Image Super-resolution on Urban100 x2 (test)
35.01PSNRCFAT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CFATScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 35.01 | 94.98 | — | — | |
| SST-L+scale=x2, #params=20.3, training patch size=96 x 962026.03 | 35.01 | 94.97 | — | — | |
| PFTscale=x2, #params=19.62026.03 | 34.9 | 94.9 | — | — | |
| CPAT†Scale=x2, Self-ensemble=true2024.07 | 34.89 | 94.87 | — | — | |
| CPATScale=x22024.07 | 34.76 | 94.81 | — | — | |
| SSTscale=x2, #params=11.7, training patch size=64 x 642026.03 | 34.61 | 94.74 | — | — | |
| ESCscale=x2, #params=12.5, training patch size=96 x 962026.03 | 34.49 | 94.66 | — | — | |
| HATScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 34.45 | 94.66 | — | — | |
| HATScale=x22024.07 | 34.45 | 94.66 | — | — | |
| LSM# Params=12.8M, FLOPs=255.0G2026.06 | 34.43 | 94.66 | — | — | |
| CFAT-sScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 34.42 | 94.53 | — | — | |
| LSM-S# Params=9.7M, FLOPs=193.5G2026.06 | 34.4 | 94.64 | — | — | |
| DATScale=x22023.08 | 34.37 | 94.58 | — | — | |
| DATScale=x22024.07 | 34.37 | 94.58 | — | — | |
| RGT-S# Params=10.1M, FLOPs=183.1G2026.06 | 34.32 | 94.57 | — | — | |
| ARTScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 34.3 | 94.52 | — | — | |
| EDTScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 34.27 | 94.56 | — | — | |
| CAT-AScale=x22024.07 | 34.26 | 94.4 | — | — | |
| CAT-A# Params=16.5M, FLOPs=350.7G2026.06 | 34.26 | 94.4 | — | — | |
| ACTScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 34.25 | 94.53 | — | — | |
| SwinIRScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 33.95 | 94.33 | — | — | |
| Swin2SRScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 33.89 | 94.31 | — | — | |
| SwinIRScale=x22023.08 | 33.81 | 94.27 | — | — | |
| SwinIRScale=x22024.07 | 33.81 | 94.27 | — | — | |
| SwinIRscale=x2, #params=11.82026.03 | 33.81 | 94.27 | — | — | |
| SwinIR# Params=11.8M, FLOPs=205.3G2026.06 | 33.81 | 94.27 | — | — | |
| SST-lt+Latency (ms)=249.6, Mem (MB)=804, #FLOPs (G)=4903.3, #params (K)=8932026.03 | 33.79 | 94.17 | — | — | |
| IPTScale=x2, Training Dataset=ImageNet2024.03 | 33.76 | — | — | — | |
| IPTScale=x2, Pre-trained=ImageNet2024.07 | 33.76 | — | — | — | |
| RCAN-itScale=x22024.07 | 33.62 | 94.1 | — | — | |
| SST-ltLatency (ms)=191.9, Mem (MB)=755, #FLOPs (G)=2057.6, #params (K)=8932026.03 | 33.54 | 93.99 | — | — | |
| ESCLatency (ms)=120.9, Mem (MB)=831, #FLOPs (G)=592.0, #params (K)=9472026.03 | 33.46 | 93.95 | — | — | |
| ELANScale=x22024.07 | 33.44 | 93.91 | — | — | |
| NLSAScale=x22024.07 | 33.42 | 93.94 | — | — | |
| HANScale=x2, Training Dataset=DIV2K2024.03 | 33.35 | 93.85 | — | — | |
