Image Super-resolution on Set14 (test)
34.82PSNRMaIR+
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MaIR+Scale=x22024.12 | 34.82 | 0.9272 | |
| MaIRScale=x22024.12 | 34.75 | 0.9268 | |
| MambaIR+scale=x22024.02 | 34.69 | 0.926 | |
| MambaIRscale=x22024.02 | 34.67 | 0.9261 | |
| MambaIRScale=x22024.12 | 34.67 | 0.9261 | |
| SST-lt+Scale=×2, Latency (ms)=249.6, Mem (mb)=804, #FLOPs (G)=4903.3, #params (K)=8932026.03 | 34.62 | 0.925 | |
| SST-ltScale=×2, Latency (ms)=191.9, Mem (mb)=755, #FLOPs (G)=2057.6, #params (K)=8932026.03 | 34.5 | 0.9245 | |
| SwinIRscale=x22024.02 | 34.46 | 0.925 | |
| SwinIRScale=x22024.12 | 34.46 | 0.925 | |
| SRFormerscale=x22024.02 | 34.44 | 0.9253 | |
| SRFormerScale=x22024.12 | 34.44 | 0.9253 | |
| IPTscale=x22024.02 | 34.43 | — | |
| IPTScale=x22024.12 | 34.43 | — | |
| ESCScale=×2, Latency (ms)=120.9, Mem (mb)=831, #FLOPs (G)=592.0, #params (K)=9472026.03 | 34.42 | 0.9235 | |
| HiT-SRFScale=×2, Latency (ms)=268.1, Mem (mb)=1804, #FLOPs (G)=226.5, #params (K)=8472026.03 | 34.31 | 0.923 | |
| ATD-ltScale=×2, Latency (ms)=733.5, Mem (mb)=2839, #FLOPs (G)=380.0, #params (K)=7532026.03 | 34.3 | 0.923 | |
| RDN+Scale=x2, Degradation Model=BI2018.12 | 34.28 | 0.9241 | |
| ELANscale=x22024.02 | 34.2 | 0.9228 | |
| ELANScale=x22024.12 | 34.2 | 0.9228 | |
| HANscale=x22024.02 | 34.16 | 0.9217 | |
| HANScale=x22024.12 | 34.16 | 0.9217 | |
| RDNScale=x2, Degradation Model=BI2018.12 | 34.14 | 0.9235 | |
| SRFormer-ltScale=×2, Latency (ms)=1838.1, Mem (mb)=1184, #FLOPs (G)=236.3, #params (K)=8532026.03 | 34.13 | 0.9218 | |
| RCANscale=x22024.02 | 34.12 | 0.9216 | |
| CSNLNscale=x22024.02 | 34.12 | 0.9223 | |
| MambaIRv2-lightScale=×2, Params=774K, FLOPs=286.3G2025.11 | 34.09 | 0.9221 | |
| T-PMambaSRScale=×2, Params=687K, FLOPs=238.1G2025.11 | 34.09 | 0.9219 | |
| NLSAscale=x22024.02 | 34.08 | 0.9231 | |
| NLSAScale=x22024.12 | 34.08 | 0.9231 | |
| SANscale=x22024.02 | 34.07 | 0.9213 | |
| IGNNscale=x22024.02 | 34.07 | 0.9217 | |
| SANScale=x22024.12 | 34.07 | 0.9213 | |
| IGNNScale=x22024.12 | 34.07 | 0.9217 | |
| GMFNScale=x22019.07 | 34.05 | 0.9211 | |
| RDNScale=x22019.07 | 34.01 | 0.9212 | |
| SwinOIR+Scale=x2, #Params (K)=8412023.03 | 33.97 | 0.922 | |
| EDSRScale=x22019.07 | 33.92 | 0.9195 | |
| EDSRscale=x22024.02 | 33.92 | 0.9195 | |
| SA-ConvBaseline=RCAN, Scale=x2, #Param.=4.44M2026.05 | 33.893 | 0.9223 | |
| SwinIRScale=x2, #Params (K)=8782023.03 | 33.86 | 0.9206 | |
| SwinOIRScale=x2, #Params (K)=8412023.03 | 33.86 | 0.9208 | |
| SwinIR-lightScale=×2, Params=910K, FLOPs=244.4G2025.11 | 33.86 | 0.9206 | |
| D-DBPNScale=x22019.07 | 33.85 | 0.919 | |
| SA-ConvBaseline=RDN, Scale=x2, #Param.=7.75M2026.05 | 33.845 | 0.9218 | |
| SA-ConvBaseline=EDSR, Scale=x2, #Param.=8.96M2026.05 | 33.833 | 0.9219 | |
| SRFBNScale=x22019.07 | 33.82 | 0.9196 | |
| TL-ConvBaseline=EDSR, Scale=x2, #Param.=8.92M2026.05 | 33.803 | 0.9217 | |
| F-convBaseline=RCAN, Scale=x2, #Param.=4.41M2026.05 | 33.784 | 0.9217 | |
| LatticeNetScale=x2, #Params (K)=7562023.03 | 33.78 | 0.9193 | |
| B-convBaseline=RCAN, Scale=x2, #Param.=4.41M2026.05 | 33.773 | 0.9217 | |
| TL-ConvBaseline=RCAN, Scale=x2, #Param.=4.41M2026.05 | 33.771 | 0.9213 | |
| TL-ConvBaseline=RDN, Scale=x2, #Param.=7.71M2026.05 | 33.769 | 0.9211 | |
| Har-NetBaseline=RDN, Scale=x2, #Param.=4.76M2026.05 | 33.763 | 0.9218 | |
| F-convBaseline=RDN, Scale=x2, #Param.=7.71M2026.05 | 33.758 | 0.9217 | |
