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. 2021 Sep 17;12:733444. doi: 10.3389/fphys.2021.733444

TABLE 2.

The usage details of data sets during network training and testing.

Network Data set Input Output Number of models Number of points (variables) in a model
Training Training set Model point cloud (x, y, z coordinates) + query point cloud (x, y, z coordinates and hemodynamic values calculated by CFD) Deep learning hemodynamic prediction values corresponding to input query point cloud 450 About 0.1 (Type 1 model) –0.3 (Type 2 model) million
Testing Test set Model point cloud (x, y, z coordinates) + query point cloud (only x, y, z coordinates) Deep learning hemodynamic prediction values corresponding to input query point cloud 50 About 0.1 (Type 1 model) –0.3 (Type 2 model) million