Table 4.
Performance of the networks with different components on the Stanford dataset with Cartesian sampling.
Methods | NMSE (× 10−3) ↓ | PSNR ↑ | SSIM (× 10−2) ↑ | |||
---|---|---|---|---|---|---|
Mean±std | p-value | Mean±std | p-value | Mean±std | p-value | |
Without self-attention | 11.95±0.01 | 7.4e-63 | 35.19±1.81 | 1.1e-59 | 92.04±0.02 | 2.0e-40 |
Channel-attention alone | 11.52±0.01 | 9.7e-50 | 35.39±1.83 | 8.4e-48 | 92.15±0.03 | 8.1e-38 |
Frequency-attention alone | 11.43±0.01 | 7.8e-37 | 35.43±1.87 | 5.3e-3 | 92.17±0.03 | 1.1e-17 |
ACNN-k-Space | 11.11±0.01 | - | 35.55±1.86 | - | 92.25±0.03 | - |