Image Super-Resolution on Set5 (test)
38.91PSNRHAT-L
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HAT-LScale=x2, Training Dataset=DF2K, Pre-training strategy=ImageNet2024.03 | 38.91 | 0.9646 | — | — | — | |
| DRCT-LScale=x2, Training Dataset=DF2K, Progressive training strategy=true2024.03 | 38.82 | 0.9644 | — | — | — | |
| MambaIRv2Scale=2x2024.11 | 38.65 | — | — | — | — | |
| HATScale=x2, Training Dataset=DF2K2024.03 | 38.63 | 0.963 | — | — | — | |
| EDTScale=x2, Training Dataset=DF2K, Pre-training strategy=ImageNet2024.03 | 38.63 | 0.9632 | — | — | — | |
| DRCTScale=x2, Training Dataset=DF2K2024.03 | 38.62 | 0.9628 | — | — | — | |
| MaIR+Scale=x22024.12 | 38.62 | 0.963 | — | — | — | |
| ATDScale=2x2024.11 | 38.61 | — | — | — | — | |
| MambaIR+scale=x22024.02 | 38.6 | 0.9628 | — | — | — | |
| DATScale=x2, Training Dataset=DF2K2024.03 | 38.58 | 0.9629 | — | — | — | |
| MambaIRscale=x22024.02 | 38.57 | 0.9627 | — | — | — | |
| MambaIRScale=x22024.12 | 38.57 | 0.9627 | — | — | — | |
| MaIRScale=x22024.12 | 38.56 | 0.9628 | — | — | — | |
| SRFormerscale=x22024.02 | 38.51 | 0.9627 | — | — | — | |
| CAT-AScale=x2, Training Dataset=DF2K2024.03 | 38.51 | 0.9626 | — | — | — | |
| SRFormerScale=x22024.12 | 38.51 | 0.9627 | — | — | — | |
| SwinIRScale=x2, #Params [M]=11.75, #FLOPs [G]=23012023.02 | 38.42 | 0.9623 | — | — | — | |
| SwinIRscale=x22024.02 | 38.42 | 0.9623 | — | — | — | |
| SwinIRScale=x2, Training Dataset=DF2K2024.03 | 38.42 | 0.9623 | — | — | — | |
| SwinIRScale=x22024.12 | 38.42 | 0.9623 | — | — | — | |
| SST-lt+Scale=×2, Latency (ms)=249.6, Mem (mb)=804, #FLOPs (G)=4903.3, #params (K)=8932026.03 | 38.42 | 0.9622 | — | — | — | |
| SST-ltScale=×2, Latency (ms)=191.9, Mem (mb)=755, #FLOPs (G)=2057.6, #params (K)=8932026.03 | 38.39 | 0.9622 | — | — | — | |
| IPTscale=x22024.02 | 38.37 | — | — | — | — | |
| IPTScale=x2, Training Dataset=ImageNet2024.03 | 38.37 | — | — | — | — | |
| IPTScale=x22024.12 | 38.37 | — | — | — | — | |
| ELANscale=x22024.02 | 38.36 | 0.962 | — | — | — | |
| ELANScale=x22024.12 | 38.36 | 0.962 | — | — | — | |
| RDN+Scale=x2, Degradation Model=BI2018.12 | 38.34 | 0.9618 | — | — | — | |
| NLSAscale=x22024.02 | 38.34 | 0.9618 | — | — | — | |
| NLSNScale=x2, Training Dataset=DIV2K2024.03 | 38.34 | 0.9618 | — | — | — | |
| NLSAScale=x22024.12 | 38.34 | 0.9618 | — | — | — | |
| ESCScale=×2, Latency (ms)=120.9, Mem (mb)=831, #FLOPs (G)=592.0, #params (K)=9472026.03 | 38.34 | 0.9618 | — | — | — | |
| SANScale=x2, #Params [M]=15.86, #FLOPs [G]=30502023.02 | 38.31 | 0.962 | — | — | — | |
| SANscale=x22024.02 | 38.31 | 0.962 | — | — | — | |
| SANScale=x2, Training Dataset=DIV2K2024.03 | 38.31 | 0.962 | — | — | — | |
