Artificial T1-Weighted Postcontrast Brain MRI: A Deep Learning Method for Contrast Signal Extraction

R Haase, T Pinetz, E Kobler, Z Bendella… - Investigative …, 2023 - journals.lww.com
Objectives Reducing gadolinium-based contrast agents to lower costs, the environmental
impact of gadolinium-containing wastewater, and patient exposure is still an unresolved …

Differential contrast enhancement using conditional deep learning for Gadolinium dose reduction in brain MRI

T Pinetz, E Kobler, R Haase, JA Luetkens… - Medical Imaging with …, 2024 - openreview.net
In this work, we propose a novel deep learning (DL)-based method to reduce the dose of
Gadolinium-based contrast agents administered in brain MRI examinations. In contrast to …