TABLE I.
Mean values of quantitative metrics for different models on the simulated datasets (standard deviation IN PARENTHESES). ↓ indicates lower values being more accurate, and vice versa.
Methods | PSNR / dB ↑ | SSIM ↑ | NRMSE ↓ | NCC ↑ | run time / min ↓ |
---|---|---|---|---|---|
| |||||
Simulated adult brain data | |||||
| |||||
SVRTK [4] | 28.71 (3.33) | 0.8861 (0.0459) | 0.1129 (0.0452) | 0.8706 (0.0598) | 24.57 (3.42) |
SVR-GPU [13] | 26.68 (4.38) | 0.7526 (0.1936) | 0.1518 (0.0867) | 0.7360 (0.2775) | 11.63 (2.23) |
NeSVoR | 28.85 (3.22) | 0.8901 (0.0317) | 0.1103 (0.0427) | 0.8772 (0.0526) | 6.13 (0.30) |
| |||||
Simulated fetal brain data | |||||
| |||||
SVRTK [4] | 22.10 (2.39) | 0.8694 (0.0792) | 0.1772 (0.0504) | 0.6517 (0.2007) | 8.38 (2.83) |
SVR-GPU [13] | 21.64 (0.70) | 0.8031 (0.0460) | 0.1809 (0.0169) | 0.6552 (0.0779) | 2.36 (0.87) |
NiftyMIC [14] | 21.09 (2.20) | 0.7919 (0.1651) | 0.1978 (0.0525) | 0.5647 (0.2445) | 189.24 (79.81) |
NeSVoR | 23.63 (1.17) | 0.9290 (0.0354) | 0.1446 (0.0199) | 0.7804 (0.055) | 1.92 (0.09) |