Super-Resolution on BSD100 4x (test)
28.17PSNRCFAT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CFATParams (M)=22.07, Multi-adds (GMac)=90.592024.03 | 28.17 | 0.7524 | — | — | — | — | |
| CFATScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 28.17 | 0.7524 | — | — | — | — | |
| HAT-LTraining dataset=DF2K, Pre-trained on ImageNet=true2023.07 | 28.09 | 0.7551 | — | — | — | — | |
| CPAT†Scale=x4, Self-ensemble=true2024.07 | 28.06 | 0.7532 | — | — | — | — | |
| CPATScale=x42024.07 | 28.04 | 0.7527 | — | — | — | — | |
| SwinFIRTraining dataset=DF2K, Pre-trained on ImageNet=true2023.07 | 28.03 | 0.752 | — | — | — | — | |
| HATTraining dataset=DF2K, Pre-trained on ImageNet=false2023.07 | 28 | 0.7517 | — | — | — | — | |
| ACTParams (M)=46, Multi-adds (GMac)=232024.03 | 28 | 0.7516 | — | — | — | — | |
| HATParams (M)=20.8, Multi-adds (GMac)=103.72024.03 | 28 | 0.7517 | — | — | — | — | |
| ACTScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 28 | 0.7516 | — | — | — | — | |
| HATScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 28 | 0.7517 | — | — | — | — | |
| DATScale=x42024.07 | 28 | 0.7515 | — | — | — | — | |
| HATScale=x42024.07 | 28 | 0.7517 | — | — | — | — | |
| EDTScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 27.99 | 0.751 | — | — | — | — | |
| CFAT-sScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 27.99 | 0.7504 | — | — | — | — | |
| CAT-AScale=x42024.07 | 27.99 | 0.751 | — | — | — | — | |
| ARTParams (M)=16.55, Multi-adds (GMac)=1202024.03 | 27.97 | 0.751 | — | — | — | — | |
| ARTScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 27.97 | 0.751 | — | — | — | — | |
| SwinIRScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 27.95 | 0.7494 | — | — | — | — | |
| SwinIRTraining dataset=DF2K, Pre-trained on ImageNet=false2023.07 | 27.92 | 0.7489 | — | — | — | — | |
| SwinIRParams (M)=11.9, Multi-adds (GMac)=53.62024.03 | 27.92 | 0.7489 | — | — | — | — | |
| Swin2SRScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 27.92 | 0.7505 | — | — | — | — | |
| SwinIRScale=x42024.07 | 27.92 | 0.7489 | — | — | — | — | |
| EDTTraining dataset=DF2K, Pre-trained on ImageNet=false2023.07 | 27.91 | 0.7483 | — | — | — | — | |
| EDTParams (M)=11.62024.03 | 27.91 | 0.7483 | — | — | — | — | |
| RCN-itTraining dataset=DF2K, Pre-trained on ImageNet=false2023.07 | 27.87 | 0.7459 | — | — | — | — | |
| RCAN-itScale=x42024.07 | 27.87 | 0.7459 | — | — | — | — | |
| ELANScale=x42024.07 | 27.83 | 0.7459 | — | — | — | — | |
| IPTScale=x4, Training Dataset=ImageNet2024.03 | 27.82 | — | — | — | — | — | |
| IPTScale=x4, Pre-trained=ImageNet2024.07 | 27.82 | — | — | — | — | — | |
| SP-MoMamba-B+Params=559K, GMACs=462026.05 | 27.81 | 0.7434 | — | — | — | — | |
| HANTraining dataset=DIV2K, Pre-trained on ImageNet=false2023.07 | 27.8 | 0.7442 | — | — | — | — | |
| HANScale=x4, Training Dataset=DIV2K2024.03 | 27.8 | 0.7442 | — | — | — | — | |
| SANTraining dataset=DIV2K, Pre-trained on ImageNet=false2023.07 | 27.78 | 0.7436 | — | — | — | — | |
| NLSNTraining dataset=DIV2K, Pre-trained on ImageNet=false2023.07 | 27.78 | 0.7444 | — | — | — | — | |
| SANScale=x4, Training Dataset=DIV2K2024.03 | 27.78 | 0.7436 | — | — | — | — | |
| NLSAScale=x42024.07 | 27.78 | 0.7444 | — | — | — | — | |
| SP-MoMamba-BParams=559K, GMACs=462026.05 | 27.78 | 0.7426 | — | — | — | — | |
| RCANTraining dataset=DIV2K, Pre-trained on ImageNet=false2023.07 | 27.77 | 0.7436 | — | — | — | — | |
| IGNNTraining dataset=DIV2K, Pre-trained on ImageNet=false2023.07 | 27.77 | 0.7434 | — | — | — | — | |
| RCANScale=x42024.07 | 27.77 | 0.7436 | — | — | — | — | |
| SeemoRe-LParams=969K, GMACs=502026.05 | 27.77 | 0.7428 | — | — | — | — | |
| Freqformer*Params=889K, GMACs=552026.05 | 27.76 | 0.7425 | — | — | — | — | |
| FECAN-light*Params=749K, GMACs=422026.05 | 27.75 | 0.7421 | — | — | — | — | |
