TABLE IV.
Segmentation Performance in Terms of Dice Ratio and Standard Deviation, Obtained by the Baseline Comparison Methods and Our Proposed CC-3-D-FCN on 50 Subjects. The Highest Performance in Each Tissue Class Is Highlighted in Bold
| WM | GM | CSF | |
|---|---|---|---|
| FAST | .4358(.0903) | .4523(.1397) | .4213(3282) |
| MV | .6104(.0163) | .7300(.0196) | .5194(.0316) |
| RF | .8290(.0150) | .8774(.0059) | .9231(.0127) |
| LINKS | .8971(.0074) | .9241(.0043) | .9420(.0074) |
| DeepMedic [54] | .8943(.0088) | .9265(.0051) | .9484(.0086) |
| 3D-UNet [55] | .8907(.0087) | .9228(.0049) | .9465(.0095) |
| CC-2D-FCN | .7861(.0240) | .8615(.0080) | .8846(.0177) |
| 3D-CNN | .8336(.0177) | .8702(.0070) | .9051(.0168) |
| CC-3D-FCN | .9190(.0085) | .9401(.0052) | .9610(.0090) |