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Explicit network noise amplification penalty in loss function for k-space interpolation networks through fast backpropagation

Author:Istvan Homolya  Peter Dawood  Jannik Stebani  Martin Blaimer  

Session Type:Oral  

Session Date:Thursday, 09 May 2024  

Session Name:AI-Driven Robustness: Noise, Artifacts & More  

Program Number:1366  

Room Session:Nicoll 1  

Institution:Comprehensive Heart Failure Center, University Hospital Würzburg  Fraunhofer Institute for Integrated Circuits IIS, Division Development Center X-Ray Technology  University of Würzburg  

Image space formalism of k-space interpolation networks for analytical expression of noise characteristics

Author:Peter Dawood  Felix Breuer  István Homolya  Peter Jakob  Martin Blaimer  

Session Type:Oral  

Session Date:Thursday, 09 May 2024  

Session Name:AI-Driven Robustness: Noise, Artifacts & More  

Program Number:1367  

Room Session:Nicoll 1  

Institution:Fraunhofer Institute for Integrated Circuits IIS, Division Development Center X-Ray Technology  University Hospital Würzburg  University of Würzburg  

Towards Sequence Optimization for Multi-Compartment Magnetic Resonance Fingerprinting

Author:Tom Griesler  Maximilian Gram  Jannik Stebani  Petra Albertova  Peter Dawood  Nicole Seiberlich  Peter Jakob  Martin Blaimer  

Session Type:Digital Poster  

Session Date:Wednesday, 08 May 2024  

Session Name:MRF Acquisition & Reconstruction  

Program Number:3547  

Room Session:Exhibition Hall (Hall 403)  

Institution:Fraunhofer Institute for Integrated Circuits IIS  University of Michigan  University of Würzburg  University Hospital Würzburg