Classic Image Super-Resolution on Set14
35.2PSNRPS-Mamba-L
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PS-Mamba-Lscale=2×, #param=21.2M2026.03 | 35.2 | 92.89 | |
| MambaIRv2-Lscale=2×, #param=34.2M2026.03 | 34.93 | 92.76 | |
| HAT† + i-LNBackbone=HAT†, Scale=×2, Normalization=i-LN2025.04 | 34.92 | 92.76 | |
| HAT† + LNBackbone=HAT†, Scale=×2, Normalization=LayerNorm2025.04 | 34.86 | 92.74 | |
| HATscale=2×, #param=20.6M2026.03 | 34.86 | 92.74 | |
| MaIRscale=2×, #param=-2026.03 | 34.82 | 92.72 | |
| DATscale=2×, #param=14.8M2026.03 | 34.78 | 92.76 | |
| MambaIRscale=2×, #param=20.4M2026.03 | 34.7 | 92.67 | |
| CAT-Ascale=2×, #param=16.5M2026.03 | 34.67 | 92.63 | |
| SwinIR+Scale=x2, Training Dataset=DIV2K+Flickr2K2021.08 | 34.66 | 92.6 | |
| SwinIRScale=x2, Training Dataset=DIV2K+Flickr2K2021.08 | 34.61 | 92.5 | |
| EDTscale=2×, #param=11.5M2026.03 | 34.47 | 92.53 | |
| SwinIRscale=2×, #param=11.8M2026.03 | 34.46 | 92.5 | |
| IPTScale=x2, Training Dataset=ImageNet2021.08 | 34.43 | — | |
| IPTscale=2×, #param=115M2026.03 | 34.43 | 92.5 | |
| SwinIR+Scale=x2, Training Dataset=DIV2K2021.08 | 34.24 | 92.33 | |
| HANScale=x2, Parameters=16.1M2026.02 | 34.16 | 92.17 | |
| SwinIRScale=x2, Parameters=11.8M2026.02 | 34.16 | 92.32 | |
| HANScale=x2, Training Dataset=DIV2K2021.08 | 34.16 | 92.17 | |
| SwinIRScale=x2, Training Dataset=DIV2K2021.08 | 34.14 | 92.27 | |
| RCANScale=x2, Parameters=15.4M2026.02 | 34.12 | 92.16 | |
| RCANScale=x2, Training Dataset=DIV2K2021.08 | 34.12 | 92.16 | |
| RCANscale=2×, #param=15.4M2026.03 | 34.12 | 92.16 | |
| SwinIR-EQScale=x2, Parameters=5.2M2026.02 | 34.1 | 92.27 | |
| NLSAScale=x22026.02 | 34.08 | 92.31 | |
| NLSAScale=x2, Training Dataset=DIV2K2021.08 | 34.08 | 92.31 | |
| SANScale=x2, Parameters=15.7M2026.02 | 34.07 | 92.13 | |
| IGNNScale=x22026.02 | 34.07 | 92.17 | |
| SANScale=x2, Training Dataset=DIV2K2021.08 | 34.07 | 92.13 | |
| IGNNScale=x2, Training Dataset=DIV2K2021.08 | 34.07 | 92.17 | |
| SANscale=2×, #param=15.7M2026.03 | 34.07 | 92.13 | |
| EDSRscale=2×, #param=42.6M2026.03 | 33.92 | 91.95 | |
| DBPNScale=x2, Training Dataset=DIV2K+Flickr2K2021.08 | 33.85 | 91.9 | |
| HATscale=3×, #param=20.6M2026.03 | 31.26 | 85.74 | |
| PS-Mamba-Lscale=3×, #param=21.2M2026.03 | 31.26 | 85.75 | |
| MambaIRv2-Lscale=3x, #param=34.2M2024.11 | 31.18 | 85.64 | |
| DATscale=3×, #param=14.8M2026.03 | 31.18 | 85.64 | |
| MambaIRv2-Lscale=3×, #param=34.2M2026.03 | 31.18 | 85.64 | |
| MambaIRscale=3×, #param=20.4M2026.03 | 31.13 | 85.6 | |
| MambaIRv2-Bscale=3x, #param=23.1M2024.11 | 31.12 | 85.57 | |
| CAT-Ascale=3×, #param=16.5M2026.03 | 31.12 | 85.58 | |
| MaIRscale=3×, #param=-2026.03 | 31.12 | 85.5 | |
| DATscale=3x, #param=14.8M2024.11 | 31.11 | 85.5 | |
| HATscale=3x, #param=20.6M2024.11 | 31.08 | 85.55 | |
| MambaIRv2-Sscale=3x, #param=9.8M2024.11 | 31.07 | 85.47 | |
| IPTscale=3×, #param=115M2026.03 | 31.07 | 85.34 | |
| MambaIRscale=3x, #param=20.4M2024.11 | 31.04 | 85.38 | |
| SwinIR+Scale=x3, Training Dataset=DIV2K+Flickr2K2021.08 | 31 | 85.42 | |
| CAT-Ascale=3x, #param=16.5M2024.11 | 30.99 | 85.36 | |
