Image Super-resolution on Urban100 x3 (test)
30.63PSNRCPAT†
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CPAT†Scale=x3, Self-ensemble=true2024.07 | 30.63 | 0.8934 | — | — | |
| CPATScale=x32024.07 | 30.52 | 0.8923 | — | — | |
| CFATScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 30.43 | 0.8928 | — | — | |
| ACTScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 30.26 | 0.8876 | — | — | |
| HATScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 30.23 | 0.8896 | — | — | |
| HATScale=x32024.07 | 30.23 | 0.8896 | — | — | |
| CFAT-sScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 30.18 | 0.8889 | — | — | |
| DATScale=x32024.07 | 30.18 | 0.8886 | — | — | |
| CAT-AScale=x32024.07 | 30.12 | 0.8862 | — | — | |
| ARTScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 30.1 | 0.8871 | — | — | |
| EDTScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 30.07 | 0.8863 | — | — | |
| SwinIRScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 29.9 | 0.8841 | — | — | |
| SwinIRScale=x32024.07 | 29.75 | 0.8826 | — | — | |
| SST-lt+Latency (ms)=98.1, Mem (MB)=432, #FLOPs (G)=2397.7, #params (K)=9002026.03 | 29.5 | 0.8774 | — | — | |
| IPTScale=x3, Training Dataset=ImageNet2024.03 | 29.49 | — | — | — | |
| IPTScale=x3, Pre-trained=ImageNet2024.07 | 29.49 | — | — | — | |
| RCAN-itScale=x32024.07 | 29.38 | 0.8755 | — | — | |
| SST-ltLatency (ms)=69.2, Mem (MB)=359, #FLOPs (G)=954.1, #params (K)=9002026.03 | 29.34 | 0.8748 | — | — | |
| ELANScale=x32024.07 | 29.32 | 0.8745 | — | — | |
| ESCLatency (ms)=41.4, Mem (MB)=385, #FLOPs (G)=267.6, #params (K)=9552026.03 | 29.28 | 0.8739 | — | — | |
| NLSAScale=x32024.07 | 29.25 | 0.8726 | — | — | |
| CATANet†Scale=x3, Params=550K, Self-Ensemble Strategy=true2025.03 | 29.24 | 0.8718 | — | — | |
| ATD-ltLatency (ms)=274.4, Mem (MB)=1258, #FLOPs (G)=168.0, #params (K)=7602026.03 | 29.17 | 0.8709 | — | — | |
| HANScale=x3, Training Dataset=DIV2K2024.03 | 29.1 | 0.8705 | — | — | |
| RCANScale=x32024.07 | 29.09 | 0.8702 | — | — | |
| RCANLatency (ms)=85.1, Mem (MB)=560, #FLOPs (G)=1586.1, #params (K)=156292026.03 | 29.09 | 0.8702 | — | — | |
| ASID-D8Latency (ms)=61.9, Mem (MB)=460, #FLOPs (G)=86.4, #params (K)=7392026.03 | 29.08 | 0.8706 | — | — | |
| CATANetScale=x3, Params=550K, Self-Ensemble Strategy=false2025.03 | 29.04 | 0.8689 | — | — | |
| MambaIRV2-ltLatency (ms)=259.0, Mem (MB)=1250, #FLOPs (G)=126.7, #params (K)=7812026.03 | 29.01 | 0.8689 | — | — | |
| MambaIRv2-lightParams=781K, GMACs=1272026.05 | 29.01 | 0.8689 | — | — | |
| HiT-SRFScale=x3, #Para.=855K, FLOPs=101.6G2024.07 | 28.99 | 0.8687 | — | — | |
| HiT-SRFLatency (ms)=124.9, Mem (MB)=1464, #FLOPs (G)=101.6, #params (K)=8552026.03 | 28.99 | 0.8687 | — | — | |
