Table 5.
Segmentation results compared with other methods on the LiTS test dataset.
LiTS liver | LiTS tumor | ||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Dimension | DC | DG | Jaccard | VOE | RVD | ASSD | MSD | DC | DG | Jaccard | VOE | RVD | ASSD | MSD | |
Kaluva et al. (2018) | 2D | 0.912 | 0.923 | 0.850 | 0.150 | −0.008 | 6.465 | 45.928 | 0.492 | 0.625 | 0.589 | 0.411 | 19.705 | 1.441 | 7.515 |
Bi et al. (2017) | 2D | 0.959 | – | 0.922 | – | – | – | – | 0.500 | – | 0.388 | – | – | – | – |
Li et al. (2018) | 2.5D | 0.961 | 0.965 | – | 0.074 | −0.018 | 1.450 | 27.118 | 0.722 | 0.824 | – | 0.366 | 4.272 | 1.102 | 6.228 |
MEDDIIR | Unknown | 0.950 | 0.955 | – | 0.094 | 0.047 | 1.597 | 28.911 | 0.658 | 0.819 | – | 0.380 | −0.129 | 1.113 | 6.323 |
Yuan (2017) | 2D | 0.963 | 0.967 | – | 0.071 | −0.010 | 1.104 | 23.847 | 0.657 | 0.820 | – | 0.378 | 0.288 | 1.151 | 6.269 |
Summer | Unknown | 0.941 | 0.945 | – | 0.108 | −0.066 | 6.552 | 152.350 | 0.631 | 0.786 | – | 0.400 | −0.181 | 1.184 | 6.367 |
Proposed method | 3D | 0.961 | 0.963 | 0.926 | 0.074 | 0.002 | 1.214 | 26.948 | 0.595 | 0.795 | 0.611 | 0.389 | −0.152 | 1.289 | 6.775 |