Table.9 IoU for each region
From: A method for improving semantic segmentation using thermographic images in infants
| Â | Head | Body | Arm | Leg | Other | All | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
IoU (%) | SD (%) | IoU (%) | SD (%) | IoU (%) | SD (%) | IoU (%) | SD (%) | IoU (%) | SD (%) | IoU (%) | SD (%) | |
UNet | 50.8 | 0.16 | 52.1 | 0.16 | 41.6 | 0.17 | 53.5 | 0.23 | 91.1 | 0.03 | 57.8 | 0.15 |
Normalized convolution | 57.5 | 0.14 | 48.5 | 0.15 | 47.4 | 0.15 | 59.8 | 0.23 | 91.5 | 0.03 | 60.9 | 0.14 |
FReLU | 54.8 | 0.17 | 56.6 | 0.16 | 44.3 | 0.18 | 57.1 | 0.26 | 91.8 | 0.03 | 60.9 | 0.16 |
Group normalization | 56.4 | 0.16 | 60.1 | 0.15 | 43.1 | 0.16 | 58.6 | 0.24 | 93.0 | 0.03 | 62.2 | 0.15 |
Normalized convolution FReLU | 55.1 | 0.14 | 57.3 | 0.14 | 41.4 | 0.13 | 57.6 | 0.21 | 92.2 | 0.03 | 60.7 | 0.13 |
Normalized convolution group normalization | 58.0 | 0.15 | 61.2 | 0.16 | 47.3 | 0.17 | 60.2 | 0.24 | 92.4 | 0.03 | 63.8 | 0.15 |
FReLU group normalization | 59.2 | 0.16 | 62.3 | 0.15 | 47.7 | 0.17 | 61.4 | 0.23 | 92.0 | 0.03 | 64.5 | 0.15 |
ALL | 58.2 | 0.15 | 59.3 | 0.15 | 47.9 | 0.16 | 58.0 | 0.25 | 91.3 | 0.03 | 62.9 | 0.15 |
U-Net GAN | 61.5 | 0.14 | 64.3 | 0.14 | 49.1 | 0.15 | 66.4 | 0.2 | 93.4 | 0.03 | 66.9 | 0.13 |
U-Net GAN + SA | 64.8 | 0.14 | 67.9 | 0.14 | 57.9 | 0.14 | 67.6 | 0.2 | 93.6 | 0.02 | 70.4 | 0.13 |