Super-Resolution on Set5 x2 (test)
39.09PSNRCFAT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CFATScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 39.09 | 96.53 | |
| DATScale=x2, Self-ensemble=true2023.08 | 38.63 | 96.31 | |
| EDTScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 38.63 | 96.32 | |
| HATScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 38.63 | 96.3 | |
| CFAT-sScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 38.59 | 96.21 | |
| DATScale=x22023.08 | 38.58 | 96.29 | |
| ARTScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 38.56 | 96.29 | |
| DAT-SScale=x22023.08 | 38.54 | 96.27 | |
| ACTScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 38.53 | 96.29 | |
| CAT-AScale=x22023.08 | 38.51 | 96.26 | |
| SwinIRScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 38.46 | 96.24 | |
| Swin2SRScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 38.43 | 96.23 | |
| SwinIRScale=x22023.08 | 38.42 | 96.23 | |
| DFSAScale=x22023.08 | 38.38 | 96.2 | |
| IPTScale=x2, Training Dataset=ImageNet2024.03 | 38.37 | — | |
| ELANScale=x22023.08 | 38.36 | 96.2 | |
| NLSAScale=x22023.08 | 38.34 | 96.18 | |
| SANParameters=15.7M2020.06 | 38.31 | — | |
| SANScale=x22023.08 | 38.31 | 96.2 | |
| SANScale=x2, Training Dataset=DIV2K2024.03 | 38.31 | 96.2 | |
| Omni-SRYear=Ours, Scale=x2, Params (K)=772, Training Dataset=DF2K2023.04 | 38.29 | 96.17 | |
| CSNLNParameters=3M2020.06 | 38.28 | — | |
| CSNLNScale=x22023.08 | 38.28 | 96.16 | |
| RCANParameters=16M2020.06 | 38.27 | — | |
| RCANScale=x22023.08 | 38.27 | 96.14 | |
| HANScale=x22023.08 | 38.27 | 96.14 | |
| HANScale=x2, Training Dataset=DIV2K2024.03 | 38.27 | 96.14 | |
| RFANetScale=x22023.08 | 38.26 | 96.15 | |
| HiT-SRFScale=x2, #Para.=847K, FLOPs=226.5G2024.07 | 38.26 | 96.15 | |
| EchoSRSource=Ours, Scale=x2, # Params=929K2026.05 | 38.26 | 96.15 | |
| RDNParameters=22.3M2020.06 | 38.24 | — | |
| SRFormer-LScale=x2, #Para.=853K, FLOPs=236.2G2024.07 | 38.23 | 96.13 | |
| SRFormerSource=ICCV23, Scale=x2, # Params=853K2026.05 | 38.23 | 96.13 | |
| CRAFTSource=TPAMI25, Scale=x2, # Params=738K2026.05 | 38.23 | 96.15 | |
| Omni-SRYear=Ours, Scale=x2, Params (K)=7722023.04 | 38.22 | 96.13 | |
| Omni-SRScale=x2, #Para.=772K, FLOPs=194.5G2024.07 | 38.22 | 96.13 | |
| HiT-SIRScale=x2, #Para.=772K, FLOPs=209.9G2024.07 | 38.22 | 96.13 | |
| OmniSRSource=CVPR23, Scale=x2, # Params=772K2026.05 | 38.22 | 96.13 | |
| HiT-SIRSource=ECCV24, Scale=x2, # Params=772K2026.05 | 38.22 | 96.13 | |
| HiT-SNGScale=x2, #Para.=1013K, FLOPs=213.9G2024.07 | 38.21 | 96.12 | |
| MaIRSource=CVPR25, Scale=x2, # Params=878K2026.05 | 38.18 | 96.1 | |
| ELAN-LScale=x2, #Para.=621K, FLOPs=201.3G2024.07 | 38.17 | 96.11 | |
| SwinIR-NGScale=x2, #Para.=1181K, FLOPs=274.1G2024.07 | 38.17 | 96.12 | |
| ELANSource=ECCV22, Scale=x2, # Params=621K2026.05 | 38.17 | 96.11 | |
| LKASRSource=KBS22, Scale=x2, # Params=947K2026.05 | 38.17 | 96.11 | |
| SwinIR-NGSource=CVPR23, Scale=x2, # Params=1,181K2026.05 | 38.17 | 96.12 | |
| DiVANetSource=PR23, Scale=x2, # Params=902K2026.05 | 38.16 | 96.12 | |
| LatticeNetYear=ECCV20, Scale=x2, Params (K)=7562023.04 | 38.15 | 96.1 | |
| SwinIRYear=ICCVW21, Scale=x2, Params (K)=8782023.04 | 38.14 | 96.11 | |
| SwinIR-LScale=x2, #Para.=910K, FLOPs=244.4G2024.07 | 38.14 | 96.11 | |
| SwinIRSource=ICCV21, Scale=x2, # Params=878K2026.05 | 38.14 | 96.11 | |
| MambaIRSource=ECCV24, Scale=x2, # Params=905K2026.05 | 38.13 | 96.1 | |
| EDSRParameters=43M2020.06 | 38.11 | — | |
| EDSRScale=x22023.08 | 38.11 | 96.02 | |
