TABLE 5. Average PSNR, SSIM, and IFC of Resolution-Enhanced MRIs.
Metric | Volunteer | Scale | SRCNN [10] | FSRCNN [11] | DRCN [12] | ACNS |
---|---|---|---|---|---|---|
PSNR (dB) | 1 | 29.62 ± 0.76 | 29.79 ± 0.78 | 29.84 ± 0.75 | 29.58 ± 0.88 | |
29.21 ± 2.50 | 29.40 ± 2.48 | 29.67 ± 2.59 | 27.88 ± 0.98 | |||
27.22 ± 2.10 | 27.54 ± 2.12 | 27.98 ± 1.95 | 26.38 ± 1.09 | |||
2 | 30.91 ± 2.27 | 31.10 ± 2.26 | 31.31 ± 2.54 | 33.12 ± 2.11 | ||
28.62 ± 1.78 | 28.86 ± 1.87 | 29.18 ± 1.78 | 30.37 ± 2.07 | |||
26.71 ± 1.58 | 27.05 ± 1.62 | 27.59 ± 1.49 | 28.15 ± 1.48 | |||
SSIM | 1 | 0.80 ± 0.02 | 0.81 ± 0.02 | 0.81 ± 0.02 | 0.82 ± 0.02 | |
0.77 ± 0.07 | 0.78 ± 0.07 | 0.78 ± 0.07 | 0.75 ± 0.02 | |||
0.70 ± 0.07 | 0.71 ± 0.07 | 0.72 ± 0.07 | 0.71 ± 0.03 | |||
2 | 0.84 ± 0.05 | 0.84 ± 0.05 | 0.84 ± 0.05 | 0.91 ± 0.03 | ||
0.76 ± 0.06 | 0.76 ± 0.06 | 0.77 ± 0.06 | 0.84 ± 0.04 | |||
0.69 ± 0.06 | 0.70 ± 0.06 | 0.72 ± 0.06 | 0.79 ± 0.04 | |||
IFC | 1 | 5.19 ± 0.15 | 5.56 ± 0.15 | 5.79 ± 0.17 | 5.58 ± 0.12 | |
4.21 ± 1.05 | 4.53 ± 1.09 | 4.78 ± 1.14 | 3.48 ± 0.09 | |||
2.67 ± 0.62 | 2.86 ± 0.70 | 3.14 ± 0.64 | 2.32 ± 0.11 | |||
2 | 5.33 ± 0.30 | 5.70 ± 0.30 | 5.99 ± 0.40 | 5.94 ± 0.35 | ||
3.33 ± 0.13 | 3.62 ± 0.16 | 3.84 ± 0.14 | 3.52 ± 0.22 | |||
2.15 ± 0.11 | 2.24 ± 0.11 | 2.58 ± 0.12 | 2.27 ± 0.11 |