Single Image Super-Resolution on Urban100 (PSNR, SSIM)
35.06PSNRGRL-B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GRL-BScale=x2, # Params [M]=20.052023.03 | 35.06 | 0.9505 | |
| RGT+Scale=x22023.03 | 34.63 | 0.9474 | |
| MambaIRv2-Lscale=2x, output size=256x256, #param=34.2M, MACs=664.5G2024.11 | 34.6 | 0.9475 | |
| SwinFIRScale=x2, Training Dataset=DF2K, Pre-training strategy=ImageNet2022.08 | 34.57 | 0.9473 | |
| MambaIRv2-Bscale=2x, output size=256x256, #param=22.9M, MACs=445.8G2024.11 | 34.49 | 0.9468 | |
| RGTScale=x22023.03 | 34.47 | 0.9467 | |
| HATscale=2x, output size=256x256, #param=20.8M, MACs=514.9G2024.11 | 34.45 | 0.9466 | |
| DATscale=2x, output size=256x256, #param=14.8M, MACs=265.7G2024.11 | 34.37 | 0.9458 | |
| GRL-SScale=x2, # Params [M]=3.342023.03 | 34.36 | 0.9463 | |
| RGT-SScale=x22023.03 | 34.32 | 0.9457 | |
| HAT-SScale=x2, Training Dataset=DF2K, ImageNet Pre-training=false2022.05 | 34.31 | 0.9459 | |
| SwinFIRScale=x2, Training Dataset=DF2K2022.08 | 34.3 | 0.9459 | |
| EDTScale=x2, # Params [M]=11.482023.03 | 34.27 | 0.9456 | |
| CAT-AScale=x22023.03 | 34.26 | 0.944 | |
| CAT-Ascale=2x, output size=256x256, #param=16.6M, MACs=350.7G2024.11 | 34.26 | 0.944 | |
| MambaIRv2-Sscale=2x, output size=256x256, #param=9.6M, MACs=192.9G2024.11 | 34.24 | 0.9454 | |
| SwinIRScale=x2, Training Dataset=DF2K, ImageNet Pre-training=false2022.05 | 33.81 | 0.9427 | |
| SwinIRScale=x2, # Params [M]=11.752023.03 | 33.81 | 0.9427 | |
| SwinIRScale=x22023.03 | 33.81 | 0.9427 | |
| IPTScale=x2, # Params [M]=115.482023.03 | 33.76 | — | |
| DFSAScale=x22023.03 | 33.66 | 0.9412 | |
| GRL-TScale=x2, # Params [M]=0.892023.03 | 33.6 | 0.9411 | |
| RCAN+Scale=x22018.07 | 33.54 | 0.9399 | |
| DRLN+Scale=2x2019.06 | 33.54 | 0.9402 | |
| ELANScale=x22023.03 | 33.44 | 0.9391 | |
| CRANScale=x22023.03 | 33.43 | 0.9394 | |
| NLSAScale=x22023.03 | 33.42 | 0.9394 | |
| DRLNScale=2x2019.06 | 33.37 | 0.939 | |
| HANScale=x2, # Params [M]=63.612023.03 | 33.35 | 0.9385 | |
| HANScale=x22023.03 | 33.35 | 0.9385 | |
| RCANScale=x22018.07 | 33.34 | 0.9384 | |
| RCANScale=x22020.06 | 33.34 | 0.9384 | |
| RCANScale=x2, # Params [M]=15.442023.03 | 33.34 | 0.9384 | |
| RCANScale=x22023.03 | 33.34 | 0.9384 | |
| CSNLNScale=x22020.06 | 33.25 | 0.9386 | |
| CSNLNScale=x22023.03 | 33.25 | 0.9386 | |
| SANScale=x22020.06 | 33.1 | 0.937 | |
| SANScale=x2, # Params [M]=15.712023.03 | 33.1 | 0.937 | |
| SANScale=x22023.03 | 33.1 | 0.937 | |
| OISRScale=x22020.06 | 33.03 | 0.9365 | |
| EDTScale=x2, # Params [M]=0.922023.03 | 32.98 | 0.9362 | |
| MAMNetScale=x22018.11 | 32.94 | 0.9352 | |
| EDSRScale=x22018.07 | 32.93 | 0.9351 | |
| EDSRScale=x22019.09 | 32.93 | 0.9351 | |
| E-LCSCNetScale=x22019.09 | 32.93 | 0.9351 | |
| EDSRScale=x22020.06 | 32.93 | 0.9351 | |
| EDSRScale=x22023.03 | 32.93 | 0.9351 | |
| RDNScale=x22018.07 | 32.89 | 0.9353 | |
