Table 5 A summary of data employed to perform single-view segmentation model together with information on the training process
Single-view models summary on single class (lungs) | |||||||
|---|---|---|---|---|---|---|---|
Number of train µCT | Number of test µCT | Image dimension | Number of epochs | Training time [h] | Binarization threshold | Lung DSC on test set | |
Axial | 195 (74,880 2D slices) | 14 (3376 2D slices) | (192, 120) | 4 | 05:49:37 | 0.55 | 0.943 ± 0.038 |
Sagittal | 195 (37,440 2D slices) | 14 (2688 2D slices) | (192, 192) | 10 | 06:52:29 | 0.55 | 0.934 ± 0.055 |
Coronal | 195 (31,200 2D slices) | 14 (2240 2D slices) | (192, 120) | 9 | 06:37:13 | 0.5 | 0.943 ± 0.037 |