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. 2023 Oct 3;18(10):e0283568. doi: 10.1371/journal.pone.0283568

Table 3. Comparison of C-UNet with existing methods on ISBIs datasets using DSC (threshold > 0.7) TPRp, FNRo, and FPRp.

DSC TPRp FNRo FPRp
Method ISBI2014 ISBI2015 Dataset [44] ISBI2014 ISBI2015 Dataset [44] ISBI2014 ISBI2015 Dataset [44] ISBI2014 ISBI2015 Dataset [44]
[12] 0.89 ± 0.07 0.85 ± 0.07 NA 0.91 ± 0.09 0.95 ±0.07 NA 0.27 ± 0.28 0.11 ± 0.17 NA 0.004± 0.005 0.004± 0.004 NA
[23] 0.87 ± 0.08 - NA 0.90 ± 0.09 - NA 0.14 ± 0.17 - NA 0.005± 0.004 - NA
[28] 0.85 ± 0.08 NA 0.94 ± 0.06 NA 0.16 ± 0.22 NA 0.005 ± 0.005 NA
[67] 0.88 ± N/A - NA 0.92 ± N/A - NA 0.21 ± N/A - NA 0.001± N/A - NA
[14] - 0.89 ± N/A NA - 0.92 ± N/A NA - 0.26 ± N/A NA - 0.002± N/A NA
[68] 0.90 ± 0.08 0.88 ± 0.09 NA 0.88 ± 0.10 0.88 ± 0.12 NA 0.14 ± 0.19 0.43 ± 0.17 NA 0.002± 0.003 0.001± 0.001 NA
[69] 0.93 ± 0.04 0.92 ± 0.05 NA 0.93 ± 0.05 0.93 ± 0.05 NA 0.91 ± 0.05 0.13 ± 0.15 NA 0.001 ± 0.002 0.001 ± 0.003 NA
C-UNet 0.94 ± 0.04 0.93 ± 0.04 0.92± 0.04 0.94 ± 0.05 0.94 ± 0.05 0.96± 0.05 0.92 ± 0.05 0.12 ± 0.14 0.062±0.03 0.001 ± 0.002 0.001 ± 0.002 0.001± 0.002
Standard UNet NA NA 0.87± 0.05 NA NA 0.90± 0.05 NA NA 0.079±0.03 NA NA 0.003± 0.003
DeepLabv3 NA NA 0.90± 0.04 NA NA 0.94± 0.05 NA NA 0.69±0.03 NA NA 0.002± 0.002
FCN NA NA 0.89± 0.05 NA NA 0.93± 0.05 NA NA 0.70±0.03 NA NA 0.002± 0.002