TABLE 3.
Statistics of agreement between manual and automatic segmentations in the independent test dataset.
| Model | U-NET | Attention U-NET | SEG-NET | |
|---|---|---|---|---|
| Subcutaneous fat | DSC | 0.972 ± 0.047 | 0.988 ± 0.021 | 0.842 ± 0.088 |
| IOU | 0.946 ± 0.083 | 0.977 ± 0.041 | 0.730 ± 0.131 | |
| Precision | 0.967 ± 0.042 | 0.982 ± 0.033 | 0.788 ± 0.145 | |
| Recall | 0.977 ± 0.069 | 0.994 ± 0.021 | 0.913 ± 0.135 | |
| Visceral fat | DSC | 0.935 ± 0.068 | 0.971 ± 0.056 | 0.821 ± 0.213 |
| IOU | 0.881 ± 0.115 | 0.945 ± 0.102 | 0.709 ± 0.279 | |
| Precision | 0.933 ± 0.096 | 0.973 ± 0.072 | 0.725 ± 0.284 | |
| Recall | 0.940 ± 0.078 | 0.970 ± 0.067 | 0.970 ± 0.037 | |
| Muscle | DSC | 0.908 ± 0.052 | 0.916 ± 0.049 | 0.737 ± 0.167 |
| IOU | 0.832 ± 0.086 | 0.845 ± 0.082 | 0.591 ± 0.206 | |
| Precision | 0.902 ± 0.071 | 0.894 ± 0.081 | 0.622 ± 0.232 | |
| Recall | 0.915 ± 0.074 | 0.940 ± 0.058 | 0.927 ± 0.063 |