Table 1.
Dataset | Synthetic Vasculature |
||||||
---|---|---|---|---|---|---|---|
Network | Parameters | PSNR | SSIM | SSIM Luminance | SSIM Contrast | SSIM Structure | Exec. |
FD-UNet (TR) | 37,888,449 | 20.802 ± 1.835 | 0.584 ± 0.053 | 0.741 ± 0.074 | 0.907 ± 0.021 | 0.832 ± 0.047 | 42 ms |
FD-UNet (BP) | 21.923 ± 1.959 | 0.637 ± 0.052 | 0.779 ± 0.069 | 0.928 ± 0.017 | 0.852 ± 0.043 | ||
Y-Net (TR & Raw) | 37,506,354 | 20.778 ± 2.233 | 0.713 ± 0.064 | 0.850 ± 0.034 | 0.913 ± 0.017 | 0.851 ± 0.049 | 48 ms |
Y-Net (BP & Raw) | 21.856 ± 2.159 | 0.736 ± 0.065 | 0.868 ± 0.031 | 0.920 ± 0.020 | 0.863 ± 0.045 | ||
FD-YNet (TR & Raw) | 34,852,306 | 21.064 ± 2.150 | 0.722 ± 0.060 | 0.853 ± 0.031 | 0.910 ± 0.019 | 0.855 ± 0.047 | 70 ms |
FD-YNet (BP & Raw) | 22.204 ± 2.209 | 0.739 ± 0.061 | 0.868 ± 0.034 | 0.927 ± 0.018 | 0.865 ± 0.043 |
The abbreviations in parentheses represent the data form used by the models. TR: time-reversal image. BP: backprojection image. Raw: measured time-series signals. PI: pixel-interpolated data.