With IRB approval, a prospectively undersampled (R=12) dataset is
acquired from a pediatric patient within a single breath-hold on a 1.5T scanner.
The images shown are reconstructed using l1-ESPIRiT,
3D DL-ESPIRiT, and (2+1)D DL-ESPIRiT algorithms with one and two sets of ESPIRiT
maps. For reference, a standard cardiac cine image acquired with 2-fold uniform
undersampling (R=2) and reconstructed using SENSE is shown in the top right.
Subtle motion artifacts arising from respiratory motion are shown in this image
because the patient had difficulty holding their breath. Anatomy overlap is
present along the chest wall, which causes severe aliasing on top of the heart
as shown in the l1-ESPIRiT reconstruction with one
set of sensitivity maps. This artifact manifests as blurring in DL-ESPIRiT
reconstructions with one set of ESPIRiT maps, and is most evident along left
ventricle papillary muscles (yellow arrow). Both
l1-ESPIRiT and DL-ESPIRiT reconstructions resolve
these artifacts when two sets of ESPIRiT maps are used. Corresponding videos for
each reconstruction are shown in Supporting Information Video
S3.