Deep End-to-end Adaptive k-Space Sampling, Reconstruction, and Registration for Dynamic MRI

G Yiasemis, JJ Sonke, J Teuwen - arXiv preprint arXiv:2411.18249, 2024 - arxiv.org
Dynamic MRI enables a range of clinical applications, including cardiac function
assessment, organ motion tracking, and radiotherapy guidance. However, fully sampling the …

Sampling-Pattern-Agnostic MRI Reconstruction through Adaptive Consistency Enforcement with Diffusion Model

A Malyala, Z Zhang, C Wang, C Qin - arXiv preprint arXiv:2409.14479, 2024 - arxiv.org
Magnetic Resonance Imaging (MRI) is a powerful, non-invasive diagnostic tool; however, its
clinical applicability is constrained by prolonged acquisition times. Whilst present deep …

An All-in-one Approach for Accelerated Cardiac MRI Reconstruction

KA Hamedani, N Razizadeh, S Nabavi… - arXiv preprint arXiv …, 2024 - arxiv.org
Cardiovascular magnetic resonance (CMR) imaging is the gold standard for diagnosing
several heart diseases due to its non-invasive nature and proper contrast. MR imaging is …