Table 2.
For the BraTs dataset, ablation of the k-space LHFP network and image domain HAFNet.
| Domain | T2WI (4×) | T1WI (Low-field) | T2WI (4×, Low-field) | |||
|---|---|---|---|---|---|---|
| PSNR ↑ | SSIM ↑ | PSNR ↑ | SSIM ↑ | PSNR ↑ | SSIM ↑ | |
| Raw input | 30.04±1.51 | 0.748±0.034 | 22.27±2.08 | 0.226±0.020 | 25.39±1.15 | 0.217±0.017 |
| K-space LHFP only | 35.45±1.60 | 0.957±0.008 | 36.68±1.87 | 0.956±0.009 | 33.37±1.45 | 0.937±0.026 |
| Image domain HAFNet only | 39.95±1.72 | 0.982±0.005 | 37.52±2.03 | 0.968±0.007 | 35.57±1.53 | 0.962±0.009 |
| Dual domain (Ours) | 40.25±1.71 | 0.983±0.005 | 39.21±1.93 | 0.977±0.005 | 36.55±1.54 | 0.968±0.008 |