TABLE II.
Segmentation Performance in Terms of MHD and Standard Deviation, Achieved by the Baseline Comparison Methods and Our CC-3-D-FCN on 11 Subjects. The Highest Performance in Each Tissue Class Is Highlighted in Bold
| WM | GM | CSF | |
|---|---|---|---|
| FAST | 1.7052(.0092) | 1.0083(.0269) | 1.8276(.0882) |
| MV | 1.7204(.4780) | 1.1840(. 1639) | 1.9323(.2075) |
| RF | .6837(.0893) | .5625(.0502) | .4624(.0669) |
| LINKS | .5659(.0794) | .4827(.0460) | .3321(.0426) |
| DeepMedic [54] | .5154(.0540) | .4878(.0414) | .3621(.0495) |
| 3D-UNet [55] | .5951(.0488) | .4420(.0415) | .3630(.0488) |
| CC-2D-FCN | .7773(.1907) | .6011(.1082) | .5379(.1210) |
| 3D-CNN | .5802(.1386) | .4967(.0839) | .3561(.0817) |
| CC-3D-FCN | .3423(.0358) | .3108(.0256) | .3230(.0788) |