Table 1.
Cost function metrics | Landmark error (mm) | Atelectatic lobe DSC | Failure rate (%) | |||||||
---|---|---|---|---|---|---|---|---|---|---|
Registration | Healthy | Atelectasis | Label | VM | Reg | Mean | P90 | Max | ||
– | Unregistered | 9.93 | 18.19 | 30.67 | 0.607 | – | ||||
1 | SSTVD | – | – | – | BE | 4.31 | 10.63 | 25.54 | 0.648 | 6 |
2 | SSTVD | SSTVD | – | – | BE | 4.75 | 11.58 | 24.87 | 0.690 | 22 |
3 | SSTVD | SSRVD | – | – | BE | 4.81 | 11.57 | 24.84 | 0.699 | 22 |
4 | SSTVD | SSD | – | – | BE | 5.32 | 11.67 | 23.35 | 0.666 | 28 |
5 | SSTVD | MI | – | – | BE | 4.56 | 10.98 | 24.82 | 0.708 | 22 |
6 | SSTVD | – | SSD | – | BE | 2.78 | 6.03 | 23.16 | 0.891 | 6 |
7 | SSTVD | SSTVD | SSD | – | BE | 2.79 | 6.06 | 23.37 | 0.919 | 11 |
8 | SSTVD | SSRVD | SSD | – | BE | 2.80 | 6.09 | 23.42 | 0.919 | 11 |
9 | SSTVD | SSD | SSD | – | BE | 2.79 | 6.05 | 23.30 | 0.915 | 11 |
10 | SSTVD | MI | SSD | – | BE | 2.69 | 5.71 | 23.34 | 0.914 | 11 |
11 | SSTVD | – | – | SSD | BE | 4.57 | 11.39 | 27.29 | 0.631 | 11 |
12 | SSTVD | SSTVD | – | SSD | BE | 5.01 | 12.90 | 27.46 | 0.674 | 28 |
13 | SSTVD | SSRVD | – | SSD | BE | 4.78 | 11.65 | 25.70 | 0.705 | 22 |
14 | SSTVD | SSD | – | SSD | BE | 4.92 | 11.64 | 23.60 | 0.665 | 28 |
15 | SSTVD | MI | – | SSD | BE | 4.64 | 11.71 | 26.14 | 0.713 | 22 |
16 | SSTVD | – | SSD | SSD | BE | 2.58 | 5.35 | 22.35 | 0.877 | 6 |
17 | SSTVD | SSTVD | SSD | SSD | BE | 2.60 | 5.46 | 22.99 | 0.911 | 11 |
18 | SSTVD | SSRVD | SSD | SSD | BE | 2.61 | 5.52 | 23.01 | 0.912 | 11 |
19 | SSTVD | SSD | SSD | SSD | BE | 2.60 | 5.44 | 22.91 | 0.907 | 11 |
20 | SSTVD | MI | SSD | SSD | BE | 2.51 | 5.22 | 22.88 | 0.907 | 11 |
Healthy, lobes with healthy parenchyma; atelectasis, lobes containing atelectasis; label, lobe label image; VM, vesselness measure image; Reg, regularization penalty on the transformation; SSTVD, sum of squared tissue volume difference; SSD, sum of squared intensity difference; MI, mutual information; SSRVD, sum of squared regional volume difference; BE, bending energy penalty.