Single Image Super-Resolution on Set5
38.34PSNRDRLN+
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DRLN+Scale=2x2019.06 | 38.34 | 96.19 | |
| CSRNetScale=x22026.01 | 38.29 | 96.17 | |
| RCANScale=2x2019.06 | 38.27 | 96.14 | |
| DRLNScale=2x2019.06 | 38.27 | 96.16 | |
| MambaIRv2-lightBit=32, Scale=x22026.01 | 38.26 | 96.15 | |
| RDNScale=2x2019.06 | 38.24 | 96.14 | |
| RDNScale=x2, Training data=DIV2K, Params=22.1M, Mult&Adds=5096.2G2019.09 | 38.24 | 96.14 | |
| RDNScale=x22026.01 | 38.24 | 96.14 | |
| EDSRScale=x22026.01 | 38.24 | 96.15 | |
| E-LCSCNetScale=x2, Training data=DIV2K, Params=14.2M, Mult&Adds=3126.4G+1251.7G2019.09 | 38.23 | 96.08 | |
| EDSR+Scale=x2, Self-ensemble=true2017.07 | 38.2 | 96.06 | |
| EDSRScale Factor=x22019.09 | 38.2 | 96.1 | |
| MaIR-SmallScale=x2, Params=1,355K, MACS=542.0G2024.12 | 38.2 | 96.11 | |
| MaIR-TinyScale=x2, Params=878K, MACS=207.8G2024.12 | 38.18 | 96.1 | |
| MDSR+Scale=x2, Self-ensemble=true2017.07 | 38.17 | 96.05 | |
| MambaIR-SmallScale=x2, Params=1,363K, MACS=567.5G2024.12 | 38.16 | 96.1 | |
| LatticeNetScale=x2, Params=756K, MACS=169.5G2024.12 | 38.15 | 96.1 | |
| CompSRTBit=2, Scale=x22026.01 | 38.15 | 96.11 | |
| SwinIRScale=x2, Params=910K, MACS=122.2G2024.12 | 38.14 | 96.11 | |
| MambaIR-TinyScale=x2, Params=905K, MACS=167.1G2024.12 | 38.13 | 96.1 | |
| EDSRScale=x2, Self-ensemble=false2017.07 | 38.11 | 96.01 | |
| MDSRScale=x2, Self-ensemble=false2017.07 | 38.11 | 96.02 | |
| EDSRScale=2x2019.06 | 38.11 | 96.02 | |
| EDSRScale=x2, Training data=DIV2K, Params=40.7M, Mult&Adds=9379.4G2019.09 | 38.11 | 96.02 | |
| D-DBPNScale=2x2019.06 | 38.09 | 96 | |
| D_DBPNScale=x2, Training data=DIV2K+Flickr, Params=5876.3K, Mult&Adds=3429.0G2019.09 | 38.09 | 96 | |
| BE-LCSC_LScale=x2, Training data=DIV2K, Params=1552K, Mult&Adds=358.6G2019.09 | 38.01 | 96 | |
| LAPAR-AScale=x2, Params=548K, MultiAdds=171G2021.05 | 38.01 | 96.05 | |
| LAPAR-AScale=x2, Params=548K, MACS=171.0G2024.12 | 38.01 | 96.05 | |
| IMDNScale=x2, Params=694K, MACS=158.8G2024.12 | 38 | 96.05 | |
| SelNetScale=x2, Training data=DIV2K, Params=974K, Mult&Adds=225.7G2019.09 | 37.89 | 95.98 | |
| SelNetScale=x2, Params=974K, MultiAdds=226G2021.05 | 37.89 | 95.98 | |
| LAPAR-BScale=x2, Params=250K, MultiAdds=85G2021.05 | 37.87 | 96 | |
| LCSC_76_291Scale=x2, Training data=291, Params=1844K, Mult&Adds=407.8G+616.3G2019.09 | 37.86 | 96 | |
| FALSR-AScale=x2, Training data=DIV2K, Params=1021K, Mult&Adds=234.7G2019.09 | 37.82 | 95.95 | |
| FALSR-AScale=x2, Params=1,021K, MultiAdds=235G2021.05 | 37.82 | 95.95 | |
| HGSRCNNScale=x22026.01 | 37.8 | 95.91 | |
| SRMDNFScale=2x2019.06 | 37.79 | 96.01 | |
| SRMDNFScale=x2, Params=1,513K, MultiAdds=348G2021.05 | 37.79 | 96 | |
| MemNetScale=x22017.08 | 37.78 | 95.97 | |
| MemNetScale=2x2019.06 | 37.78 | 95.97 | |
| MemNetScale=x2, Training data=291, Params=667K, Mult&Adds=2261.8G+3.2G2019.09 | 37.78 | 95.97 | |
| MemNetScale=x2, Params=677K, MultiAdds=2,662G2021.05 | 37.78 | 95.97 | |
| SRFBN-SScale=x2, Params=282K, MultiAdds=680G2021.05 | 37.78 | 95.97 | |
| MemNetScale=x22026.01 | 37.78 | 95.97 | |
| CARNScale=2x2019.06 | 37.76 | 95.9 | |
