Table 1.
CNN | MF | CY | mIoU | mDice | mPrecision | mRecall | ||||
---|---|---|---|---|---|---|---|---|---|---|
Mean | SD | Mean | SD | Mean | SD | Mean | SD | |||
U-net | 0.448 | 0.017 | 0.610 | 0.016 | 0.679 | 0.033 | 0.568 | 0.032 | ||
✓ | 0.461 | 0.017 | 0.623 | 0.016 | 0.659 | 0.035 | 0.606 | 0.032 | ||
✓ | 0.486 | 0.006 | 0.647 | 0.005 | 0.599 | 0.014 | 0.718 | 0.025 | ||
✓ | ✓ | 0.493 | 0.006 | 0.654 | 0.005 | 0.596 | 0.016 | 0.738 | 0.023 | |
DeepLabv3+ | 0.417 | 0.007 | 0.582 | 0.007 | 0.675 | 0.009 | 0.525 | 0.013 | ||
✓ | 0.443 | 0.006 | 0.608 | 0.006 | 0.663 | 0.009 | 0.575 | 0.014 | ||
✓ | 0.462 | 0.005 | 0.626 | 0.005 | 0.567 | 0.004 | 0.709 | 0.012 | ||
✓ | ✓ | 0.470 | 0.004 | 0.633 | 0.004 | 0.566 | 0.007 | 0.729 | 0.010 |
mIoU: the mean value of intersection over union; mDice: the mean value of Dice; mPrecision: the mean value of Precision; mRecall: the mean value of Recall; SD: standard deviation.