Table 4.
Comparison of CABN with other methods. Standard deviation is provided in the brackets. The best performances are shown in bold
| Methods | ChestX-ray8 | |||||
| MSE | MI | Dice | CPU time/s | GPU time/s | ||
| Before | 0.048 (0.017) | 0.719 (0.206) | 0.833 (0.076) | - | - | |
| SyN | 0.022 (0.019) | 1.271 (0.197) | 0.954 (0.024) | 2.762 (0.034) | - | |
| FFD | 0.023 (0.018) | 1.266 (0.206) | 0.940 (0.037) | 2.803 (0.113) | - | |
| RCN | 0.031 (0.010) | 1.212 (0.214) | 0.933 (0.033) | 0.812 (0.036) | 0.032 (0.006) | |
| RRN | 0.026 (0.010) | 1.231 (0.217) | 0.935 (0.031) | 0.525 (0.020) | 0.023 (0.008) | |
| CABN | 0.015 (0.011) | 1.376 (0.219) | 0.966 (0.024) | 0.378 (0.014) | 0.012 (0.001) | |
| Methods | Test12 | |||||
| MSE | MI | Dice | CPU time/s | GPU time/s | ||
| Before | 0.048 (0.012) | 0.916 (0.199) | 0.876 (0.045) | - | - | |
| SyN | 0.026 (0.026) | 1.492 (0.103) | 0.940 (0.029) | 2.489 (0.120) | - | |
| FFD | 0.024 (0.020) | 1.537 (0.091) | 0.952 (0.019) | 2.453 (0.152) | - | |
| RCN | 0.027 (0.018) | 1.483 (0.140) | 0.944 (0.022) | 0.863 (0.021) | 0.032 (0.005) | |
| RRN | 0.029 (0.020) | 1.473 (0.135) | 0.943 (0.028) | 0.512 (0.015) | 0.028 (0.010) | |
| CABN | 0.020 (0.014) | 1.642 (0.149) | 0.966 (0.029) | 0.284 (0.011) | 0.013 (0.001) | |