Table 5 Comparison experiment of semantic segmentation models.
Model | mIoU/% | OA/% | Precision/% | Recall/% | F1/% | Parameter/M | Time/s |
|---|---|---|---|---|---|---|---|
U-Net | 54.6 | 75.9 | 61.8 | 71.5 | 66.4 | ~ 33.4 | ~ 0.026 |
DeeplabV3 + | 59.7 | 79.5 | 66.3 | 77.9 | 71.7 | ~ 79.6 | ~ 0.055 |
Seg-Net | 63.3 | 80.1 | 67.9 | 79.1 | 73.1 | ~ 55.1 | ~ 0.041 |
PSPNet | 62.0 | 80.9 | 69.1 | 79.9 | 74.1 | ~ 90.6 | ~ 0.028 |
Ours | 62.9 | 82.6 | 70.4 | 81.3 | 75.4 | ~ 360.0 | ~ 0.037 |