Super-Resolution on Set14 4x (test)
29.36PSNRCPAT†
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CPAT†Scale=x4, Self-ensemble=true2024.07 | 29.36 | 79.96 | — | |
| CPATScale=x42024.07 | 29.34 | 79.91 | — | |
| CFATScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 29.3 | 79.85 | — | |
| ACTScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 29.27 | 79.68 | — | |
| CFAT-sScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 29.25 | 79.72 | — | |
| EDTScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 29.23 | 79.71 | — | |
| HATScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 29.23 | 79.73 | — | |
| DATScale=x42024.07 | 29.23 | 79.73 | — | |
| HATScale=x42024.07 | 29.23 | 79.73 | — | |
| CAT-AScale=x42024.07 | 29.18 | 79.6 | — | |
| ARTScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 29.16 | 79.58 | — | |
| SwinIRScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 29.15 | 79.58 | — | |
| SwinIRScale=x42024.07 | 29.09 | 79.5 | — | |
| Swin2SRScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 29.06 | 79.46 | — | |
| DBPN-RES-MR64-3# Parameters (M)=10.2M2019.04 | 29.03 | 79.1 | — | |
| EBRNParams (K)=11279, MACs (G)=6439.0, Scaling factor=x42020.07 | 29.01 | — | — | |
| IPTScale=x4, Training Dataset=ImageNet2024.03 | 29.01 | — | — | |
| IPTScale=x4, Pre-trained=ImageNet2024.07 | 29.01 | — | — | |
| RCAN-itScale=x42024.07 | 28.99 | 79.22 | — | |
| DRNParams (K)=9825, MACs (G)=1406.3, Scaling factor=x42020.07 | 28.98 | — | — | |
| ELANScale=x42024.07 | 28.96 | 79.14 | — | |
| CSRNetScale=x42026.01 | 28.95 | 78.99 | — | |
| SAN# Parameters (M)=15.7M2019.04 | 28.92 | 78.9 | — | |
| SANScale=x4, Training Dataset=DIV2K2024.03 | 28.92 | 78.88 | — | |
| HANScale=x4, Training Dataset=DIV2K2024.03 | 28.9 | 78.9 | — | |
| EchoSRSource=Ours, Scale=x4, # Params=948K2026.05 | 28.89 | 78.82 | — | |
| SRRupscaling ratio=4:12019.03 | 28.87 | — | — | |
| RCAN# Parameters (M)=16M2019.04 | 28.87 | 78.9 | — | |
| RCANParams (K)=17410, MACs (G)=919.1, Scaling factor=x42020.07 | 28.87 | — | — | |
| HiT-SRFScale=x4, #Para.=866K, FLOPs=58.0G2024.07 | 28.87 | 78.8 | — | |
| RCANScale=x42024.07 | 28.87 | 78.89 | — | |
| NLSAScale=x42024.07 | 28.87 | 78.91 | — | |
| EDSRScale=x42026.01 | 28.86 | 78.84 | — | |
| CRAFTSource=TPAMI25, Scale=x4, # Params=753K2026.05 | 28.85 | 78.72 | — | |
| HiT-SIRScale=x4, #Para.=792K, FLOPs=53.8G2024.07 | 28.84 | 78.73 | — | |
| LKASRSource=KBS22, Scale=x4, # Params=1026K2026.05 | 28.84 | 78.7 | — | |
| HiT-SIRSource=ECCV24, Scale=x4, # Params=792K2026.05 | 28.84 | 78.73 | — | |
| USRNetParams (K)=17016, MACs (G)=8545.8, Scaling factor=x42020.07 | 28.83 | — | — | |
| SwinIR-NGScale=x4, #Para.=1201K, FLOPs=64.4G2024.07 | 28.83 | 78.7 | — | |
| HiT-SNGScale=x4, #Para.=1032K, FLOPs=57.7G2024.07 | 28.83 | 78.73 | — | |
| RNANScale=x42026.01 | 28.83 | 78.78 | — | |
| SwinIR-NGSource=CVPR23, Scale=x4, # Params=1,201K2026.05 | 28.83 | 78.7 | — | |
| SRFormer-LScale=x4, #Para.=873K, FLOPs=62.8G2024.07 | 28.82 | 78.72 | — | |
| SRFormerSource=ICCV23, Scale=x4, # Params=873K2026.05 | 28.82 | 78.72 | — | |
| RDN# Parameters (M)=22.3M2019.04 | 28.81 | 78.7 | — | |
| SRFBNParams (K)=3630, MACs (G)=7466.1, Scaling factor=x42020.07 | 28.81 | — | — | |
| RDNScale=x42026.01 | 28.81 | 78.71 | — | |
| MaIRSource=CVPR25, Scale=x4, # Params=897K2026.05 | 28.81 | 78.64 | — | |
| EDSR# Parameters (M)=43.2M2019.04 | 28.8 | 78.8 | — | |
