Classical Image Super-Resolution on Urban100
34.71PSNRPS-Mamba-L
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PS-Mamba-Lscale=2×, #param=21.2M2026.03 | 34.71 | 0.9486 | |
| HAT† + i-LNBackbone=HAT†, Scale=×2, Normalization=i-LN2025.04 | 34.6 | 0.9476 | |
| MambaIRv2-Lscale=2×, #param=34.2M2026.03 | 34.6 | 0.9475 | |
| HAT† + LNBackbone=HAT†, Scale=×2, Normalization=LayerNorm2025.04 | 34.45 | 0.9466 | |
| HATscale=2×, #param=20.6M2026.03 | 34.45 | 0.9466 | |
| MaIRscale=2×, #param=-2026.03 | 34.38 | 0.9462 | |
| DATscale=2×, #param=14.8M2026.03 | 34.25 | 0.9468 | |
| MambaIRscale=2×, #param=20.4M2026.03 | 34.04 | 0.9446 | |
| CAT-Ascale=2×, #param=16.5M2026.03 | 34.01 | 0.9444 | |
| EDTscale=2×, #param=11.5M2026.03 | 33.85 | 0.9441 | |
| SwinIRscale=2×, #param=11.8M2026.03 | 33.81 | 0.9427 | |
| IPTscale=2×, #param=115M2026.03 | 33.76 | 0.9404 | |
| SwinIR-EQScale=x2, Parameters=5.2M2026.02 | 33.54 | 0.9409 | |
| SwinIRScale=x2, Parameters=11.8M2026.02 | 33.44 | 0.9399 | |
| NLSAScale=x22026.02 | 33.42 | 0.9394 | |
| HANScale=x2, Parameters=16.1M2026.02 | 33.35 | 0.9385 | |
| RCANScale=x2, Parameters=15.4M2026.02 | 33.34 | 0.9384 | |
| RCANscale=2×, #param=15.4M2026.03 | 33.34 | 0.9384 | |
| IGNNScale=x22026.02 | 33.23 | 0.9383 | |
| SANScale=x2, Parameters=15.7M2026.02 | 33.1 | 0.937 | |
| SANscale=2×, #param=15.7M2026.03 | 33.1 | 0.937 | |
| EDSRscale=2×, #param=42.6M2026.03 | 32.93 | 0.9351 | |
| PS-Mamba-Lscale=3×, #param=21.2M2026.03 | 30.59 | 0.8961 | |
| MambaIRv2-Lscale=3×, #param=34.2M2026.03 | 30.34 | 0.8919 | |
| HATscale=3×, #param=20.6M2026.03 | 30.28 | 0.8925 | |
| MaIRscale=3×, #param=-2026.03 | 30.24 | 0.8881 | |
| DATscale=3×, #param=14.8M2026.03 | 30.14 | 0.8905 | |
| MambaIRscale=3×, #param=20.4M2026.03 | 30 | 0.8886 | |
| CAT-Ascale=3×, #param=16.5M2026.03 | 30 | 0.8885 | |
| IPTscale=3×, #param=115M2026.03 | 29.81 | 0.883 | |
| EDTscale=3×, #param=11.5M2026.03 | 29.76 | 0.8841 | |
| SwinIRscale=3×, #param=11.8M2026.03 | 29.68 | 0.8826 | |
| RCANscale=3×, #param=15.4M2026.03 | 29.09 | 0.8702 | |
| SANscale=3×, #param=15.7M2026.03 | 28.93 | 0.8686 | |
| EDSRscale=3×, #param=42.6M2026.03 | 28.8 | 0.8653 | |
| PS-Mamba-Lscale=4×, #param=21.2M2026.03 | 28.27 | 0.8431 | |
| HATscale=4×, #param=20.6M2026.03 | 28.07 | 0.8384 | |
| MambaIRv2-Lscale=4×, #param=34.2M2026.03 | 28.07 | 0.8383 | |
| HAT† + i-LNBackbone=HAT†, Scale=×4, Normalization=i-LN2025.04 | 28.04 | 0.8388 | |
| HAT† + LNBackbone=HAT†, Scale=×4, Normalization=LayerNorm2025.04 | 27.97 | 0.8368 | |
| DATscale=4×, #param=14.8M2026.03 | 27.9 | 0.8352 | |
| MaIRscale=4×, #param=-2026.03 | 27.89 | 0.8336 | |
| MambaIRscale=4×, #param=20.4M2026.03 | 27.83 | 0.8327 | |
| CAT-Ascale=4×, #param=16.5M2026.03 | 27.82 | 0.8324 | |
| EDTscale=4×, #param=11.5M2026.03 | 27.69 | 0.8287 | |
| IPTscale=4×, #param=115M2026.03 | 27.52 | 0.8254 | |
| SwinIRscale=4×, #param=11.9M2026.03 | 27.45 | 0.8246 | |
| RCANscale=4×, #param=15.4M2026.03 | 26.82 | 0.8086 | |
| SANscale=4×, #param=15.7M2026.03 | 26.79 | 0.8068 | |
| EDSRscale=4×, #param=43.0M2026.03 | 26.64 | 0.8031 |