| ASID-D8Latency (ms)=131.2, Mem (MB)=999, #FLOPs (G)=190.5, #params (K)=7322026.03 | 33.35 | 93.87 | — | — | |
| RCANScale=x22024.07 | 33.34 | 93.84 | — | — | |
| RCANLatency (ms)=299.3, Mem (MB)=626, #FLOPs (G)=3529.7, #params (K)=154452026.03 | 33.34 | 93.84 | — | — | |
| CATANet†Scale=x2, Params=477K, Self-Ensemble Strategy=true2025.03 | 33.33 | 93.87 | — | — | |
| ATD-ltLatency (ms)=733.5, Mem (MB)=2839, #FLOPs (G)=380.0, #params (K)=7532026.03 | 33.27 | 93.75 | — | — | |
| MambaIRV2-ltLatency (ms)=580.4, Mem (MB)=2824, #FLOPs (G)=286.3, #params (K)=7742026.03 | 33.26 | 93.78 | — | — | |
| MambaIRv2-lightParams=774K, GMACs=2862026.05 | 33.26 | 93.78 | — | — | |
| SP-MoMamba-B+Params=543K, GMACs=1702026.05 | 33.17 | 93.71 | — | — | |
| HiT-SRFScale=x2, #Para.=847K, FLOPs=226.5G2024.07 | 33.13 | 93.72 | — | — | |
| HiT-SRFLatency (ms)=268.1, Mem (MB)=1804, #FLOPs (G)=226.5, #params (K)=8472026.03 | 33.13 | 93.72 | — | — | |
| SANScale=x2, Training Dataset=DIV2K2024.03 | 33.1 | 93.7 | — | — | |
| CATANetScale=x2, Params=477K, Self-Ensemble Strategy=false2025.03 | 33.09 | 93.72 | — | — | |
| CATANet-LParams=477K2025.03 | 33.09 | — | — | — | |
| EchoSRSource=Ours, Scale=x2, # Params=929K2026.05 | 33.09 | 93.69 | — | — | |
| Omni-SRScale=x2, #Para.=772K, FLOPs=194.5G2024.07 | 33.05 | 93.63 | — | — | |
| OmniSRLatency (ms)=120.3, Mem (MB)=1031, #FLOPs (G)=194.5, #params (K)=7722026.03 | 33.05 | 93.63 | — | — | |
| OmniSRSource=CVPR23, Scale=x2, # Params=772K2026.05 | 33.05 | 93.63 | — | — | |
| HiT-SIRScale=x2, #Para.=772K, FLOPs=209.9G2024.07 | 33.02 | 93.65 | — | — | |
| HiT-SIRSource=ECCV24, Scale=x2, # Params=772K2026.05 | 33.02 | 93.65 | — | — | |
| HiT-SNGScale=x2, #Para.=1013K, FLOPs=213.9G2024.07 | 33.01 | 93.6 | — | — | |
| SP-MoMamba-BParams=543K, GMACs=1702026.05 | 32.99 | 93.57 | — | — | |
| ATD-LParams=484K2025.03 | 32.95 | — | — | — | |
| CAMixerSRParams=746K, GMACs=2052026.05 | 32.95 | 93.4 | — | — | |
| Freqformer*Params=870K, GMACs=2292026.05 | 32.94 | 93.53 | — | — | |
| EDSRScale=x22023.08 | 32.93 | 93.51 | — | — | |
| EDSRScale=x2, Training Dataset=DIV2K2024.03 | 32.93 | 93.51 | — | — | |
| EDSRScale=x22024.07 | 32.93 | 93.51 | — | — | |
| EDSRSource=CVPRW17, Scale=x2, # Params=40,730K2026.05 | 32.93 | 93.51 | — | — | |
| SRFormer-LScale=x2, #Para.=853K, FLOPs=236.2G2024.07 | 32.91 | 93.53 | — | — | |
| SRFormer-ltLatency (ms)=1456.3, Mem (MB)=1184, #FLOPs (G)=236.3, #params (K)=8532026.03 | 32.91 | 93.53 | — | — | |
| SRFormerSource=ICCV23, Scale=x2, # Params=853K2026.05 | 32.91 | 93.53 | — | — | |
| SRFormer-LightParams=853K, GMACs=2362026.05 | 32.91 | 93.53 | — | — | |
