Image Super-Resolution on Manga109 (LPIPS, PSNR, SSIM)
0.0032LPIPSML-CrAIST (Ours)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ML-CrAIST (Ours)Scale=4x2024.08 | 0.0032 | — | — | |
| SwinIRScale=4x2024.08 | 0.0033 | — | — | |
| ML-CrAIST (Ours-Li)Scale=4x2024.08 | 0.0033 | — | — | |
| OmniSRScale=4x2024.08 | 0.0034 | — | — | |
| NGSwinScale=4x2024.08 | 0.0035 | — | — | |
| IMDNScale=4x2024.08 | 0.0038 | — | — | |
| SR3Scale=x22024.06 | 0.0161 | 35.11 | 0.9682 | |
| BI-DiffSRScale=x22024.06 | 0.0172 | 33.99 | 0.9601 | |
| BBCUScale=x22024.06 | 0.0272 | 32.88 | 0.9508 | |
| XNORScale=x22024.06 | 0.0326 | 31.99 | 0.9428 | |
| ReActNetScale=x22024.06 | 0.0379 | 32.16 | 0.9441 | |
| SeDGenerator Backbone=SwinIR, Discriminator Architecture=PatchGAN + SeD2024.02 | 0.044 | 30.48 | 0.896 | |
| SeDGenerator Backbone=SwinIR, Discriminator Architecture=U-Net + SeD2024.02 | 0.045 | 30.58 | 0.898 | |
| SeDGenerator Backbone=RRDB, Discriminator Architecture=U-Net + SeD2024.02 | 0.047 | 30.46 | 0.897 | |
| LDLGenerator Backbone=SwinIR2024.02 | 0.047 | 30.14 | 0.888 | |
| SeDGenerator Backbone=RRDB, Discriminator Architecture=PatchGAN + SeD2024.02 | 0.048 | 29.99 | 0.888 | |
| PatchGANGenerator Backbone=SwinIR, Discriminator Architecture=PatchGAN2024.02 | 0.048 | 30.18 | 0.895 | |
| U-NetGenerator Backbone=SwinIR, Discriminator Architecture=U-Net2024.02 | 0.049 | 29.99 | 0.889 | |
| DualFormerGenerator Backbone=RRDB2024.02 | 0.053 | 29.9 | 0.886 | |
| LDLGenerator Backbone=RRDB2024.02 | 0.055 | 29.41 | 0.875 | |
| U-NetGenerator Backbone=RRDB, Discriminator Architecture=U-Net2024.02 | 0.056 | 29.49 | 0.882 | |
| PatchGANGenerator Backbone=RRDB, Discriminator Architecture=PatchGAN2024.02 | 0.058 | 28.6 | 0.872 | |
| USRGANGenerator Backbone=USRGAN2024.02 | 0.063 | 28.75 | 0.872 | |
| SR3Scale=x42024.06 | 0.0646 | 28.77 | 0.8854 | |
| ESRGANGenerator Backbone=ESRGAN2024.02 | 0.065 | 28.41 | 0.859 | |
| SFTGANGenerator Backbone=SFTGAN2024.02 | 0.072 | 28.17 | 0.856 | |
| BI-DiffSRScale=x42024.06 | 0.0889 | 26.95 | 0.8548 | |
| BicubicScale=x22024.06 | 0.1025 | 30.82 | 0.9349 | |
| BBCUScale=x42024.06 | 0.1496 | 23.02 | 0.7966 | |
| XNORScale=x42024.06 | 0.1559 | 23.84 | 0.7839 | |
| ReActNetScale=x42024.06 | 0.1721 | 25.32 | 0.7854 | |
| IRNetScale=x22024.06 | 0.182 | 23.89 | 0.7621 | |
| BicubicScale=x42024.06 | 0.321 | 24.9 | 0.7876 | |
| DoReFaScale=x22024.06 | 0.5047 | 12.35 | 0.4609 | |
| BNNScale=x22024.06 | 0.7489 | 9.29 | 0.3035 | |
| IRNetScale=x42024.06 | 0.8354 | 11.82 | 0.2442 | |
| BNNScale=x42024.06 | 1.0117 | 8.96 | 0.1833 | |
| DoReFaScale=x42024.06 | 1.1169 | 7.52 | 0.1464 |