Table 6 Ablation study of OBISR with extensive combinations of EMA, LM, DTG, and PatchD
From: Unsupervised GAN-based model for super-resolution of oracle bone rubbing images
Method | Dataset | EMA | \({{\mathcal{L}}}_{{\rm{M}}}\) | DTG | PatchD | PSNR↑ | SSIM↑ | VIF↑ |
|---|---|---|---|---|---|---|---|---|
OBI_BI | SCGAN | × | × | × | × | 13.1928 | 0.3293 | 0.1111 |
OBISR-A | ✓ | × | × | × | 13.8904 | 0.3958 | 0.1223 | |
OBISR-B | × | ✓ | × | × | 14.3531 | 0.3785 | 0.1268 | |
OBISR-C | × | × | ✓ | × | 14.1711 | 0.4319 | 0.1278 | |
OBISR-D | × | × | × | ✓ | 14.8229 | 0.4387 | 0.1276 | |
OBISR-E | ✓ | ✓ | × | × | 14.7397 | 0.4605 | 0.1283 | |
OBISR-F | ✓ | × | ✓ | × | 14.5181 | 0.4687 | 0.1359 | |
OBISR-G | ✓ | × | × | ✓ | 14.9139 | 0.4420 | 0.1324 | |
OBISR-H | × | ✓ | ✓ | × | 15.0155 | 0.4531 | 0.1383 | |
OBISR-I | × | ✓ | × | ✓ | 14.9185 | 0.4382 | 0.1285 | |
OBISR-J | × | × | ✓ | ✓ | 15.1484 | 0.4939 | 0.1394 | |
OBISR-K | ✓ | ✓ | ✓ | × | 15.2146 | 0.4792 | 0.1364 | |
OBISR-L | ✓ | ✓ | × | ✓ | 15.3048 | 0.4750 | 0.1331 | |
OBISR-M | ✓ | × | ✓ | ✓ | 15.1757 | 0.4943 | 0.1414 | |
OBISR-N | × | ✓ | ✓ | ✓ | 15.1948 | 0.5161 | 0.1465 | |
OBISR | ✓ | ✓ | ✓ | ✓ | 15.5943 | 0.5419 | 0.1466 | |
OBI_AR | SCGAN | × | × | × | × | 14.9966 | 0.3087 | 0.1837 |
OBISR-A | ✓ | × | × | × | 16.2903 | 0.3838 | 0.2061 | |
OBISR-B | × | ✓ | × | × | 17.1552 | 0.8458 | 0.2239 | |
OBISR-C | × | × | ✓ | × | 17.1062 | 0.6582 | 0.2305 | |
OBISR-D | × | × | × | ✓ | 16.4233 | 0.6288 | 0.2240 | |
OBISR-E | ✓ | ✓ | × | × | 17.2239 | 0.7274 | 0.2265 | |
OBISR-F | ✓ | × | ✓ | × | 17.7324 | 0.7873 | 0.2457 | |
OBISR-G | ✓ | × | × | ✓ | 18.1539 | 0.8268 | 0.2311 | |
OBISR-H | × | ✓ | ✓ | × | 16.1388 | 0.5480 | 0.2260 | |
OBISR-I | × | ✓ | × | ✓ | 15.5976 | 0.5993 | 0.2171 | |
OBISR-J | × | × | ✓ | ✓ | 19.0020 | 0.7894 | 0.2982 | |
OBISR-K | ✓ | ✓ | ✓ | × | 17.5109 | 0.5879 | 0.2421 | |
OBISR-L | ✓ | ✓ | × | ✓ | 17.8483 | 0.6962 | 0.2535 | |
OBISR-M | ✓ | × | ✓ | ✓ | 19.3233 | 0.8481 | 0.2977 | |
OBISR-N | × | ✓ | ✓ | ✓ | 18.8286 | 0.8543 | 0.3360 | |
OBISR | ✓ | ✓ | ✓ | ✓ | 19.9181 | 0.8701 | 0.3392 |