| RDNLatency (ms)=279.3, Mem (MB)=2058, #FLOPs (G)=5096.2, #params (K)=221232026.03 | 32.89 | 93.53 | — | — | |
| MaIRSource=CVPR25, Scale=x2, # Params=878K2026.05 | 32.89 | 93.46 | — | — | |
| FECAN-light*Params=732K, GMACs=1622026.05 | 32.89 | 97.87 | — | — | |
| SeemoRe-LParams=931K, GMACs=1972026.05 | 32.87 | 93.44 | — | — | |
| CRAFTSource=TPAMI25, Scale=x2, # Params=738K2026.05 | 32.86 | 93.43 | — | — | |
| CRAFTParams=738K, GMACs=1972026.05 | 32.86 | 93.43 | — | — | |
| MambaIR-ltLatency (ms)=277.1, Mem (MB)=1695, #FLOPs (G)=334.2, #params (K)=9052026.03 | 32.85 | 93.49 | — | — | |
| MambaIRSource=ECCV24, Scale=x2, # Params=905K2026.05 | 32.85 | 93.49 | — | — | |
| MambaIR-lightParams=905K, GMACs=3342026.05 | 32.85 | 93.49 | — | — | |
| DMNetParams=572K, GMACs=1152026.05 | 32.84 | 93.47 | — | — | |
| SPINScale=x2, Params=497K, Self-Ensemble Strategy=false2025.03 | 32.79 | 93.4 | — | — | |
| SPINParams=497K, GMACs=3202026.05 | 32.79 | 93.4 | — | — | |
| SwinIR-NGScale=x2, #Para.=1181K, FLOPs=274.1G2024.07 | 32.78 | 93.4 | — | — | |
| SwinIR-NGSource=CVPR23, Scale=x2, # Params=1,181K2026.05 | 32.78 | 93.4 | — | — | |
| SwinIR-LScale=x2, #Para.=910K, FLOPs=244.4G2024.07 | 32.76 | 93.4 | — | — | |
| ELAN-LScale=x2, #Para.=621K, FLOPs=201.3G2024.07 | 32.76 | 93.4 | — | — | |
| ELAN-lightScale=x2, Params=582K, Self-Ensemble Strategy=false2025.03 | 32.76 | 93.4 | — | — | |
| SwinIR-lightScale=x2, Params=878K, Self-Ensemble Strategy=false2025.03 | 32.76 | 93.4 | — | — | |
| SwinIR-ltLatency (ms)=1409.8, Mem (MB)=1287, #FLOPs (G)=244.2, #params (K)=9102026.03 | 32.76 | 93.4 | — | — | |
| ELAN-ltLatency (ms)=94.5, Mem (MB)=887, #FLOPs (G)=203.1, #params (K)=6212026.03 | 32.76 | 93.4 | — | — | |
| SwinIRSource=ICCV21, Scale=x2, # Params=878K2026.05 | 32.76 | 93.4 | — | — | |
| ELANSource=ECCV22, Scale=x2, # Params=621K2026.05 | 32.76 | 93.4 | — | — | |
| SwinIR-LightParams=910K, GMACs=2442026.05 | 32.76 | 93.4 | — | — | |
| LKASRSource=KBS22, Scale=x2, # Params=947K2026.05 | 32.69 | 93.39 | — | — | |
| OSFFNetScale=x2, Params=516K, Self-Ensemble Strategy=false2025.03 | 32.67 | 93.31 | — | — | |
| CATANet-MParams=306K2025.03 | 32.67 | — | — | — | |
| SMFANet+Params=480K2025.03 | 32.64 | — | — | — | |
| DUKDArchitecture=SwinIR, Scale=x22023.09 | 32.63 | 93.27 | — | — | |
| DiVANetSource=PR23, Scale=x2, # Params=902K2026.05 | 32.6 | 93.25 | — | — | |
| ESRTScale=x2, Params=677K, Self-Ensemble Strategy=false2025.03 | 32.58 | 93.18 | — | — | |
| ATD-MParams=300K2025.03 | 32.58 | — | — | — | |
| CATANet-SParams=230K2025.03 | 32.5 | — | — | — | |
| A-CubeNetScale=x2, Params=1380K, Self-Ensemble Strategy=false2025.03 | 32.39 | 93.08 | — | — |