| SANScale=x22024.12 | 38.31 | 0.962 | — | — | — | |
| HiT-SRFScale=×2, Latency (ms)=268.1, Mem (mb)=1804, #FLOPs (G)=226.5, #params (K)=8472026.03 | 38.31 | 0.9616 | — | — | — | |
| RDNScale=x2, Degradation Model=BI2018.12 | 38.3 | 0.9617 | — | — | — | |
| ATD-ltScale=×2, Latency (ms)=733.5, Mem (mb)=2839, #FLOPs (G)=380.0, #params (K)=7532026.03 | 38.29 | 0.9616 | — | — | — | |
| SAFMNScale=x2, #Params [M]=5.56, #FLOPs [G]=12742023.02 | 38.28 | 0.9616 | — | — | — | |
| CSNLNscale=x22024.02 | 38.28 | 0.9616 | — | — | — | |
| RCANScale=x2, #Params [M]=15.45, #FLOPs [G]=35302023.02 | 38.27 | 0.9614 | — | — | — | |
| HANScale=x2, #Params [M]=63.61, #FLOPs [G]=145512023.02 | 38.27 | 0.9614 | — | — | — | |
| RCANscale=x22024.02 | 38.27 | 0.9614 | — | — | — | |
| HANscale=x22024.02 | 38.27 | 0.9614 | — | — | — | |
| RCANScale=x2, Training Dataset=DIV2K2024.03 | 38.27 | 0.9614 | — | — | — | |
| HANScale=x2, Training Dataset=DIV2K2024.03 | 38.27 | 0.9614 | — | — | — | |
| HANScale=x22024.12 | 38.27 | 0.9614 | — | — | — | |
| MambaIRv2-lightScale=×2, Params=774K, FLOPs=286.3G2025.11 | 38.26 | 0.9615 | — | — | — | |
| T-PMambaSRScale=×2, Params=687K, FLOPs=238.1G2025.11 | 38.26 | 0.9616 | — | — | — | |
| RDNScale=x22019.07 | 38.24 | 0.9614 | — | — | — | |
| IGNNscale=x22024.02 | 38.24 | 0.9613 | — | — | — | |
| IGNNScale=x2, Training Dataset=DIV2K2024.03 | 38.24 | 0.9613 | — | — | — | |
| IGNNScale=x22024.12 | 38.24 | 0.9613 | — | — | — | |
| SRFormer-ltScale=×2, Latency (ms)=1838.1, Mem (mb)=1184, #FLOPs (G)=236.3, #params (K)=8532026.03 | 38.24 | 0.9615 | — | — | — | |
| ESC-ltScale=×2, Params=603K, FLOPs=359.4G2025.11 | 38.24 | 0.9615 | — | — | — | |
| SRFormer-lightScale=×2, Params=853K, FLOPs=236.2G2025.11 | 38.23 | 0.9613 | — | — | — | |
| Omni-SRScale=×2, Params=772K, FLOPs=194.5G2025.11 | 38.22 | 0.9613 | — | — | — | |
| HiT-SIRScale=×2, Params=772K, FLOPs=209.9G2025.11 | 38.22 | 0.9613 | — | — | — | |
| GMFNScale=x22019.07 | 38.21 | 0.9612 | — | — | — | |
| SwinOIR+Scale=x2, #Params (K)=8412023.03 | 38.21 | 0.9614 | — | — | — | |
| MaIR-SmallScale=×2, Params=1,355K, FLOPs=542.0G2025.11 | 38.2 | 0.9611 | — | — | — | |
| SA-ConvBaseline=EDSR, Scale=x2, #Param.=8.96M2026.05 | 38.175 | 0.9626 | — | — | — | |
| ELAN-lightScale=×2, Params=621K, FLOPs=201.3G2025.11 | 38.17 | 0.9611 | — | — | — | |
| SA-ConvBaseline=RCAN, Scale=x2, #Param.=4.44M2026.05 | 38.162 | 0.9626 | — | — | — | |
| F-convBaseline=RCAN, Scale=x2, #Param.=4.41M2026.05 | 38.16 | 0.9625 | — | — | — | |
| LatticeNetScale=x2, #Params (K)=7562023.03 | 38.15 | 0.961 | — | — | — | |
