Super-Resolution on Set14 x3 (test)
31.32PSNRCFAT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CFATScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 31.32 | 85.69 | |
| CPAT†Scale=x3, Self-ensemble=true2024.07 | 31.19 | 85.59 | |
| ACTScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 31.17 | 85.49 | |
| CPATScale=x32024.07 | 31.15 | 85.57 | |
| DATScale=x32024.07 | 31.11 | 85.5 | |
| EDTScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 31.09 | 85.53 | |
| HATScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 31.08 | 85.55 | |
| HATScale=x32024.07 | 31.08 | 85.55 | |
| CFAT-sScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 31.06 | 85.51 | |
| CAT-AScale=x32024.07 | 31.04 | 85.38 | |
| ARTScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 31.02 | 85.41 | |
| SwinIRScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 31 | 85.42 | |
| SwinIRScale=x32024.07 | 30.93 | 85.34 | |
| IPTScale=x3, Training Dataset=ImageNet2024.03 | 30.85 | — | |
| IPTScale=x3, Pre-trained=ImageNet2024.07 | 30.85 | — | |
| ELANScale=x32024.07 | 30.8 | 85.04 | |
| RCAN-itScale=x32024.07 | 30.76 | 85.05 | |
| NLSAScale=x32024.07 | 30.7 | 84.85 | |
| HANScale=x3, Training Dataset=DIV2K2024.03 | 30.67 | 84.83 | |
| RCANScale=x32024.07 | 30.65 | 84.82 | |
| EchoSRSource=Ours, Scale=x3, # Params=937K2026.05 | 30.65 | 84.83 | |
| HiT-SIRScale=x3, #Para.=780K, FLOPs=94.2G2024.07 | 30.62 | 84.74 | |
| HiT-SNGScale=x3, #Para.=1021K, FLOPs=99.5G2024.07 | 30.62 | 84.74 | |
| HiT-SIRSource=ECCV24, Scale=x3, # Params=780K2026.05 | 30.62 | 84.74 | |
| HiT-SRFScale=x3, #Para.=855K, FLOPs=101.6G2024.07 | 30.61 | 84.75 | |
| CRAFTSource=TPAMI25, Scale=x3, # Params=744K2026.05 | 30.61 | 84.69 | |
| SANScale=x3, Training Dataset=DIV2K2024.03 | 30.59 | 84.76 | |
| SwinIR-NGScale=x3, #Para.=1190K, FLOPs=114.1G2024.07 | 30.58 | 84.71 | |
| SwinIR-NGSource=CVPR23, Scale=x3, # Params=1,190K2026.05 | 30.58 | 84.71 | |
| Omni-SRScale=x3, #Para.=780K, FLOPs=88.4G2024.07 | 30.57 | 84.69 | |
| SRFormer-LScale=x3, #Para.=861K, FLOPs=104.8G2024.07 | 30.57 | 84.69 | |
| OmniSRSource=CVPR23, Scale=x3, # Params=780K2026.05 | 30.57 | 84.69 | |
| SRFormerSource=ICCV23, Scale=x3, # Params=861K2026.05 | 30.57 | 84.69 | |
| ELAN-LScale=x3, #Para.=629K, FLOPs=89.5G2024.07 | 30.55 | 84.63 | |
| ELANSource=ECCV22, Scale=x3, # Params=629K2026.05 | 30.55 | 84.63 | |
| LKASRSource=KBS22, Scale=x3, # Params=947K2026.05 | 30.55 | 84.64 | |
| SwinIR-LScale=x3, #Para.=918K, FLOPs=110.8G2024.07 | 30.54 | 84.63 | |
| SwinIRSource=ICCV21, Scale=x3, # Params=886K2026.05 | 30.54 | 84.63 | |
| MambaIRSource=ECCV24, Scale=x3, # Params=913K2026.05 | 30.54 | 84.59 | |
| MaIRSource=CVPR25, Scale=x3, # Params=886K2026.05 | 30.54 | 84.61 | |
| DUKDArchitecture=SwinIR, Scale=x32023.09 | 30.53 | 84.56 | |
| EDSRScale=x3, Training Dataset=DIV2K2024.03 | 30.52 | 84.62 | |
| EDSRScale=x32024.07 | 30.52 | 84.62 | |
| EDSRSource=CVPRW17, Scale=x3, # Params=43,680K2026.05 | 30.52 | 84.62 | |
| DiVANetSource=PR23, Scale=x3, # Params=949K2026.05 | 30.47 | 84.47 | |
| KDArchitecture=SwinIR, Scale=x32023.09 | 30.45 | 84.43 | |
| HNCTScale=x3, #Para.=363K, FLOPs=37.8G2024.07 | 30.44 | 84.39 | |
| ScratchArchitecture=SwinIR, Scale=x32023.09 | 30.43 | 84.37 | |
| FMENScale=x3, #Para.=757K, FLOPs=77.2G2024.07 | 30.4 | 84.35 | |
| GASSL-BScale=x3, #Para.=691K, FLOPs=70.4G2024.07 | 30.39 | 84.3 | |
| SRPN-LiteScale=x3, #Para.=615K, FLOPs=62.7G2024.07 | 30.38 | 84.25 | |
| RFDN-LScale=x3, #Para.=633K, FLOPs=65.6G2024.07 | 30.35 | 84.21 | |
| IMDNScale=x3, #Para.=703K, FLOPs=71.5G2024.07 | 30.32 | 84.17 | |
| LatticeNetScale=x3, #Para.=765K, FLOPs=76.3G2024.07 | 30.32 | 84.16 | |
| IMDNSource=MM19, Scale=x3, # Params=703K2026.05 | 30.32 | 84.17 | |
| CARNScale=x3, #Para.=1592K, FLOPs=118.8G2024.07 | 30.29 | 84.07 | |
| EDSR-BScale=x3, #Para.=1555K, FLOPs=160.2G2024.07 | 30.28 | 84.17 |