| MambaIRv2-lightParams=790K, GMACs=762026.05 | 27.75 | 0.7425 | — | — | — | — | |
| SRFormer-LightParams=873K, GMACs=632026.05 | 27.73 | 0.7422 | — | — | — | — | |
| DMNetParams=588K, GMACs=302026.05 | 27.73 | 0.741 | — | — | — | — | |
| CAMixerSRParams=765K, GMACs=542026.05 | 27.72 | 0.7416 | — | — | — | — | |
| CRAFTParams=753K, GMACs=522026.05 | 27.72 | 0.7418 | — | — | — | — | |
| EDSRTraining dataset=DIV2K, Pre-trained on ImageNet=false2023.07 | 27.71 | 0.742 | — | — | — | — | |
| EDSRScale=x4, Training Dataset=DIV2K2024.03 | 27.71 | 0.742 | — | — | — | — | |
| EDSRScale=x42024.07 | 27.71 | 0.742 | — | — | — | — | |
| SPINParams=555K, GMACs=902026.05 | 27.7 | 0.7415 | — | — | — | — | |
| DUKDArchitecture=SwinIR, Scale=x42023.09 | 27.69 | 0.7405 | — | — | — | — | |
| SwinIR-LightParams=930K, GMACs=642026.05 | 27.69 | 0.7406 | — | — | — | — | |
| MambaIR-lightParams=924K, GMACs=852026.05 | 27.68 | 0.74 | — | — | — | — | |
| WaveMixSRTraining dataset=DIV2K, Pre-trained on ImageNet=false2023.07 | 27.65 | 0.7605 | — | — | — | — | |
| KDArchitecture=SwinIR, Scale=x42023.09 | 27.62 | 0.738 | — | — | — | — | |
| ScratchArchitecture=SwinIR, Scale=x42023.09 | 27.61 | 0.7379 | — | — | — | — | |
| VDSRStorage Size=2660KB, Runtime=13681ms, RF=41 × 412026.03 | 27.29 | 0.726 | — | — | — | — | |
| ShiftLUT-LStorage Size=104KB, Runtime=84ms, RF=65 × 652026.03 | 27.21 | 0.723 | — | — | — | — | |
| TinyLUT-FStorage Size=171KB, Runtime=146ms, RF=33 × 332026.03 | 27.13 | 0.7184 | — | — | — | — | |
| SPF-LUT+DFCStorage Size=2066KB, RF=21 × 212026.03 | 27.08 | 0.719 | — | — | — | — | |
| QuickSRNet-SStorage Size=33.3KB, Runtime=128ms, RF=9 × 92026.03 | 27.06 | 0.7183 | — | — | — | — | |
| ShiftLUT-MStorage Size=38KB, Runtime=31ms, RF=17 × 172026.03 | 26.98 | 0.7149 | — | — | — | — | |
| FSRCNNStorage Size=48KB, Runtime=350ms, RF=17 × 172026.03 | 26.96 | 0.7129 | — | — | — | — | |
| MuLUT+AutoLUTStorage Size=4165KB, Runtime=244ms, RF=17 × 172026.03 | 26.96 | 0.7144 | — | — | — | — | |
| RCLUTStorage Size=1549KB, Runtime=232ms, RF=27 × 272026.03 | 26.95 | 0.7154 | — | — | — | — | |
| SPLUT-LStorage Size=18432KB, Runtime=265ms, RF=5 × 52026.03 | 26.87 | 0.709 | — | — | — | — | |
| ShiftLUT-SStorage Size=24KB, Runtime=22ms, RF=9 × 92026.03 | 26.87 | 0.7103 | — | — | — | — | |
| MuLUTStorage Size=4159KB, Runtime=242ms, RF=9 × 92026.03 | 26.86 | 0.711 | — | — | — | — | |
| TinyLUT-SStorage Size=37KB, Runtime=29ms, RF=5 × 52026.03 | 26.71 | 0.7042 | — | — | — | — | |
| ECLUTStorage Size=9216KB, Runtime=41ms, RF=21 × 212026.03 | 26.61 | 0.7019 | — | — | — | — | |
| RRDBParams=16.7M2022.01 | 26.53 | 0.7438 | 51.52 | 0.3575 | 0.2005 | 5.35 | |
| FxSR-PDParams=18.3M, Condition Parameter (t)=0.02022.01 | 26.38 | 0.738 | 52.48 | 0.3433 | 0.1921 | 5.1 | |
| SRFlowParams=39.5M, Temperature (T)=0.02022.01 | 26.23 | 0.7293 | 50.81 | 0.3635 | 0.1943 | 6.83 | |
| MaCo-GANUpscaling Factor=x42026.06 | 26.121 | 0.6862 | — | 0.1505 | 0.1097 | — | |
| AESOPUpscaling Factor=x42026.06 | 26.08 | 0.6841 | — | 0.1515 | 0.1117 | — | |
| LDLUpscaling Factor=x42026.06 | 25.954 | 0.6813 | — | 0.1535 | 0.1163 | — | |
| SPSRUpscaling Factor=x42026.06 | 25.501 | 0.6596 | — | 0.1609 | 0.1176 | — | |
| ESRGANUpscaling Factor=x42026.06 | 25.313 | 0.6527 | — | 0.1616 | 0.1165 | — | |
| NatSRParams=4.8M2022.01 | 25.13 | 0.678 | 42.26 | 0.2115 | 0.1436 | 3.67 | |
| FxSR-PDParams=18.3M, Condition Parameter (t)=0.82022.01 | 24.77 | 0.6817 | 49.24 | 0.1572 | 0.116 | 3.3 | |
| SRFlowParams=39.5M, Temperature (T)=0.92022.01 | 24.66 | 0.658 | 49.86 | 0.1833 | 0.1372 | 3.51 | |
| SPSRParams=24.8M2022.01 | 24.16 | 0.6531 | 40.99 | 0.1613 | 0.1165 | 3.23 | |
| SRGANParams=1.5M2022.01 | 24.13 | 0.6454 | 39.32 | 0.1777 | 0.1288 | 3.18 | |
| SFTGANParams=53.7M2022.01 | 24.09 | 0.646 | 40.92 | 0.171 | 0.1224 | 3.23 | |
| ESRGANParams=16.7M2022.01 | 23.95 | 0.6463 | 41.35 | 0.1615 | 0.116 | 3.53 |