Table 6 A summary of data employed to perform single-view right/left segmentation model together with information on the training process
Single-view models summary on multi-class (left lung/right lung) | ||||||||
|---|---|---|---|---|---|---|---|---|
Number of train µCT | Number of test µCT | Image dimension | Number of epochs | Training time [h] | Binarization threshold | Left lung DSC on test set | Right lung DSC on test set | |
Axial | 46 (17,664 2D slices) | 6 (820 2D slices) | (192, 120) | 6 | 02:19:12 | [0.45, 0.45] | 0.952 ± 0.021 | 0.963 ± 0.043 |
Sagittal | 46 (39,168 2D slices) | 6 (1152 2D slices) | (192, 192) | 9 | 02:53:39 | [0.40, 0.40] | 0.940 ± 0.031 | 0.950 ± 0.042 |
Coronal | 46 (32,640 2D slices) | 6 (960 2D slices) | (192, 120) | 11 | 02:27:39 | [0.40, 0.40] | 0.957 ± 0.028 | 0.964 ± 0.027 |