-Resolution Diffusion MRI at Ultra-High Fields: The JETS-NAViEPI Approach.
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2024
Accelerated Diffusion-Weighted MRI at 7T: Joint Reconstruction for Shift-Encoded Navigated Interleaved Echo Planar Imaging (JETS-NAViEPI)
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2024
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Frequent Co-authors

Daniel K. Sodickson(16), Kerstin Hammernik(10), Michael P. Recht(10), Thomas Pock(10), Anuroop Sriram(9), Matthew J. Muckley(8), Yvonne W. Lui(8), Nafissa Yakubova(7), Kristian Bredies(6), Jure Žbontar(6), C. Lawrence Zitnick(6), Patricia M. Johnson(6), Rudolf Stollberger(5), Aaron Defazio(5), Zhengnan Huang(5), Emanuel Zitt(5), Karl Lhotta(5), Erich Kobler(4), Michael Rabbat(4), Dana J. Lin(4)