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 |