Table 2.
Comparison of the different sparsifying transforms on all three 3D retrospectively undersampled datasets. Comparison to the ground truth was done after retaining only the top 10% of sparsifying coefficients.
| TempFFT | Wavelet | TV | PCA | |
|---|---|---|---|---|
| 3D Dataset 1 | ||||
| nRMSE | 0.3638 | 0.2968 | 0.4983 | 0.2712 |
| SSIM | 0.7053 | 0.7486 | 0.6484 | 0.7586 |
| 3D Dataset 2 | ||||
| nRMSE | 0.1944 | 0.1562 | 0.3016 | 0.092 |
| SSIM | 0.6772 | 0.6618 | 0.6138 | 0.8941 |
| 3D Dataset 3 | ||||
| nRMSE | 0.1497 | 0.1777 | 0.3614 | 0.0631 |
| SSIM | 0.7581 | 0.7177 | 0.5875 | 0.88 |