| EDSRScale=x4, Training Dataset=DIV2K2024.03 | 28.8 | 78.76 | — | |
| EDSRScale=x42024.07 | 28.8 | 78.76 | — | |
| EDSRSource=CVPRW17, Scale=x4, # Params=43,090K2026.05 | 28.8 | 78.76 | — | |
| DUKDArchitecture=SwinIR, Scale=x42023.09 | 28.79 | 78.6 | — | |
| NSRScale=x42026.01 | 28.79 | 78.76 | — | |
| ELAN-LScale=x4, #Para.=640K, FLOPs=53.7G2024.07 | 28.78 | 78.58 | — | |
| Omni-SRScale=x4, #Para.=792K, FLOPs=50.9G2024.07 | 28.78 | 78.59 | — | |
| ELANSource=ECCV22, Scale=x4, # Params=640K2026.05 | 28.78 | 78.58 | — | |
| OmniSRSource=CVPR23, Scale=x4, # Params=792K2026.05 | 28.78 | 78.59 | — | |
| SwinIR-LScale=x4, #Para.=930K, FLOPs=63.6G2024.07 | 28.77 | 78.58 | — | |
| SwinIRSource=ICCV21, Scale=x4, # Params=897K2026.05 | 28.77 | 78.58 | — | |
| D-DBPN# Parameters (M)=10.2M2019.04 | 28.75 | 78.5 | — | |
| MambaIRSource=ECCV24, Scale=x4, # Params=924K2026.05 | 28.74 | 78.47 | — | |
| OISR-RK2Params (K)=5500, MACs (G)=412.2, Scaling factor=x42020.07 | 28.72 | — | — | |
| SHSRParams (K)=3598, MACs (G)=207.2, Scaling factor=x42020.07 | 28.71 | — | — | |
| HNCTScale=x4, #Para.=373K, FLOPs=22.0G2024.07 | 28.71 | 78.34 | — | |
| FMENScale=x4, #Para.=769K, FLOPs=44.2G2024.07 | 28.7 | 78.39 | — | |
| DiVANetSource=PR23, Scale=x4, # Params=939K2026.05 | 28.7 | 78.44 | — | |
| SRPN-LiteScale=x4, #Para.=623K, FLOPs=35.8G2024.07 | 28.69 | 78.36 | — | |
| ScratchArchitecture=SwinIR, Scale=x42023.09 | 28.67 | 78.33 | — | |
| KDArchitecture=SwinIR, Scale=x42023.09 | 28.67 | 78.33 | — | |
| GASSL-BScale=x4, #Para.=694K, FLOPs=39.9G2024.07 | 28.66 | 78.35 | — | |
| MSRNParams (K)=6373, MACs (G)=368.6, Scaling factor=x42020.07 | 28.63 | — | — | |
| HGSRCNNScale=x42026.01 | 28.62 | 78.2 | — | |
| LatticeNetScale=x4, #Para.=777K, FLOPs=43.6G2024.07 | 28.61 | 78.12 | — | |
| RFDN-LScale=x4, #Para.=643K, FLOPs=37.4G2024.07 | 28.61 | 78.18 | — | |
| MSRN# Parameters (M)=6.3M2019.04 | 28.6 | 77.5 | — | |
| CARNScale=x4, #Para.=1592K, FLOPs=90.9G2024.07 | 28.6 | 78.06 | — | |
| CARNScale=x42026.01 | 28.6 | 78.06 | — | |
| EDSR-BScale=x4, #Para.=1518K, FLOPs=114.0G2024.07 | 28.58 | 78.13 | — | |
| IMDNScale=x4, #Para.=715K, FLOPs=40.9G2024.07 | 28.58 | 78.11 | — | |
| IMDNSource=MM19, Scale=x4, # Params=715K2026.05 | 28.58 | 78.11 | — | |
| SRResNetUpscaling Factor=4x2016.09 | 28.49 | 81.84 | 2.98 | |
| Lapupscaling ratio=4:12019.03 | 28.43 | — | — | |
| MS-LapSRN# Parameters (M)=0.22M2019.04 | 28.26 | 77.4 | — | |
| MemNetScale=x42026.01 | 28.26 | 77.23 | — | |
| DRRN# Parameters (M)=0.30M2019.04 | 28.21 | 77.2 | — | |
| DRRNScale=x42026.01 | 28.21 | 77.2 | — | |
| LapSRN# Parameters (M)=0.81M2019.04 | 28.19 | 77.2 | — | |
| LapSRNScale=x42026.01 | 28.19 | 77.2 | — | |
| ShiftLUT-LStorage Size=104KB, Runtime=84ms, RF=65 × 652026.03 | 28.11 | 76.86 | — | |
| DRCN# Parameters (M)=1.77M2019.04 | 28.04 | 77 | — | |
| VDSR# Parameters (M)=0.66M2019.04 | 28.03 | 77 | — | |
| DRCNUpscaling Factor=4x2016.09 | 28.02 | 80.74 | 2.84 | |
| VDSRScale=x42026.01 | 28.02 | 76.8 | — | |
| DRCNScale=x42026.01 | 28.02 | 76.7 | — | |
| VDSRStorage Size=2660KB, Runtime=13681ms, RF=41 × 412026.03 | 28.02 | 76.8 | — | |
| TinyLUT-FStorage Size=171KB, Runtime=146ms, RF=33 × 332026.03 | 28.01 | 76.3 | — | |
| DASR#Params.=5.8M, Time=70ms, Noise=0, Blur Kernel=Kernel 12021.04 | 27.99 | — | — | |
| DASR#Params.=5.8M, Time=70ms, Noise=0, Blur Kernel=Kernel 22021.04 | 27.97 | — | — | |
| SPF-LUT+DFCStorage Size=2066KB, RF=21 × 212026.03 | 27.88 | 76.32 | — |