Table 7 Quantitative comparison of different methods on the XiongAn dataset.
Models | d | HR_image_size | \(\text {PSNR}\uparrow\) | \(\text {SSIM}\uparrow\) | \(\text {SAM}\downarrow\) | \(\text {ERGAS}\downarrow\) | \(\text {CC}\uparrow\) |
|---|---|---|---|---|---|---|---|
Bicubic | 4 | 256 × 256 | 41.4710 | 0.9300 | 2.5692 | 1.2958 | 0.9094 |
GDRRN | 4 | 256 × 256 | 41.7875 | 0.9328 | 2.4682 | 1.2369 | 0.9156 |
Deep_hs_Prior | 4 | 256 × 256 | 41.6732 | 0.9350 | 2.4228 | 1.2367 | 0.9160 |
SSPSR | 4 | 256 × 256 | 42.3721 | 0.9334 | 2.3270 | 1.1712 | 0.9298 |
PDE-Net | 4 | 256 × 256 | 42.4364 | 0.9399 | 2.3089 | 1.7413 | 0.9351 |
PUDPN | 4 | 256 × 256 | 41.7357 | 0.9372 | 2.3891 | 1.2144 | 0.9217 |
CST | 4 | 256 × 256 | 42.7059 | 0.9413 | 2.2135 | 1.1070 | 0.9364 |
Cs_Unet (Ours) | 4 | 256 × 256 | 42.7382 | 0.9458 | 2.2114 | 1.1056 | 0.9367 |