Accelerating Cardiac MRI Reconstruction with CMRatt: An Attention-Driven Approach

arXiv:2404.06941v1 Announce Type: cross
Abstract: Cine cardiac magnetic resonance (CMR) imaging is recognised as the benchmark modality for the comprehensive assessment of cardiac function. Nevertheless, the acquisition process of cine CMR is considered as an impediment due to its prolonged scanning time. One commonly used strategy to expedite the acquisition process is through k-space undersampling, though it comes with a drawback of introducing aliasing effects in the reconstructed image. Lately, deep learning-based methods have shown remarkable results over traditional approaches …

abstract acquisition arxiv assessment attention benchmark cs.cv eess.iv function imaging mri process strategy type