Super-Resolution on Set5 x4 (test)
33.19PSNRCFAT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CFATScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 33.19 | 0.9068 | |
| EDTScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 33.06 | 0.9055 | |
| ACTScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 33.04 | 0.9041 | |
| ARTScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 33.04 | 0.9051 | |
| HATScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 33.04 | 0.9056 | |
| CFAT-sScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 33.01 | 0.9045 | |
| SwinIRScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 32.93 | 0.9043 | |
| Swin2SRScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 32.92 | 0.9039 | |
| RRDBScale=x4, Storage Size=63.942MB2025.03 | 32.68 | 0.8999 | |
| HANScale=x4, Training Dataset=DIV2K2024.03 | 32.64 | 0.9002 | |
| SANScale=x4, Training Dataset=DIV2K2024.03 | 32.64 | 0.9003 | |
| IPTScale=x4, Training Dataset=ImageNet2024.03 | 32.64 | — | |
| RCANScale=x4, Storage Size=59.74MB2025.03 | 32.61 | 0.8999 | |
| EchoSRSource=Ours, Scale=x4, # Params=948K2026.05 | 32.56 | 0.8995 | |
| HiT-SNGScale=x4, #Para.=1032K, FLOPs=57.7G2024.07 | 32.55 | 0.8991 | |
| HiT-SRFScale=x4, #Para.=866K, FLOPs=58.0G2024.07 | 32.55 | 0.8999 | |
| CRAFTSource=TPAMI25, Scale=x4, # Params=753K2026.05 | 32.52 | 0.8989 | |
| SRFormer-LScale=x4, #Para.=873K, FLOPs=62.8G2024.07 | 32.51 | 0.8988 | |
| HiT-SIRScale=x4, #Para.=792K, FLOPs=53.8G2024.07 | 32.51 | 0.8991 | |
| SRFormerSource=ICCV23, Scale=x4, # Params=873K2026.05 | 32.51 | 0.8988 | |
| HiT-SIRSource=ECCV24, Scale=x4, # Params=792K2026.05 | 32.51 | 0.8991 | |
| Omni-SRScale=x4, #Para.=792K, FLOPs=50.9G2024.07 | 32.49 | 0.8988 | |
| OmniSRSource=CVPR23, Scale=x4, # Params=792K2026.05 | 32.49 | 0.8988 | |
| MaIRSource=CVPR25, Scale=x4, # Params=897K2026.05 | 32.48 | 0.8985 | |
| EDSRScale=x4, Training Dataset=DIV2K2024.03 | 32.46 | 0.8968 | |
| EDSRScale=x4, Storage Size=164.396MB2025.03 | 32.46 | 0.8968 | |
| EDSRSource=CVPRW17, Scale=x4, # Params=43,090K2026.05 | 32.46 | 0.8968 | |
| LKASRSource=KBS22, Scale=x4, # Params=1026K2026.05 | 32.46 | 0.8979 | |
| SwinIR-LScale=x4, #Para.=930K, FLOPs=63.6G2024.07 | 32.44 | 0.8976 | |
| SwinIR-NGScale=x4, #Para.=1201K, FLOPs=64.4G2024.07 | 32.44 | 0.898 | |
| SwinIRScale=x4, Storage Size=170.4MB2025.03 | 32.44 | 0.8976 | |
| SwinIRSource=ICCV21, Scale=x4, # Params=897K2026.05 | 32.44 | 0.8976 | |
| SwinIR-NGSource=CVPR23, Scale=x4, # Params=1,201K2026.05 | 32.44 | 0.898 | |
| ELAN-LScale=x4, #Para.=640K, FLOPs=53.7G2024.07 | 32.43 | 0.8975 | |
| ELANSource=ECCV22, Scale=x4, # Params=640K2026.05 | 32.43 | 0.8975 | |
| MambaIRSource=ECCV24, Scale=x4, # Params=924K2026.05 | 32.42 | 0.8977 | |
| DiVANetSource=PR23, Scale=x4, # Params=939K2026.05 | 32.41 | 0.8973 | |
| HNCTScale=x4, #Para.=373K, FLOPs=22.0G2024.07 | 32.31 | 0.8957 | |
| RFDN-LScale=x4, #Para.=643K, FLOPs=37.4G2024.07 | 32.28 | 0.8957 | |
| SRPN-LiteScale=x4, #Para.=623K, FLOPs=35.8G2024.07 | 32.24 | 0.8958 | |
| FMENScale=x4, #Para.=769K, FLOPs=44.2G2024.07 | 32.24 | 0.8955 | |
| IMDNScale=x4, #Para.=715K, FLOPs=40.9G2024.07 | 32.21 | 0.8948 | |
| IMDNSource=MM19, Scale=x4, # Params=715K2026.05 | 32.21 | 0.8948 | |
| LatticeNetScale=x4, #Para.=777K, FLOPs=43.6G2024.07 | 32.18 | 0.8943 | |
| GASSL-BScale=x4, #Para.=694K, FLOPs=39.9G2024.07 | 32.17 | 0.895 | |
| CARNScale=x4, #Para.=1592K, FLOPs=90.9G2024.07 | 32.13 | 0.8937 | |
| EDSR-BScale=x4, #Para.=1518K, FLOPs=114.0G2024.07 | 32.09 | 0.8938 | |
| SPF-LUTScale=x4, Storage Size=17.284MB2025.03 | 31.11 | 0.8764 | |
| SPF-LUT+DFCScale=x4, Storage Size=2.018MB2025.03 | 31.05 | 0.8755 | |
| SPF-LightScale=x4, Storage Size=0.907MB2025.03 | 31.02 | 0.8751 | |
| MuLUT+oursScale=x4, Storage Size=4.067MB2025.03 | 30.85 | 0.8699 | |
| MuLUTScale=x4, Storage Size=4.062MB2025.03 | 30.6 | 0.8653 | |
| MuLUT+DFCScale=x4, Storage Size=0.407MB2025.03 | 30.55 | 0.8642 | |
| A+Scale=x4, Storage Size=15.17MB2025.03 | 30.27 | 0.8602 | |
| ANRScale=x4, Storage Size=1.434MB2025.03 | 29.7 | 0.8422 | |
| NE + LLEScale=x4, Storage Size=1.434MB2025.03 | 29.62 | 0.8404 | |
| BicubicScale=x4, Storage Size=N/A2025.03 | 28.42 | 0.8101 | |
| BilinearScale=x4, Storage Size=N/A2025.03 | 27.55 | 0.7884 | |
| Zeyde et al.Scale=x4, Storage Size=N/A2025.03 | 26.69 | 0.8429 | |
| NearestScale=x4, Storage Size=N/A2025.03 | 26.25 | 0.7372 |