Table 1.
Comparison between graph convolutional neural networks: spatio-angular versus spatial-only model
| MAE (DW volumes) | MAE (FA maps) | PSNR (FA maps) | |
|---|---|---|---|
| 3-month-old from neonates | |||
| Spatial only | 47.4±17.9 | 0.075±0.008 | 35.6±1.3 |
| Spatio-angular | 44.4±17.5 | 0.066±0.008 | 36.5±1.3 |
| 6-month-old from 3-month-olds | |||
| Spatial only | 39.5±10.6 | 0.080±0.004 | 35.1±0.5 |
| Spatio-angular | 40.1±10.6 | 0.064±0.003 | 38.4±0.4 |
MAE: mean absolute error; PSNR: peak signal-to-noise ratio; DW: diffusion-weighted; FA: fractional anisotropy; Bold: Significant improvement of spatio-angular over spatial-only model