Table VI.
Performance comparison of the proposed CMACS framework and other published methods based on the MMWHS CTA test dataset. Quantitative Dice coefficient, 3D Hausdorff distance (HD) and mean surface distance (MSD) measurements of 10 automated CTA segmentation methods reported in the MMWHS challenge [2] versus our results. The 10 methods in MMWHS challenges are: GUT, KTH, CUHK1, CUHK2, UCF, SEU, SIAT, UT, UB1, and UOE.
| Methods | Dice | MD | HD |
|---|---|---|---|
| GUT | 0.91 ± 0.09 | 1.12 ± 0.25 | 25.2 ± 10.8 |
| KTH | 0.89 ± 0.03 | 1.39 ± 0.52 | 31.2 ± 13.2 |
| CUHK1 | 0.89 ± 0.05 | 1.43 ± 0.59 | 29.0 ± 15.8 |
| CUHK2 | 0.89 ± 0.05 | 1.68 ± 0.59 | 42.0 ± 16.3 |
| UCF | 0.88 ± 0.08 | 1.54 ± 1.01 | 28.5 ± 11.4 |
| SEU | 0.88 ± 0.02 | 1.71 ± 0.40 | 34.1 ± 12.5 |
| SIAT | 0.85 ± 0.06 | 1.93 ± 0.92 | 44.9 ± 16.1 |
| UT | 0.84 ± 0.15 | 4.81 ± 13.6 | 34.6 ± 12.4 |
| UB1 | 0.89 ± 0.03 | 1.44 ± 0.30 | 55.4 ± 10.9 |
| UOE | 0.81 ± 0.16 | 4.20 ± 7.78 | 51.9 ± 17.5 |
| CMACS1 | 0.86 ± 0.04 | 1.66 ± 0.88 | 10.2 ± 4.86 |
| CMACS2 | 0.84 ± 0.04 | 1.82 ± 1.00 | 11.4 ± 5.36 |
CMACS: our results based on the MMWHS atlas.
CMACS: our results based on the NHLBI atlas. All results are expressed as mean ± standard deviation.