| EDSRScale=x2, Training Dataset=DIV2K2024.03 | 38.11 | 96.02 | |
| EDSRSource=CVPRW17, Scale=x2, # Params=40,730K2026.05 | 38.11 | 96.02 | |
| SRPN-LiteScale=x2, #Para.=609K, FLOPs=139.9G2024.07 | 38.1 | 96.08 | |
| FMENScale=x2, #Para.=748K, FLOPs=172.0G2024.07 | 38.1 | 96.09 | |
| DBPNParameters=10M2020.06 | 38.09 | — | |
| RFDN-LYear=ECCV20, Scale=x2, Params (K)=6262023.04 | 38.08 | 96.06 | |
| RFDN-LScale=x2, #Para.=626K, FLOPs=145.8G2024.07 | 38.08 | 96.06 | |
| GASSL-BScale=x2, #Para.=689K, FLOPs=158.2G2024.07 | 38.08 | 96.07 | |
| HNCTScale=x2, #Para.=357K, FLOPs=82.4G2024.07 | 38.08 | 96.08 | |
| RLFNYear=CVPRW22, Scale=x2, Params (K)=5272023.04 | 38.07 | 96.07 | |
| LatticeNetScale=x2, #Para.=756K, FLOPs=169.5G2024.07 | 38.06 | 96.07 | |
| IMDNYear=MM19, Scale=x2, Params (K)=6942023.04 | 38 | 96.05 | |
| IMDNScale=x2, #Para.=694K, FLOPs=158.8G2024.07 | 38 | 96.05 | |
| IMDNSource=MM19, Scale=x2, # Params=694K2026.05 | 38 | 96.05 | |
| EDSR-BScale=x2, #Para.=1370K, FLOPs=316.3G2024.07 | 37.99 | 96.04 | |
| MAFFSRNYear=ECCV20, Scale=x2, Params (K)=4022023.04 | 37.97 | 96.03 | |
| SRMDNFKernel Width=0.2, Down-sampler=Bicubic, Noise Level=02017.12 | 37.79 | — | |
| SRMDNFYear=CVPR18, Scale=x2, Params (K)=15112023.04 | 37.79 | 96 | |
| MemNetYear=ICCV17, Scale=x2, Params (K)=6782023.04 | 37.78 | 95.97 | |
| CARNYear=ECCV18, Scale=x2, Params (K)=15922023.04 | 37.76 | 95.9 | |
| CARNScale=x2, #Para.=1592K, FLOPs=222.8G2024.07 | 37.76 | 95.9 | |
| VDSRKernel Width=0.2, Down-sampler=Bicubic, Noise Level=02017.12 | 37.56 | — | |
| SRMDKernel Width=0.2, Down-sampler=Bicubic, Noise Level=02017.12 | 37.53 | — | |
| SRMDNFKernel Width=1.3, Down-sampler=Bicubic, Noise Level=02017.12 | 37.45 | — | |
| IRCNNKernel Width=0.2, Down-sampler=Bicubic, Noise Level=02017.12 | 37.43 | — | |
| SRMDKernel Width=1.3, Down-sampler=Bicubic, Noise Level=02017.12 | 37.04 | — | |
| VDSRYear=CVPR16, Scale=x2, Params (K)=6662023.04 | 36.66 | 95.42 | |
| IRCNNKernel Width=1.3, Down-sampler=Bicubic, Noise Level=02017.12 | 36.01 | — | |
| SRMDNFKernel Width=2.6, Down-sampler=Bicubic, Noise Level=02017.12 | 34.12 | — | |
| SRMDKernel Width=2.6, Down-sampler=Bicubic, Noise Level=02017.12 | 33.24 | — | |
| SRMDKernel Width=0.2, Down-sampler=Bicubic, Noise Level=152017.12 | 32.76 | — | |
| IRCNNKernel Width=0.2, Down-sampler=Bicubic, Noise Level=152017.12 | 32.6 | — | |
| DnCNN+SRMDNFKernel Width=0.2, Down-sampler=Bicubic, Noise Level=152017.12 | 32.47 | — | |
| IRCNNKernel Width=2.6, Down-sampler=Bicubic, Noise Level=02017.12 | 32.07 | — | |
| SRMDKernel Width=1.3, Down-sampler=Bicubic, Noise Level=152017.12 | 30.98 | — | |
| VDSRKernel Width=1.3, Down-sampler=Bicubic, Noise Level=02017.12 | 30.57 | — | |
| IRCNNKernel Width=1.3, Down-sampler=Bicubic, Noise Level=152017.12 | 29.96 | — | |
| SRMDKernel Width=0.2, Down-sampler=Bicubic, Noise Level=502017.12 | 28.51 | — | |
| SRMDKernel Width=2.6, Down-sampler=Bicubic, Noise Level=152017.12 | 28.48 | — | |
| IRCNNKernel Width=0.2, Down-sampler=Bicubic, Noise Level=502017.12 | 28.2 | — | |
| DnCNN+SRMDNFKernel Width=0.2, Down-sampler=Bicubic, Noise Level=502017.12 | 28.2 | — | |
| DnCNN+SRMDNFKernel Width=1.3, Down-sampler=Bicubic, Noise Level=152017.12 | 27.68 | — | |
| SRMDKernel Width=1.3, Down-sampler=Bicubic, Noise Level=502017.12 | 27.43 | — | |
| IRCNNKernel Width=1.3, Down-sampler=Bicubic, Noise Level=502017.12 | 26.69 | — | |
| IRCNNKernel Width=2.6, Down-sampler=Bicubic, Noise Level=152017.12 | 26.44 | — | |
| VDSRKernel Width=2.6, Down-sampler=Bicubic, Noise Level=02017.12 | 26.37 | — |