Table.5 Segmentation performance using U-Net with and without normalized convolution, FReLU, and group normalization
From: A method for improving semantic segmentation using thermographic images in infants
Normalized convolution | FReLU | Group normalization | Accuracy (%) | SD (%) | mIoU (%) | SD (%) |
|---|---|---|---|---|---|---|
91.3 | 0.04 | 57.8 | 0.15 | |||
✓ | 91.1 | 0.05 | 60.9 | 0.15 | ||
✓ | 91.9 | 0.04 | 60.9 | 0.16 | ||
✓ | 92.2 | 0.04 | 62.2 | 0.14 | ||
✓ | ✓ | 91.4 | 0.05 | 60.7 | 0.15 | |
✓ | ✓ | 92.4 | 0.04 | 63.8 | 0.13 | |
✓ | ✓ | 92.9 | 0.04 | 64.5 | 0.15 | |
✓ | ✓ | ✓ | 92.4 | 0.04 | 62.9 | 0.15 |