Table 2. Performance comparison with the MDSR [6] model. The red color indicates the best performance while the blue color shows the second-best performance in terms of PSNR and SSIM [26]. We also measure performance with MS-SSIM [27] and UQI [27]
Dataset | scale | Multi-path | Linear single-path | Cubic single-path |
PNSR / SSIM | MSSSIM /UQI | PNSR / SSIM | MSSSIM /UQI | PNSR / SSIM | MSSIM / UQI |
Set5 | ×2 | 37.86 /0.9594 | 0.9953 /0.9990 | 37.87 /0.9595 | 0.9953 /0.9990 | 37.85 /0.9595 | 0.9953 /0.9990 |
×3 | 34.31 /0.9253 | 0.9908 /0.9980 | 34.31 /0.9256 | 0.9908 /0.9980 | 34.29 /0.9256 | 0.9908 /0.9980 |
×4 | 32.03 /0.8921 | 0.9826 /0.9968 | 32.05 /0.8929 | 0.9828 /0.9968 | 32.03 /0.8924 | 0.9827 /0.9968 |
Set14 | ×2 | 33.49 /0.9165 | 0.9861 /0.9977 | 33.54 /0.9167 | 0.9861 /0.9977 | 33.53 /0.9170 | 0.9863 /0.9977 |
×3 | 30.24 /0.8396 | 0.9738 /0.9954 | 30.30 /0.8408 | 0.9740 /0.9955 | 30.29 /0.8408 | 0.9739 /0.9954 |
×4 | 28.49 /0.7788 | 0.9546 /0.9931 | 28.51 /0.7796 | 0.9548 /0.9932 | 28.54 /0.7802 | 0.9550 /0.9932 |
BSDS100 | ×2 | 32.10 /0.8981 | 0.9823 /0.9971 | 32.14 /0.8985 | 0.9824 /0.9971 | 32.13 /0.8985 | 0.9824 /0.9971 |
×3 | 29.04 /0.8027 | 0.9666 /0.9943 | 29.07 /0.8033 | 0.9668 /0.9944 | 29.07 /0.8035 | 0.9668 /0.9944 |
×4 | 27.53 /0.7334 | 0.9433 /0.9922 | 27.56 /0.7343 | 0.9436 /0.9922 | 27.55 /0.7344 | 0.9436 /0.9922 |
Urban100 | ×2 | 31.77 /0.9246 | 0.9873 /0.9966 | 31.90 /0.9260 | 0.9877 /0.9967 | 31.89 /0.9261 | 0.9877 /0.9967 |
×3 | 27.91 /0.8467 | 0.9749 /0.9925 | 28.00 /0.8488 | 0.9753 /0.9926 | 27.99 /0.8491 | 0.9754 /0.9926 |
×4 | 25.86 /0.7778 | 0.9542 /0.9887 | 25.94 /0.7809 | 0.9550 /0.9887 | 25.93 /0.7810 | 0.9550 /0.9887 |