Table 2 Hyperparameters used for training the DNNs
From: COVID-19 lung CT image segmentation using deep learning methods: U-Net versus SegNet
Exp. | SegNet | U-NET | ||
|---|---|---|---|---|
ILR | MniBatch | ILR | MiniBatch | |
1 | \({1}{\mathrm{e}}{-4}\) | 4 | \({1}{\mathrm{e}}{-4}\) | 2 |
2 | \({1}{\mathrm{e}}{-4}\) | 8 | \({1}{\mathrm{e}}{-4}\) | 8 |
3 | \({1}{\mathrm{e}}{-4}\) | 12 | \({1}{\mathrm{e}}{-4}\) | 12 |
4 | \({1}{\mathrm{e}}{-3}\) | 4 | \({5}{\mathrm{e}}{-4}\) | 2 |
5 | \({1}{\mathrm{e}}{-3}\) | 8 | \({5}{\mathrm{e}}{-4}\) | 8 |
6 | \({1}{\mathrm{e}}{-3}\) | 12 | \({5}{\mathrm{e}}{-4}\) | 12 |
7 | \({3}{\mathrm{e}}{-3}\) | 4 | \({1}{\mathrm{e}}{-3}\) | 2 |
8 | \({3}{\mathrm{e}}{-3}\) | 8 | \({1}{\mathrm{e}}{-3}\) | 8 |
9 | \({3}{\mathrm{e}}{-3}\) | 12 | \({1}{\mathrm{e}}{-3}\) | 12 |