Skip to main content
. 2022 May 12;12:7868. doi: 10.1038/s41598-022-11852-y

Table 5.

Ablation studies for the edge module on four datasets (mean ± standard deviation).

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.