  Unlike Right Atrium (RA), Left Atrium (LA) presents distinctive challenges,
including much thinner myocardial walls, complex and irregular morphology, as
well as diversity in individual's structure, making off-the-shelf methods
designed for the Left Ventricle (LV) may not work in the context of the left
atrium. To overcome aforementioned challenges, we are the first to present
comprehensive technical workflow designed for 4D registration modeling to
automatically analyze LA motion using high-resolution 3D Cine MR images. We
integrate segmentation network and 4D registration process to precisely
delineate LA segmentation throughout the full cardiac cycle. Additionally, an
image 4D registration network is employed to extract LA displacement vector
fields (DVFs). Our findings show the potential of proposed end to end framework
in providing clinicians with novel regional biomarkers for left atrium motion
tracking and deformation, carrying significant clinical implications.
