Classical Image Super-Resolution on Manga109 (PSNR, SSIM)
40.9PSNRPS-Mamba-L
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PS-Mamba-Lscale=2×, #param=21.2M2026.03 | 40.9 | 0.9814 | |
| MambaIRv2-Lscale=2×, #param=34.2M2026.03 | 40.55 | 0.9807 | |
| MaIRscale=2×, #param=-2026.03 | 40.48 | 0.9811 | |
| HAT† + i-LNBackbone=HAT†, Scale=×2, Normalization=i-LN2025.04 | 40.38 | 0.9811 | |
| DATscale=2×, #param=14.8M2026.03 | 40.32 | 0.9808 | |
| HAT† + LNBackbone=HAT†, Scale=×2, Normalization=LayerNorm2025.04 | 40.26 | 0.9809 | |
| HATscale=2×, #param=20.6M2026.03 | 40.26 | 0.9809 | |
| MambaIRscale=2×, #param=20.4M2026.03 | 40.08 | 0.9806 | |
| CAT-Ascale=2×, #param=16.5M2026.03 | 40.06 | 0.9803 | |
| EDTscale=2×, #param=11.5M2026.03 | 39.93 | 0.98 | |
| IPTscale=2×, #param=115M2026.03 | 39.72 | 0.9789 | |
| SwinIRscale=2×, #param=11.8M2026.03 | 39.6 | 0.9785 | |
| RCANscale=2×, #param=15.4M2026.03 | 39.44 | 0.9786 | |
| SANscale=2×, #param=15.7M2026.03 | 39.32 | 0.9792 | |
| EDSRscale=2×, #param=42.6M2026.03 | 39.1 | 0.9773 | |
| PS-Mamba-Lscale=3×, #param=21.2M2026.03 | 36.15 | 0.958 | |
| MambaIRv2-Lscale=3×, #param=34.2M2026.03 | 35.72 | 0.9561 | |
| MaIRscale=3×, #param=-2026.03 | 35.67 | 0.9556 | |
| HATscale=3×, #param=20.6M2026.03 | 35.58 | 0.9559 | |
| DATscale=3×, #param=14.8M2026.03 | 35.53 | 0.9554 | |
| EDTscale=3×, #param=11.5M2026.03 | 35.43 | 0.9554 | |
| MambaIRscale=3×, #param=20.4M2026.03 | 35.35 | 0.9547 | |
| CAT-Ascale=3×, #param=16.5M2026.03 | 35.34 | 0.9546 | |
| IPTscale=3×, #param=115M2026.03 | 35.12 | 0.9537 | |
| SwinIRscale=3×, #param=11.8M2026.03 | 35.12 | 0.9537 | |
| RCANscale=3×, #param=15.4M2026.03 | 34.47 | 0.9496 | |
| SANscale=3×, #param=15.7M2026.03 | 34.3 | 0.9483 | |
| EDSRscale=3×, #param=42.6M2026.03 | 34.17 | 0.9476 | |
| PS-Mamba-Lscale=4×, #param=21.2M2026.03 | 33.01 | 0.9324 | |
| MaIRscale=4×, #param=-2026.03 | 32.66 | 0.9297 | |
| MambaIRv2-Lscale=4×, #param=34.2M2026.03 | 32.66 | 0.9304 | |
| HATscale=4×, #param=20.6M2026.03 | 32.57 | 0.9369 | |
| HAT† + i-LNBackbone=HAT†, Scale=×4, Normalization=i-LN2025.04 | 32.56 | 0.9299 | |
| HAT† + LNBackbone=HAT†, Scale=×4, Normalization=LayerNorm2025.04 | 32.48 | 0.9292 | |
| DATscale=4×, #param=14.8M2026.03 | 32.45 | 0.9353 | |
| MambaIRscale=4×, #param=20.4M2026.03 | 32.33 | 0.934 | |
| EDTscale=4×, #param=11.5M2026.03 | 32.32 | 0.9336 | |
| CAT-Ascale=4×, #param=16.5M2026.03 | 32.32 | 0.9337 | |
| IPTscale=4×, #param=115M2026.03 | 32.03 | 0.9323 | |
| SwinIRscale=4×, #param=11.9M2026.03 | 32.03 | 0.9323 | |
| RCANscale=4×, #param=15.4M2026.03 | 31.18 | 0.9198 | |
| SANscale=4×, #param=15.7M2026.03 | 31.18 | 0.9198 | |
| EDSRscale=4×, #param=43.0M2026.03 | 31.02 | 0.9148 |