Motion-compensated 4DCT reconstruction from single-beat cardiac CT scans using convolutional networks

Zhenyao Yan; Zhennong Chen; Li Zhang; Quanzheng Li; Dufan Wu

doi:10.1117/12.3005368

1 April 2024 Motion-compensated 4DCT reconstruction from single-beat cardiac CT scans using convolutional networks

Zhenyao Yan, Zhennong Chen, Li Zhang, Quanzheng Li, Dufan Wu

Proceedings Volume 12925, Medical Imaging 2024: Physics of Medical Imaging; 129251D (2024) https://doi.org/10.1117/12.3005368
Event: SPIE Medical Imaging, 2024, San Diego, California, United States

Abstract

We proposed a deep learning-based method for single-heartbeat 4D cardiac CT reconstruction, where a single cardiac cycle was split into multiple phases for reconstruction. First, we pre-reconstruct each phase using the projection data from itself and the neighboring phases. The pre-reconstructions are fed into a supervised registration network to generate the deformation fields between different phases. The deformation fields are trained so that it can match the ground truth images from the corresponding phases. The deformation fields are then used in the FBP-and-wrap method for motion-compensated reconstruction, where a subsequent network is used to remove residual artifacts. The proposed method was validated with simulation data from 40 4D cardiac CT scans and demonstrated improved RMSE and SSIM and less blurring compared to FBP and PICCS.

Conference Presentation

Citation Download Citation

Zhenyao Yan, Zhennong Chen, Li Zhang, Quanzheng Li, and Dufan Wu "Motion-compensated 4DCT reconstruction from single-beat cardiac CT scans using convolutional networks", Proc. SPIE 12925, Medical Imaging 2024: Physics of Medical Imaging, 129251D (1 April 2024); https://doi.org/10.1117/12.3005368

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