| CARNScale=x2, Training data=DIV2K, Params=1592K, Mult&Adds=222.8G2019.09 | 37.76 | 95.9 | |
| CARNScale=x2, Params=1,592K, MultiAdds=223G2021.05 | 37.76 | 95.9 | |
| CARNScale=x2, Params=1,592K, MACS=222.8G2024.12 | 37.76 | 95.9 | |
| CARNScale=x22026.01 | 37.76 | 95.9 | |
| DRRNScale=x22017.08 | 37.74 | 95.91 | |
| DRRNScale=x2, Training data=291, Params=297K, Mult&Adds=6796.9G2019.09 | 37.74 | 95.91 | |
| DRRNScale=x2, Params=297K, MultiAdds=6,797G2021.05 | 37.74 | 95.91 | |
| DRRNScale=x22026.01 | 37.74 | 95.91 | |
| FALSR-CScale=x2, Params=408k, MultiAdds=94G2021.05 | 37.66 | 95.86 | |
| LAPAR-CScale=x2, Params=87K, MultiAdds=35G2021.05 | 37.65 | 95.93 | |
| DRCNScale=x22017.08 | 37.63 | 95.88 | |
| DRCNScale=x2, Training data=291, Params=1774K, Mult&Adds=9243.0G+8731.3G2019.09 | 37.63 | 95.88 | |
| DRCNScale=x2, Params=1,774K, MultiAdds=17,974G2021.05 | 37.63 | 95.88 | |
| DRCNScale=x22026.01 | 37.63 | 95.88 | |
| FALSR-BScale=x2, Params=326k, MultiAdds=75G2021.05 | 37.61 | 95.85 | |
| DnCNNScale=x22017.08 | 37.58 | 95.9 | |
| DnCNN-3Upscaling Factor=22016.08 | 37.58 | 95.9 | |
| VDSRScale=2, Kernel=Bicubic, Channel=Y2017.04 | 37.56 | — | |
| VDSRUpscaling Factor=22016.08 | 37.56 | 95.91 | |
| VDSRScale=x2, Self-ensemble=false2017.07 | 37.53 | 95.87 | |
| VDSRScale=x22017.08 | 37.53 | 95.87 | |
| VDSRScale=2x2019.06 | 37.53 | 95.9 | |
| VDSRScale=x2, Training data=291, Params=665K, Mult&Adds=612.6G2019.09 | 37.53 | 95.87 | |
| VDSRScale=x2, Params=665K, MultiAdds=613G2021.05 | 37.53 | 95.87 | |
| CARN-MScale=x2, Params=412K, MultiAdds=91G2021.05 | 37.53 | 95.83 | |
| VDSRScale=x22026.01 | 37.53 | 95.87 | |
| LapSRNScale=x22017.08 | 37.52 | 95.9 | |
| LapSRNScale=2x2019.06 | 37.52 | 95.91 | |
| LapSRNScale=x2, Training data=291, Params=813K, Mult&Adds=29.9G2019.09 | 37.52 | 95.91 | |
| LapSRNScale=x2, Params=813K, MultiAdds=30G2021.05 | 37.52 | 95.9 | |
| LapSRNScale=x22026.01 | 37.52 | 95.91 | |
| Proposed_LScale=2, Kernel=Bicubic, Channel=Y2017.04 | 37.43 | — | |
| MSSRNetScale=x22017.07 | 37.33 | 95.81 | |
| Proposed_CScale=2, Kernel=Bicubic, Channel=Y2017.04 | 37.22 | — | |
| SRBM3DScale=2, Kernel=Bicubic, Channel=Y2017.04 | 37.1 | — | |
| FSRCNNScale=2x2019.06 | 37.05 | 95.6 | |
| FSRCNNScale=x22026.01 | 37.05 | 95.6 | |
| FSRCNNScale=x22017.07 | 37 | 95.58 | |
| FSRCNNScale=x2, Params=12K, MultiAdds=6G2021.05 | 37 | 95.58 | |
| SRFScale=x22017.07 | 36.87 | 95.56 | |
| TNRDUpscaling Factor=22016.08 | 36.86 | 95.56 | |
| SCNScale=x22017.07 | 36.76 | 95.45 | |
| SRCNNScale=x2, Self-ensemble=false2017.07 | 36.66 | 95.42 | |
| SRCNNScale=x22017.08 | 36.66 | 95.42 | |
| SRCNNScale=2x2019.06 | 36.66 | 95.42 | |
| SRCNNScale=x2, Params=57K, MultiAdds=53G2021.05 | 36.66 | 95.42 | |
| SRCNNScale=x22026.01 | 36.66 | 95.42 | |
| SRCNNScale=2, Kernel=Bicubic, Channel=Y2017.04 | 36.65 | — | |
| A+Scale=x22017.07 | 36.55 | 95.44 | |
| A+Scale=x2, Self-ensemble=false2017.07 | 36.54 | 95.44 | |
| A+Scale=x22026.01 | 36.54 | 95.44 | |
| SRBM3DGScale=2, Kernel=Bicubic, Channel=Y2017.04 | 36.34 | — | |
| SRCNNScale=x22017.07 | 36.34 | 95.21 | |
| SRBM3DCScale=2, Kernel=Bicubic, Channel=Y2017.04 | 36.25 | — |