| EchoSRSource=Ours, Scale=x3, # Params=937K2026.05 | 28.97 | 0.8681 | — | — | |
| SP-MoMamba-B+Params=550K, GMACs=752026.05 | 28.96 | 0.8669 | — | — | |
| SANScale=x3, Training Dataset=DIV2K2024.03 | 28.93 | 0.8671 | — | — | |
| HiT-SIRScale=x3, #Para.=780K, FLOPs=94.2G2024.07 | 28.93 | 0.8673 | — | — | |
| HiT-SIRSource=ECCV24, Scale=x3, # Params=780K2026.05 | 28.93 | 0.8673 | — | — | |
| HiT-SNGScale=x3, #Para.=1021K, FLOPs=99.5G2024.07 | 28.91 | 0.8671 | — | — | |
| SeemoRe-LParams=959K, GMACs=872026.05 | 28.86 | 0.8653 | — | — | |
| Omni-SRScale=x3, #Para.=780K, FLOPs=88.4G2024.07 | 28.84 | 0.8656 | — | — | |
| OmniSRLatency (ms)=41.2, Mem (MB)=476, #FLOPs (G)=88.4, #params (K)=7802026.03 | 28.84 | 0.8656 | — | — | |
| OmniSRSource=CVPR23, Scale=x3, # Params=780K2026.05 | 28.84 | 0.8656 | — | — | |
| SP-MoMamba-BParams=550K, GMACs=752026.05 | 28.84 | 0.8652 | — | — | |
| MaIRSource=CVPR25, Scale=x3, # Params=886K2026.05 | 28.83 | 0.8651 | — | — | |
| SRFormer-LScale=x3, #Para.=861K, FLOPs=104.8G2024.07 | 28.81 | 0.8655 | — | — | |
| SRFormer-ltLatency (ms)=530.5, Mem (MB)=537, #FLOPs (G)=105.4, #params (K)=8612026.03 | 28.81 | 0.8655 | — | — | |
| SRFormerSource=ICCV23, Scale=x3, # Params=861K2026.05 | 28.81 | 0.8655 | — | — | |
| SRFormer-LightParams=861K, GMACs=1052026.05 | 28.81 | 0.8655 | — | — | |
| EDSRScale=x3, Training Dataset=DIV2K2024.03 | 28.8 | 0.8653 | — | — | |
| EDSRScale=x32024.07 | 28.8 | 0.8653 | — | — | |
| RDNLatency (ms)=146.5, Mem (MB)=985, #FLOPs (G)=2281.2, #params (K)=223082026.03 | 28.8 | 0.8653 | — | — | |
| EDSRSource=CVPRW17, Scale=x3, # Params=43,680K2026.05 | 28.8 | 0.8653 | — | — | |
| DMNetParams=579K, GMACs=522026.05 | 28.8 | 0.864 | — | — | |
| CRAFTSource=TPAMI25, Scale=x3, # Params=744K2026.05 | 28.77 | 0.8635 | — | — | |
| CRAFTParams=744K, GMACs=882026.05 | 28.77 | 0.8635 | — | — | |
| SwinIR-NGScale=x3, #Para.=1190K, FLOPs=114.1G2024.07 | 28.75 | 0.8639 | — | — | |
| SwinIR-NGSource=CVPR23, Scale=x3, # Params=1,190K2026.05 | 28.75 | 0.8639 | — | — | |
| SPINScale=x3, Params=569K, Self-Ensemble Strategy=false2025.03 | 28.71 | 0.8627 | — | — | |
| SPINParams=569K, GMACs=1762026.05 | 28.71 | 0.8627 | — | — | |
| MambaIR-ltLatency (ms)=109.3, Mem (MB)=760, #FLOPs (G)=148.5, #params (K)=9132026.03 | 28.7 | 0.8631 | — | — | |
| MambaIRSource=ECCV24, Scale=x3, # Params=913K2026.05 | 28.7 | 0.8631 | — | — | |
| MambaIR-lightParams=913K, GMACs=1492026.05 | 28.7 | 0.8631 | — | — | |
| ELAN-LScale=x3, #Para.=629K, FLOPs=89.5G2024.07 | 28.69 | 0.8624 | — | — | |
| ELAN-lightScale=x3, Params=590K, Self-Ensemble Strategy=false2025.03 | 28.69 | 0.8624 | — | — | |
| ELAN-ltLatency (ms)=32.5, Mem (MB)=399, #FLOPs (G)=90.1, #params (K)=6292026.03 | 28.69 | 0.8624 | — | — | |
