TABLE 4. Average PSNR, SSIM, and IFC of Resolution-enhanced Virtual Phantom Images.
Metric | Data-set | Scale | SRCNN [10] | FSRCNN [11] | DRCN [12] | ACNS |
---|---|---|---|---|---|---|
PSNR (dB) | 1 | 26.70 ± 1.55 | 26.54 ± 1.27 | 24.40 ± 1.38 | 27.01 ± 1.50 | |
25.68 ± 2.25 | 24.56 ± 1.33 | 25.21 ± 1.34 | 24.80 ± 1.38 | |||
24.10 ± 1.97 | 23.29 ± 1.28 | 27.49 ± 1.23 | 23.86 ± 1.35 | |||
2 | 28.52 ± 0.82 | 28.03 ± 0.71 | 25.67 ± 1.07 | 28.84 ± 0.96 | ||
26.41 ± 0.88 | 26.17 ± 0.78 | 26.31 ± 1.10 | 26.73 ± 0.98 | |||
25.01 ± 0.92 | 24.97 ± 1.28 | 29.19 ± 0.93 | 25.85 ± 1.04 | |||
3 | 28.87 ± 1.55 | 28.36 ± 0.57 | 25.58 ± 0.88 | 29.10 ± 0.70 | ||
26.66 ± 2.25 | 26.53 ± 0.64 | 26.69 ± 0.66 | 26.74 ± 0.71 | |||
25.28 ± 1.97 | 25.15 ± 1.28 | 30.05 ± 0.84 | 25.88 ± 0.73 | |||
SSIM | 1 | 0.88 ± 0.04 | 0.63 ± 0.10 | 0.88 ± 0.03 | 0.83 ± 0.01 | |
0.84 ± 0.07 | 0.59 ± 0.07 | 0.91 ± 0.03 | 0.82 ± 0.05 | |||
0.77 ± 0.09 | 0.54 ± 0.06 | 0.93 ± 0.01 | 0.76 ± 0.06 | |||
2 | 0.92 ± 0.01 | 0.47 ± 0.02 | 0.92 ± 0.01 | 0.84 ± 0.01 | ||
0.87 ± 0.02 | 0.46 ± 0.01 | 0.93 ± 0.01 | 0.88 ± 0.02 | |||
0.82 ± 0.02 | 0.43 ± 0.06 | 0.95 ± 0.01 | 0.85 ± 0.02 | |||
3 | 0.93 ± 0.04 | 0.42 ± 0.02 | 0.93 ± 0.01 | 0.84 ± 0.00 | ||
0.89 ± 0.07 | 0.42 ± 0.02 | 0.94 ± 0.01 | 0.89 ± 0.01 | |||
0.85 ± 0.09 | 0.39 ± 0.06 | 0.96 ± 0.01 | 0.86 ± 0.01 | |||
IFC | 1 | 4.34 ± 0.78 | 4.44 ± 0.81 | 3.37 ± 0.67 | 4.77 ± 0.89 | |
2.80 ± 0.40 | 2.92 ± 0.48 | 3.07 ± 0.75 | 3.01 ± 0.53 | |||
1.89 ± 0.26 | 1.93 ± 0.30 | 3.00 ± 0.72 | 2.08 ± 0.34 | |||
2 | 2.92 ± 0.23 | 2.93 ± 0.24 | 2.22 ± 0.18 | 3.19 ± 0.23 | ||
1.88 ± 0.13 | 1.98 ± 0.15 | 2.24 ± 0.19 | 2.07 ± 0.13 | |||
1.32 ± 0.09 | 1.33 ± 0.30 | 2.16 ± 0.15 | 1.46 ± 0.09 | |||
3 | 2.66 ± 0.78 | 2.67 ± 0.23 | 1.93 ± 0.20 | 2.76 ± 0.25 | ||
1.80 ± 0.40 | 1.89 ± 0.17 | 2.04 ± 0.21 | 1.81 ± 0.16 | |||
1.29 ± 0.26 | 1.30 ± 0.30 | 1.99 ± 0.19 | 1.32 ± 0.11 |