Table.8 Hausdorff distance for each region
From: A method for improving semantic segmentation using thermographic images in infants
| Â | Head | Body | Arm | Leg | Other | All (w/o other) | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
Mean | SD | Mean | SD | Mean | SD | Mean | SD | Mean | SD | Mean | SD | |
UNet | 34.6 | 25.3 | 38.1 | 29.5 | 59.2 | 37.7 | 43.4 | 40.0 | 26.7 | 9.3 | 43.9 | 34.8 |
Normalized convolution | 33.0 | 23.6 | 31.5 | 26.2 | 55.7 | 35.6 | 46.5 | 50.7 | 26.5 | 8.9 | 41.5 | 36.4 |
FReLU | 31.2 | 21.3 | 31.2 | 22.6 | 58.4 | 38.0 | 42.8 | 40.0 | 25.5 | 9.1 | 40.8 | 33.3 |
Group normalization | 30.3 | 18.2 | 30.1 | 21.9 | 63.4 | 40.0 | 50.7 | 48.6 | 25.8 | 9.5 | 43.4 | 36.9 |
Normalized convolution FReLU | 27.8 | 18.9 | 31.1 | 25.6 | 57.2 | 37.1 | 47.9 | 47.5 | 25.5 | 9.2 | 40.8 | 35.7 |
Normalized convolution group normalization | 30.4 | 21.3 | 30.0 | 20.6 | 64.9 | 34.1 | 52.9 | 50.0 | 26.7 | 9.9 | 44.3 | 36.3 |
FReLU group normalization | 27.5 | 17.8 | 25.2 | 20.2 | 48.7 | 32.8 | 38.6 | 38.3 | 25.4 | 8.8 | 34.9 | 29.8 |
ALL | 26.8 | 17.2 | 28.5 | 22.4 | 53.9 | 36.9 | 48.5 | 49.9 | 25.3 | 9.9 | 39.1 | 35.5 |
U-Net GAN | 27.4 | 19.7 | 26.7 | 22.7 | 49.3 | 34.1 | 39.0 | 42.7 | 24.5 | 9.1 | 35.5 | 32.1 |
U-Net GAN + SA | 27.1 | 17.7 | 26.7 | 22.7 | 46.3 | 32.6 | 41.4 | 42.1 | 23.7 | 9.4 | 35.2 | 31.1 |