| ELANSource=ECCV22, Scale=x3, # Params=629K2026.05 | 28.69 | 0.8624 | — | — | |
| SwinIR-LScale=x3, #Para.=918K, FLOPs=110.8G2024.07 | 28.66 | 0.8624 | — | — | |
| SwinIR-lightScale=x3, Params=886K, Self-Ensemble Strategy=false2025.03 | 28.66 | 0.8624 | — | — | |
| SwinIR-ltLatency (ms)=331.7, Mem (MB)=596, #FLOPs (G)=110.8, #params (K)=9182026.03 | 28.66 | 0.8624 | — | — | |
| SwinIRSource=ICCV21, Scale=x3, # Params=886K2026.05 | 28.66 | 0.8624 | — | — | |
| SwinIR-LightParams=918K, GMACs=1112026.05 | 28.66 | 0.8624 | — | — | |
| DiVANetSource=PR23, Scale=x3, # Params=949K2026.05 | 28.58 | 0.8603 | — | — | |
| LKASRSource=KBS22, Scale=x3, # Params=947K2026.05 | 28.55 | 0.8604 | — | — | |
| DUKDArchitecture=SwinIR, Scale=x32023.09 | 28.53 | 0.8604 | — | — | |
| OSFFNetScale=x3, Params=524K, Self-Ensemble Strategy=false2025.03 | 28.49 | 0.8595 | — | — | |
| ESRTScale=x3, Params=770K, Self-Ensemble Strategy=false2025.03 | 28.46 | 0.8574 | — | — | |
| A-CubeNetScale=x3, Params=1560K, Self-Ensemble Strategy=false2025.03 | 28.38 | 0.8568 | — | — | |
| FMENScale=x3, #Para.=757K, FLOPs=77.2G2024.07 | 28.33 | 0.8562 | — | — | |
| RFDN-LScale=x3, #Para.=633K, FLOPs=65.6G2024.07 | 28.32 | 0.8547 | — | — | |
| HNCTScale=x3, #Para.=363K, FLOPs=37.8G2024.07 | 28.28 | 0.8557 | — | — | |
| GASSL-BScale=x3, #Para.=691K, FLOPs=70.4G2024.07 | 28.27 | 0.8546 | — | — | |
| AWSRAN-MScale=x3, Params=1143K, Self-Ensemble Strategy=false2025.03 | 28.26 | 0.8545 | — | — | |
| KDArchitecture=SwinIR, Scale=x32023.09 | 28.23 | 0.8545 | — | — | |
| SRPN-LiteScale=x3, #Para.=615K, FLOPs=62.7G2024.07 | 28.22 | 0.8534 | — | — | |
| RFDNScale=x3, Params=540K, Self-Ensemble Strategy=false2025.03 | 28.21 | 0.8525 | — | — | |
| ScratchArchitecture=SwinIR, Scale=x32023.09 | 28.2 | 0.8537 | — | — | |
| LatticeNetScale=x3, #Para.=765K, FLOPs=76.3G2024.07 | 28.19 | 0.8513 | — | — | |
| IMDNScale=x3, Number of parameters=703K, FLOPs=72G2023.02 | 28.17 | 0.8519 | 5.21 | 0.2136 | |
| IMDNScale=x3, #Para.=703K, FLOPs=71.5G2024.07 | 28.17 | 0.8519 | — | — | |
| IMDNScale=x3, Params=703K, Self-Ensemble Strategy=false2025.03 | 28.17 | 0.8519 | — | — | |
| IMDNSource=MM19, Scale=x3, # Params=703K2026.05 | 28.17 | 0.8519 | — | — | |
| LAPAR-AScale=x3, Number of parameters=594K, FLOPs=114G2023.02 | 28.15 | 0.8523 | 5.21 | 0.2163 | |
| EDSR-BScale=x3, #Para.=1555K, FLOPs=160.2G2024.07 | 28.15 | 0.8527 | — | — | |
| CARNScale=x3, #Para.=1592K, FLOPs=118.8G2024.07 | 28.06 | 0.8493 | — | — | |
| CARNScale=x3, Params=1592K, Self-Ensemble Strategy=false2025.03 | 28.06 | 0.8493 | — | — | |
| SAFMNScale=x3, Number of parameters=233K, FLOPs=23G2023.02 | 27.95 | 0.8474 | 5.28 | 0.2134 |