3 papers
cs.LG2026
Understanding the Curse of Unrolling
Sheheryar Mehmood, Florian Knoll, Peter Ochs
Algorithm unrolling is ubiquitous in machine learning, particularly in hyperparameter optimization and meta-learning, where Jacobians of solution mappings are computed by different…
eess.IV2025
Zero-shot self-supervised learning of single breath-hold magnetic resonance cholangiopancreatography (MRCP) reconstruction
Jinho Kim, Marcel Dominik Nickel, Florian Knoll
To investigate the feasibility of zero-shot self-supervised learning reconstruction for reducing breath-hold times in magnetic resonance cholangiopancreatography (MRCP). Breath-hol…
eess.IV2025
Deep Learning-based Accelerated MR Cholangiopancreatography without Fully-sampled Data
Jinho Kim, Marcel Dominik Nickel, Florian Knoll
The purpose of this study was to accelerate MR cholangiopancreatography (MRCP) acquisitions using deep learning-based (DL) reconstruction at 3T and 0.55T. A total of 35 healthy vol…