| EDTscale=3×, #param=11.5M2026.03 | 30.94 | 85.37 | |
| SwinIRscale=3x, #param=11.8M2024.11 | 30.93 | 85.34 | |
| SwinIRScale=x3, Training Dataset=DIV2K+Flickr2K2021.08 | 30.93 | 85.34 | |
| SwinIRscale=3×, #param=11.8M2026.03 | 30.93 | 85.34 | |
| EDTscale=3x, #param=11.5M2024.11 | 30.89 | 85.27 | |
| IPTscale=3x, #param=115M2024.11 | 30.85 | — | |
| IPTScale=x3, Training Dataset=ImageNet2021.08 | 30.85 | — | |
| SwinIR+Scale=x3, Training Dataset=DIV2K2021.08 | 30.83 | 85.11 | |
| SwinIRScale=x3, Training Dataset=DIV2K2021.08 | 30.77 | 85.03 | |
| NLSAScale=x3, Training Dataset=DIV2K2021.08 | 30.7 | 84.85 | |
| HANScale=x3, Training Dataset=DIV2K2021.08 | 30.67 | 84.83 | |
| IGNNScale=x3, Training Dataset=DIV2K2021.08 | 30.66 | 84.84 | |
| RCANscale=3x, #param=15.4M2024.11 | 30.65 | 84.82 | |
| RCANScale=x3, Training Dataset=DIV2K2021.08 | 30.65 | 84.82 | |
| RCANscale=3×, #param=15.4M2026.03 | 30.65 | 84.82 | |
| SANscale=3x, #param=15.7M2024.11 | 30.59 | 84.76 | |
| SANScale=x3, Training Dataset=DIV2K2021.08 | 30.59 | 84.76 | |
| SANscale=3×, #param=15.7M2026.03 | 30.59 | 84.76 | |
| EDSRscale=3x, #param=42.6M2024.11 | 30.52 | 84.62 | |
| EDSRscale=3×, #param=42.6M2026.03 | 30.52 | 84.62 | |
| PS-Mamba-Lscale=4×, #param=21.2M2026.03 | 29.41 | 80.06 | |
| MambaIRv2-Lscale=4x, #param=34.2M2024.11 | 29.29 | 79.82 | |
| HATscale=4×, #param=20.6M2026.03 | 29.29 | 79.55 | |
| MambaIRv2-Lscale=4×, #param=34.2M2026.03 | 29.29 | 79.82 | |
| MaIRscale=4×, #param=-2026.03 | 29.28 | 79.74 | |
| IPTscale=4×, #param=115M2026.03 | 29.27 | 79.5 | |
| HAT† + i-LNBackbone=HAT†, Scale=×4, Normalization=i-LN2025.04 | 29.26 | 79.81 | |
| DATscale=4×, #param=14.8M2026.03 | 29.25 | 79.47 | |
| DATscale=4x, #param=14.8M2024.11 | 29.23 | 79.73 | |
| HATscale=4x, #param=20.8M2024.11 | 29.23 | 79.73 | |
| MambaIRv2-Sscale=4x, #param=9.8M2024.11 | 29.23 | 79.65 | |
| MambaIRv2-Bscale=4x, #param=23.1M2024.11 | 29.23 | 79.75 | |
| HAT† + LNBackbone=HAT†, Scale=×4, Normalization=LayerNorm2025.04 | 29.23 | 79.73 | |
| MambaIRscale=4×, #param=20.4M2026.03 | 29.23 | 79.41 | |
| CAT-Ascale=4×, #param=16.5M2026.03 | 29.23 | 79.4 | |
| MambaIRscale=4x, #param=20.4M2024.11 | 29.2 | 79.61 | |
| CAT-Ascale=4x, #param=16.6M2024.11 | 29.18 | 79.6 | |
| EDTscale=4×, #param=11.5M2026.03 | 29.18 | 79.34 | |
| SwinIR+Scale=x4, Training Dataset=DIV2K+Flickr2K2021.08 | 29.15 | 79.58 | |
| SwinIRscale=4x, #param=11.9M2024.11 | 29.09 | 79.5 | |
| EDTscale=4x, #param=11.6M2024.11 | 29.09 | 79.39 | |
| SwinIRScale=x4, Training Dataset=DIV2K+Flickr2K2021.08 | 29.09 | 79.5 | |
| SwinIRscale=4×, #param=11.9M2026.03 | 29.09 | 79.17 | |
| SwinIR+Scale=x4, Training Dataset=DIV2K2021.08 | 29.02 | 79.28 | |
| IPTscale=4x, #param=116M2024.11 | 29.01 | — | |
| IPTScale=x4, Training Dataset=ImageNet2021.08 | 29.01 | — | |
| RRDBScale=x4, Training Dataset=DIV2K+Flickr2K2021.08 | 28.99 | 79.17 | |
| SwinIRScale=x4, Training Dataset=DIV2K2021.08 | 28.94 | 79.14 | |
| SANscale=4x, #param=15.7M2024.11 | 28.92 | 78.88 | |
| SANScale=x4, Training Dataset=DIV2K2021.08 | 28.92 | 78.88 | |
| SANscale=4×, #param=15.7M2026.03 | 28.92 | 78.92 |