Table 2.
Results on the out-of-fold validation for the 200 µm → 50 µm resolution models
| Models | Out-of-fold evaluation | ||
|---|---|---|---|
| MSE | PSNR | SSIM | |
| Baseline 2D | 0.0072 ± 0.00003 | 26.64 ± 0.014 | 0.812 ± 0.0005 |
| Baseline 3D | 0.0068 ± 0.0001 | 24.8 ± 0.05 | 0.691 ± 0.002 |
| Structure 2D | 0.0084 ± 0.0001 | 25.5 ± 0.05 | 0.776 ± 0.006 |
| Visual 2D | 0.015 ± 0.007 | 25 ± 1.3 | 0.7 ± 0.06 |
The best performance on each metric is bolded
Experiments with different combinations of loss functions are listed with a two-dimensional (2D) or volumetric (3D) model. The value for the standard error of mean is reported after the mean value
MSE mean-squared error, PSNR peak signal-to-noise ratio, SSIM structure similarity index