TABLE II.
Mean values of PSNR and SSIM for different ablated models on the simulated fetal brain datasets (standard deviation in parentheses).
| Methods | PSNR / dB | SSIM |
|---|---|---|
|
| ||
| full model | 23.63 (1.17) | 0.9290 (0.0354) |
| w/o PSF | 19.49 (1.23) | 0.7101 (0.0916) |
| w/o bias field correction | 23.57 (1.29) | 0.8848 (0.0623) |
| w/o transformation optimization | 19.26 (0.70) | 0.7179 (0.0495) |
| w/o variance estimation | 17.59 (0.85) | 0.4917 (0.1438) |
| w/o slice embedding | 19.94 (0.63) | 0.8856 (0.0317) |
| w/o slice scaling | 22.57 (0.78) | 0.9242 (0.0376) |
| w/o INR | 18.17 (0.48) | 0.7402 (0.0599) |