Automatic 3D Surface Reconstruction of the Left Atrium From Clinically Mapped Point Clouds Using Convolutional Neural Networks

Automatic 3D Surface Reconstruction of the Left Atrium From Clinically Mapped Point Clouds Using Convolutional Neural Networks

Point clouds are a widely used format for storing information in a memory-efficient and easily manipulatable representation. However, research in the application of point cloud mapping and subsequent organ reconstruction with deep learning, is limited. In particular, current methods for left atrium...

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Bibliographic Details
Main Authors: Zhaohan Xiong, Martin K. Stiles, Yan Yao, Rui Shi, Aaqel Nalar, Josh Hawson, Geoffrey Lee, Jichao Zhao
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-04-01
Series:Frontiers in Physiology
Subjects:
convolutional neural network
left atrium
point cloud
sparse data
3D surface reconstruction
Online Access:https://www.frontiersin.org/articles/10.3389/fphys.2022.880260/full

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