Table 5.
Network | Tongue | DRIVE | LUNA | Clinical |
---|---|---|---|---|
Dice | ||||
U-Net | 0.9886 ± 0.0066 | 0.8060 ± 0.0097 | 0.9834 ± 0.0083 | 0.9025 ± 0.2010 |
U-Net + Edge Module | 0.9899 ± 0.0205 | 0.8172 ± 0.0090 | 0.9828 ± 0.0126 | 0.9101 ± 0.0637 |
Backbone | 0.9850 ± 0.0153 | 0.8306 ± 0.0835 | 0.9814 ± 0.0121 | 0.9547 ± 0.0375 |
Backbone + Edge Module | 0.9885 ± 0.0139 | 0.8321 ± 0.0841 | 0.9852 ± 0.0053 | 0.9552 ± 0.0274 |
Baseline | 0.9865 ± 0.0156 | 0.8331 ± 0.0516 | 0.9852 ± 0.0064 | 0.9439 ± 0.0540 |
Baseline + Edge Module (without MAG) | 0.9885 ± 0.0219 | 0.8359 ± 0.0131 | 0.9857 ± 0.0096 | 0.9457 ± 0.0303 |
Baseline + Edge Module (without EFE) | 0.9887 ± 0.0163 | 0.8330 ± 0.0513 | 0.9852 ± 0.0063 | 0.9472 ± 0.0307 |
Baseline + Edge Module (E1) | 0.9858 ± 0.0398 | 0.8206 ± 0.0500 | 0.9811 ± 0.0098 | 0.9583 ± 0.0483 |
Baseline + Edge Module (E1 + E2 + E3) | 0.9854 ± 0.0158 | 0.8296 ± 0.0091 | 0.9884 ± 0.0087 | 0.9523 ± 0.0165 |
Baseline + Edge Module (E1 + E2 + E3 + E4) | 0.9842 ± 0.0215 | 0.8028 ± 0.0144 | 0.9850 ± 0.0061 | 0.9600 ± 0.0167 |
Baseline + Edge Module (E2) | 0.9854 ± 0.0145 | 0.8050 ± 0.0152 | 0.9844 ± 0.0061 | 0.9648 ± 0.0194 |
Baseline + Edge Module (E2 + E3) | 0.9878 ± 0.0099 | 0.8029 ± 0.0288 | 0.9842 ± 0.0068 | 0.9640 ± 0.0203 |
Baseline + Edge Module (E2 + E3 + E4) | 0.9858 ± 0.0116 | 0.7913 ± 0.0140 | 0.9732 ± 0.0183 | 0.9602 ± 0.0149 |
Baseline + Edge Module (E3) | 0.9882 ± 0.0092 | 0.7988 ± 0.0090 | 0.9791 ± 0.0113 | 0.9626 ± 0.0170 |
Baseline + Edge Module (E4) | 0.9833 ± 0.0169 | 0.8029 ± 0.0104 | 0.9847 ± 0.0053 | 0.9549 ± 0.0311 |
Baseline + Edge Module (E3 + E4) | 0.9806 ± 0.0231 | 0.7921 ± 0.0162 | 0.9805 ± 0.0081 | 0.9626 ± 0.0359 |
MEA-Net (E1 + E2) | 0.9902 ± 0.0022 | 0.8377 ± 0.0131 | 0.9885 ± 0.0057 | 0.9704 ± 0.0141 |
Significant values are in bold.