Table 3.
Numerical comparisons and ablation studies of the WUMinn-MGH cross-center brain T1-to-FA MR translation task
| Methods | L1 ↓ | SSIM ↑ | PSNR ↑ | IS ↑ |
|---|---|---|---|---|
|
| ||||
| w/o UDA (Isola et al., 2017) | 158.5±0.4 | 0.8264±0.0017 | 25.49±0.06 | 9.27±0.14 |
|
| ||||
| ASS (He et al., 2021) | 132.8±0.3 | 0.8847±0.0014 | 31.63±0.04 | 11.54±0.10 |
|
| ||||
| ADDA (Tzeng et al., 2017) | 129.2±0.4 | 0.9131±0.0016 | 34.85±0.05 | 13.28±0.12 |
| GAUDA (Cui et al., 2020) | 129.0±0.5 | 0.9174±0.0015 | 35.24±0.06 | 13.46±0.13 |
| JGLA (Yarram et al., 2022) | 128.6±0.2 | 0.9205±0.0016 | 35.22±0.03 | 13.50±0.12 |
|
| ||||
| AC:GST | 121.2±0.3 | 0.9692±0.0014 | 38.65±0.04 | 16.42±0.14 |
| AC:GST- | 122.0±0.3 | 0.9637±0.0014 | 37.94±0.04 | 16.05±0.12 |
| AC:GST-C | 121.7±0.3 | 0.9641±0.0014 | 38.26±0.06 | 15.97±0.13 |
| BM:GST (Liu et al., 2021d) | 122.8±0.3 | 0.9563±0.0014 | 37.65±0.04 | 15.12±0.12 |
| BM:GST-A | 123.5±0.4 | 0.9488±0.0016 | 37.30±0.06 | 14.61±0.11 |
| BM:GST-E | 122.9±0.2 | 0.9532±0.0015 | 37.16±0.04 | 14.69±0.13 |
|
| ||||
| Target Supervised | 114.6±0.3 | 0.9815±0.0013 | 42.27±0.06 | 18.83±0.10 |