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. 2022 May 29;22:103. doi: 10.1186/s12880-022-00829-y

Table 4.

Performance comparison of the DilatedSkinNet with its modified architectures

Methods ISIC 2016 ISIC 2017 ISIC 2018
ACC JAC DICE Time (s) ACC JAC DICE Time (s) ACC JAC DICE Time (s)
DilatedSkinNet 0.940 0.887 0.940 10 0.879 0.817 0.874 9 0.942 0.891 0.942 14
Without atrous 0.853 0.735 0.513 12 0.758 0.556 0.460 16 0.825 0.635 0.510 21
Without leakyReLU 0.935 0.855 0.622 11 0.874 0.784 0.578 14 0.863 0.736 0.556 19
Without augmentation 0.945 0.884 0.679 11.8 0.885 0.788 0.559 12.6 0.942 0.854 0.643 16.5
Sigmoid layer 0.450 0.329 0.496 27 0.465 0.338 0.506 27 0.499 0.331 0.498 51

Time is in seconds on test sets

The higher values are marked in bold