| B-convBaseline=EDSR, Scale=x2, #Param.=8.92M2026.05 | 33.732 | 0.9208 | |
| B-convBaseline=RDN, Scale=x2, #Param.=7.71M2026.05 | 33.731 | 0.921 | |
| G-CNNBaseline=RCAN, Scale=x2, #Param.=3.21M2026.05 | 33.726 | 0.921 | |
| CNNBaseline=RCAN, Scale=x2, #Param.=12.37M2026.05 | 33.703 | 0.9202 | |
| F-convBaseline=EDSR, Scale=x2, #Param.=8.92M2026.05 | 33.698 | 0.9205 | |
| G-CNNBaseline=RDN, Scale=x2, #Param.=5.61M2026.05 | 33.678 | 0.9204 | |
| SMSRScale=x2, #Params [K]=985, #FLOPs [G]=1322023.02 | 33.64 | 0.9179 | |
| IMDNScale=x2, #Params [K]=694, #FLOPs [G]=161, #Acts [M]=4232023.02 | 33.63 | 0.9177 | |
| ShuffleMixerScale=x2, #Params [K]=394, #FLOPs [G]=91, #Acts [M]=8322023.02 | 33.63 | 0.918 | |
| IMDNScale=x2, #Params (K)=6942023.03 | 33.63 | 0.9177 | |
| CNNBaseline=RDN, Scale=x2, #Param.=22.12M2026.05 | 33.63 | 0.9204 | |
| LAPAR-AScale=x2, #Params [K]=548, #FLOPs [G]=171, #Acts [M]=6562023.02 | 33.62 | 0.9183 | |
| LAPAR-AScale=x2, #Params (K)=5482023.03 | 33.62 | 0.9183 | |
| CNNBaseline=EDSR, Scale=x2, #Param.=21.85M2026.05 | 33.617 | 0.9198 | |
| G-CNNBaseline=EDSR, Scale=x2, #Param.=7.09M2026.05 | 33.606 | 0.9197 | |
| PANScale=x2, #Params [K]=261, #FLOPs [G]=71, #Acts [M]=6772023.02 | 33.59 | 0.9181 | |
| NLRNScale=x22019.07 | 33.57 | 0.9167 | |
| EDSR-baselineScale=x2, #Params [K]=1370, #FLOPs [G]=316, #Acts [M]=5632023.02 | 33.57 | 0.9175 | |
| E2-CNNBaseline=RDN, Scale=x2, #Param.=4.31M2026.05 | 33.565 | 0.92 | |
| FALSR-AScale=x2, #Params (K)=1,0212023.03 | 33.55 | 0.9168 | |
| SAFMNScale=x2, #Params [K]=228, #FLOPs [G]=52, #Acts [M]=2992023.02 | 33.54 | 0.9177 | |
| Har-NetBaseline=EDSR, Scale=x2, #Param.=6.30M2026.05 | 33.534 | 0.9192 | |
| CARNScale=x2, #Params [K]=1592, #FLOPs [G]=223, #Acts [M]=5222023.02 | 33.52 | 0.9166 | |
| CARNScale=x2, #Params (K)=1,5922023.03 | 33.52 | 0.9166 | |
| E2-CNNBaseline=EDSR, Scale=x2, #Param.=5.36M2026.05 | 33.513 | 0.9191 | |
| Har-NetBaseline=RCAN, Scale=x2, #Param.=2.71M2026.05 | 33.364 | 0.9177 | |
| E2-CNNBaseline=RCAN, Scale=x2, #Param.=2.02M2026.05 | 33.361 | 0.9179 | |
| ECBSR-M16C64Scale=x2, #Params [K]=596, #FLOPs [G]=137, #Acts [M]=252*2023.02 | 33.34 | 0.9178 | |
| SRMDNFScale Factor=x2, Degradation=bicubic2017.12 | 33.32 | 0.915 | |
| CARN-MScale=x2, #Params [K]=415, #FLOPs [G]=91, #Acts [M]=6552023.02 | 33.26 | 0.9141 | |
| DRRNScale=x22019.07 | 33.23 | 0.9136 | |
| DRRNScale Factor=x2, Degradation=bicubic2017.12 | 33.19 | 0.913 | |
| PDO-eConvBaseline=RCAN, Scale=x2, #Param.=1.68M2026.05 | 33.178 | 0.9163 | |
| PDO-eConvBaseline=EDSR, Scale=x2, #Param.=4.73M2026.05 | 33.169 | 0.9161 | |
| SRMDScale Factor=x2, Degradation=bicubic2017.12 | 33.12 | 0.914 | |
| LapSRNScale Factor=x2, Degradation=bicubic2017.12 | 33.08 | 0.913 | |
| LapSRNScale=x2, #Params [K]=813, #FLOPs [G]=30, #Acts [M]=2232023.02 | 33.08 | 0.913 | |
| VDSRScale=x22019.07 | 33.05 | 0.913 | |
| DRCNScale=x22016.06 | 33.04 | 0.9118 | |
| VDSRScale=x22016.06 | 33.03 | 0.9124 | |
| VDSRScale=x2, #Params [K]=665, #FLOPs [G]=613, #Acts [M]=11202023.02 | 33.03 | 0.9124 | |
| VDSRScale Factor=x2, Degradation=bicubic2017.12 | 33.02 | 0.913 | |
| RED30Scale=x22016.06 | 32.94 | 0.9144 | |
| FSRCNNScale=x2, #Params [K]=12, #FLOPs [G]=6, #Acts [M]=412023.02 | 32.63 | 0.9088 | |
| GT + USRNetScale=x22021.03 | 32.56 | 0.8945 | |
| PDO-eConvBaseline=RDN, Scale=x2, #Param.=2.86M2026.05 | 32.511 | 0.9103 |