Table 4.
Quantitative comparison of different synthesis-based and synthesis-free methods for whole glioma segmentation. and denote separated and end-to-end image synthesis and segmentation respectively. denotes synthesis-free methods for the segmentation task. Bold font highlights the best values obtained by synthesis-based methods. Results with no significant difference from the upper bound are denoted by *, according to a paired t-test (p-value 0.05).
Methods | Dice (%) | ASSD (mm) | HD95 (mm) |
---|---|---|---|
Pix2Pix [15] | 84.677.93 | 2.262.09 | 9.12 11.97 |
PGAN [3] | 85.797.73 | 1.901.29 | 7.217.53 |
PSCGAN [36] | 86.458.04 | 1.991.59 | 8.629.62 |
Wang et al. [32] | 83.778.48 | 2.411.70 | 9.9711.26 |
UAGAN[41] | 81.552.96 | 2.530.29 | not reported |
UAGAN [41] | 86.278.10 | 1.961.37 | 8.048.47 |
w/o FLAIR | 84.549.62 | 2.322.12 | 10.7515.86 |
Real FLAIR | 87.498.51 | 1.571.71 | 5.694.62 |
Ours | 87.557.62 | 1.530.85 | 5.674.92 |
Upper bound | 88.6510.01 | 1.501.89 | 5.544.69 |