Table I.
Numerical comparison among CBCT, sCT generated by U-Net, with and without AG
| CBCT | U-Net | CycleGAN | CycleGAN with AC | |
|---|---|---|---|---|
| MAE (HU) | 81.06 ± 15.86 | 66.71 ± 15.82 | 63.72 ± 10.55 | 56.89 ± 13.84 |
| SNU | 0.25 ± 0.097 | 0.19 ± 0.088 | 0.15 ± 0.096 | 0.12 ± 0.085 |
| PSNR (dB) | 22.89 ± 2.89 | 28.17 ± 3.34 | 25.69 ± 3.40 | 28.80 ± 2.46 |
| NCC | 0.85 ± 0.081 | 0.87 ± 0.033 | 0.94 ± 0.040 | 0.96 ± 0.022 |
| SSIM | 0.60 ± 0.063 | 0.56 ± 0.085 | 0.70 ± 0.044 | 0.71 ± 0.032 |
AG, attention gate; CBCT, cone-beam CT; MAE, mean absolute error; PSNR, peak signal to noise ratio; SNU, spatial nonuniformity; sCT, synthetic CT.