From: A deep error correction network for compressed sensing MRI
Sampling pattern | Cartesian under-sampling | Random under-sampling | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Sampling ratio | 20% | 30% | 40% | 20% | 30% | 40% | ||||||
Evaluation index | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM |
TLMRI | 31.27 | 0.864 | 32.86 | 0.868 | 35.99 | 0.896 | 35.13 | 0.878 | 36.46 | 0.882 | 37.26 | 0.891 |
PANO | 30.71 | 0.858 | 32.65 | 0.889 | 37.40 | 0.940 | 36.94 | 0.931 | 39.36 | 0.949 | 40.74 | 0.957 |
GBRWT | 30.61 | 0.853 | 32.27 | 0.879 | 37.19 | 0.932 | 36.81 | 0.908 | 39.16 | 0.932 | 40.72 | 0.944 |
DC-CNN | 32.58 | 0.885 | 34.67 | 0.905 | 39.52 | 0.955 | 38.54 | 0.937 | 40.91 | 0.953 | 42.47 | 0.961 |
TLMRI-DECN | 32.77 | 0.876 | 34.41 | 0.891 | 38.62 | 0.944 | 37.60 | 0.930 | 39.54 | 0.944 | 40.72 | 0.949 |
PANO-DECN | 32.57 | 0.864 | 34.43 | 0.891 | 39.27 | 0.953 | 38.51 | 0.940 | 40.88 | 0.956 | 42.42 | 0.963 |
GBRWT-DECN | 32.58 | 0.869 | 34.41 | 0.891 | 39.07 | 0.950 | 38.48 | 0.940 | 40.79 | 0.955 | 42.36 | 0.963 |
DC-CNN-DECN | 33.06 | 0.898 | 35.34 | 0.922 | 39.92 | 0.956 | 38.86 | 0.939 | 41.06 | 0.954 | 42.58 | 0.962 |
â–³ TLMRI | 1.50 | 0.012 | 1.55 | 0.023 | 2.63 | 0.048 | 2.47 | 0.052 | 3.08 | 0.062 | 3.46 | 0.068 |
â–³ PANO | 1.86 | 0.006 | 1.78 | 0.002 | 1.87 | 0.012 | 1.57 | 0.010 | 1.52 | 0.006 | 1.68 | 0.006 |
â–³ GBRWT | 1.97 | 0.016 | 2.14 | 0.012 | 1.88 | 0.018 | 1.67 | 0.032 | 1.63 | 0.023 | 1.64 | 0.019 |
â–³ DC-CNN | 0.48 | 0.013 | 0.67 | 0.017 | 0.40 | 0.010 | 0.32 | 0.002 | 0.15 | 0.001 | 0.11 | 0.010 |