MLV: the Myocardium of the left ventricle, LABC: the left atrium blood cavity, LVBC: the left ventricle blood cavity,
RABC: the right atrium blood cavity, RVBC: the right ventricle blood cavity, ASA: the ascending aorta, PUA: the pulmonary artery
Average DSC is average of classes that excluded background
Label 19
U-net 3D
U-net 3D + CoordConv
Details
Data
Number of train set
Number of validation set
Patch dim
Resize rate
Batch size
Epochs
Number of train patch image
Number of validation patch image
Metric
Loss function
Optimizer
Learning rate
Number of GPU
CT
18
2
96
0.7
2
100
20
100
Dice Similarity Coefficient
dice coefficient loss
Adam
0.0001
4
Limit
The host server is down, so the test set can no longer be evaluated.
About
Grand Challenge 2017 Multi-Modality Whole Heart Segmentation