| SA-ConvBaseline=RDN, Scale=x2, #Param.=7.75M2026.05 | 38.148 | 0.9625 | — | — | — | |
| TL-ConvBaseline=RCAN, Scale=x2, #Param.=4.41M2026.05 | 38.141 | 0.9625 | — | — | — | |
| SwinIRScale=x2, #Params (K)=8782023.03 | 38.14 | 0.9611 | — | — | — | |
| SwinOIRScale=x2, #Params (K)=8412023.03 | 38.14 | 0.9612 | — | — | — | |
| SwinIR-lightScale=×2, Params=910K, FLOPs=244.4G2025.11 | 38.14 | 0.9611 | — | — | — | |
| CNMCScale=×2, Params=769K2025.11 | 38.14 | 0.961 | — | — | — | |
| MambaIR-lightScale=×2, Params=905K, FLOPs=334.2G2025.11 | 38.13 | 0.961 | — | — | — | |
| F-convBaseline=RDN, Scale=x2, #Param.=7.71M2026.05 | 38.13 | 0.9624 | — | — | — | |
| TL-ConvBaseline=EDSR, Scale=x2, #Param.=8.92M2026.05 | 38.128 | 0.9625 | — | — | — | |
| B-convBaseline=EDSR, Scale=x2, #Param.=8.92M2026.05 | 38.119 | 0.9625 | — | — | — | |
| TL-ConvBaseline=RDN, Scale=x2, #Param.=7.71M2026.05 | 38.111 | 0.9624 | — | — | — | |
| EDSRScale=x22019.07 | 38.11 | 0.9602 | — | — | — | |
| SRFBNScale=x22019.07 | 38.11 | 0.9609 | — | — | — | |
| EDSRScale=x2, Degradation Model=BI2018.12 | 38.11 | 0.9602 | — | — | — | |
| EDSRScale=x2, #Params [M]=40.73, #FLOPs [G]=93872023.02 | 38.11 | 0.9602 | — | — | — | |
| EDSRscale=x22024.02 | 38.11 | 0.9602 | — | — | — | |
| EDSRScale=x2, Training Dataset=DIV2K2024.03 | 38.11 | 0.9602 | — | — | — | |
| D-DBPNScale=x22019.07 | 38.09 | 0.96 | — | — | — | |
| D-DBPNScale=x2, Degradation Model=BI2018.12 | 38.09 | 0.96 | — | — | — | |
| Har-NetBaseline=RDN, Scale=x2, #Param.=4.76M2026.05 | 38.089 | 0.9624 | — | — | — | |
| CNNBaseline=RCAN, Scale=x2, #Param.=12.37M2026.05 | 38.088 | 0.9624 | — | — | — | |
| B-convBaseline=RDN, Scale=x2, #Param.=7.71M2026.05 | 38.085 | 0.9624 | — | — | — | |
| B-convBaseline=RCAN, Scale=x2, #Param.=4.41M2026.05 | 38.083 | 0.9623 | — | — | — | |
| NLRNScale=x22019.07 | 38.08 | 0.961 | — | — | — | |
| CNNBaseline=RDN, Scale=x2, #Param.=22.12M2026.05 | 38.066 | 0.9623 | — | — | — | |
| CNNBaseline=EDSR, Scale=x2, #Param.=21.85M2026.05 | 38.063 | 0.9621 | — | — | — | |
| F-convBaseline=EDSR, Scale=x2, #Param.=8.92M2026.05 | 38.061 | 0.9622 | — | — | — | |
| G-CNNBaseline=RCAN, Scale=x2, #Param.=3.21M2026.05 | 38.053 | 0.9623 | — | — | — | |
| G-CNNBaseline=RDN, Scale=x2, #Param.=5.61M2026.05 | 38.05 | 0.9623 | — | — | — | |
| G-CNNBaseline=EDSR, Scale=x2, #Param.=7.09M2026.05 | 38.041 | 0.9621 | — | — | — | |
| LAPAR-AScale=x2, #Params [K]=548, #FLOPs [G]=171, #Acts [M]=6562023.02 | 38.01 | 0.9605 | — | — | — | |
| ShuffleMixerScale=x2, #Params [K]=394, #FLOPs [G]=91, #Acts [M]=8322023.02 | 38.01 | 0.9606 | — | — | — | |
| LAPAR-AScale=x2, #Params (K)=5482023.03 | 38.01 | 0.9605 | — | — | — |