TABLE 3.
Analysis of the number of parameters and the number of calculation.
| Model | Training time (h) | Param (M) | Flops (B) |
| UNet (Ronneberger et al., 2015) | 12 | 24.89 | 56.33 |
| LinkNet (Chaurasia and Culurciello, 2018) | 3 | 11.53 | 1.23 |
| U2Net (Qin et al., 2020) | 18 | 96.25 | 40.24 |
| UNet++ (Zhou et al., 2018, 2020) | 20.5 | 36.16 | 135.24 |
| UNet+++ (Huang et al., 2020) | 16 | 18.27 | 211.09 |
| PraNet (Fan et al., 2020) | 13 | 16.16 | 20.37 |
| PspNet (Zhao et al., 2017) | 11.5 | 15.11 | 25.57 |
| Deeplabv3+ (Chen et al., 2018) | 16.5 | 134.27 | 27.78 |
| FCN8 (Long et al., 2015) | 78.5 | 30.34 | 6390 |
| DnlNet (Yin et al., 2020) | 15.5 | 50.13 | 50110 |
| OcrNet (Yuan et al., 2020) | 5 | 70.35 | 40530 |
| PointRend (Kirillov et al., 2019) | 37.5 | 47.69 | 14640 |
| MBFFNet | 5.5 | 23.74 | 15.09 |