Table 1 Comparative evaluation metrics of different models on the BioHit dataset and the self-built dataset.
Network | BioHit | Self-Built Dataset | ||||
|---|---|---|---|---|---|---|
MPA (%) | MIou (%) | Dice (%) | MPA (%) | MIou (%) | Dice (%) | |
FCN | 91.75 | 94.92 | 92.32 | 90.30 | 95.02 | 93.86 |
UNet | 84.33 | 92.76 | 86.55 | 94.94 | 97.33 | 96.80 |
PSPNet | 93.96 | 97.35 | 94.95 | 95.10 | 96.78 | 97.00 |
DeepLabv3 | 95.59 | 98.29 | 96.44 | 95.83 | 97.93 | 97.41 |
Segformer | 95.14 | 97.82 | 95.97 | 96.68 | 98.31 | 97.92 |
PAPU_TonSeg | 97.56 | 98.60 | 97.99 | 97.32 | 98.64 | 98.32 |