| RDNScale=x22019.09 | 32.89 | 0.9353 | |
| RDNScale=x22020.06 | 32.89 | 0.9353 | |
| MDSRScale=x22018.10 | 32.84 | — | |
| SwinIRScale=x2, # Params [M]=0.882023.03 | 32.76 | 0.934 | |
| SwinIR-lightBit=32, Scale factor=x22026.01 | 32.76 | 0.934 | |
| SRFBNScale=x22020.06 | 32.62 | 0.9328 | |
| SRFBNScale=x22023.03 | 32.62 | 0.9328 | |
| CompSRTBit=4, Scale factor=x22026.01 | 32.57 | 0.9325 | |
| D-DBPNScale=x22018.07 | 32.55 | 0.9324 | |
| D_DBPNScale=x22019.09 | 32.55 | 0.9324 | |
| DBPNScale=x22020.06 | 32.55 | 0.9324 | |
| CompSRTBit=3, Scale factor=x22026.01 | 32.53 | 0.9321 | |
| D-DBPNScale=x22018.11 | 32.51 | 0.9317 | |
| RLFNScale=x2, Params[K]=527, FLOPS[G]=32.9, Input Resolution=256x2562024.01 | 32.33 | 0.9299 | |
| BE-LCSC_LScale=x22019.09 | 32.31 | 0.9297 | |
| MWCNNScale factor (S)=x22018.05 | 32.3 | 0.9296 | |
| MSRNScale=x22018.11 | 32.22 | 0.9295 | |
| CompSRTBit=2, Scale factor=x22026.01 | 32.22 | 0.9294 | |
| IMDNScale=x2, Params[K]=694, FLOPS[G]=57.2, Input Resolution=256x2562024.01 | 32.17 | 0.9283 | |
| RFDNScale=x2, Params[K]=534, FLOPS[G]=35.2, Input Resolution=256x2562024.01 | 32.12 | 0.9278 | |
| LAPAR-AScale=x2, Params=548K, MultiAdds=171G2021.05 | 32.1 | 0.9283 | |
| CondiQuantBit=4, Scale factor=x22026.01 | 32.03 | 0.9282 | |
| FALSR-AScale=x22019.09 | 31.93 | 0.9256 | |
| FALSR-AScale=x2, Params=1,021K, MultiAdds=235G2021.05 | 31.93 | 0.9256 | |
| CARNScale=x22019.09 | 31.92 | 0.9256 | |
| CARNScale=x22018.11 | 31.92 | 0.9256 | |
| CARNScale=x2, Params=1,592K, MultiAdds=223G2021.05 | 31.92 | 0.9256 | |
| CARNScale=x2, Params[K]=1592, FLOPS[G]=63.8, Input Resolution=256x2562024.01 | 31.92 | 0.9256 | |
| 2DQuantBit=4, Scale factor=x22026.01 | 31.84 | 0.9251 | |
| NLRNScale=x22018.06 | 31.81 | 0.9249 | |
| NLRNScale=x22020.06 | 31.81 | 0.9249 | |
| ECBSRScale=x2, Params[K]=596, FLOPS[G]=25.6, Input Resolution=256x2562024.01 | 31.71 | 0.925 | |
| LAPAR-BScale=x2, Params=250K, MultiAdds=85G2021.05 | 31.62 | 0.9235 | |
| PTQ4ViTBit=4, Scale factor=x22026.01 | 31.54 | 0.9212 | |
| SVANScale=x2, Params[K]=173, FLOPS[G]=11.0, Input Resolution=256x2562024.01 | 31.44 | 0.922 | |
| SRFBN-SScale=x2, Params=282K, MultiAdds=680G2021.05 | 31.41 | 0.9207 | |
| RL-CSCScale=x22018.12 | 31.36 | 0.9207 | |
| LCSC_76_291Scale=x22019.09 | 31.34 | 0.9204 | |
| SRMDNFScale=x22018.07 | 31.33 | 0.9204 | |
| SRMDNFScale=x22018.11 | 31.33 | 0.9204 | |
| SRMDNFScale=x22020.06 | 31.33 | 0.9204 | |
| SRMDNFScale=x2, Params=1,513K, MultiAdds=348G2021.05 | 31.33 | 0.92 | |
| MemNetScale=x22017.08 | 31.31 | 0.9195 | |
| MemNetScale factor (S)=x22018.05 | 31.31 | 0.9195 | |
| MemNetScale=x22018.07 | 31.31 | 0.9195 | |
| MemNetScale=x22018.10 | 31.31 | — | |
| MemNetScale=x22018.06 | 31.31 | 0.9195 | |
| MemNetScale=x22018.12 | 31.31 | 0.9195 | |
| MemNetScale=x22019.09 | 31.31 | 0.9195 | |
| MemNetScale=x22018.11 | 31.31 | 0.9195 | |
| MemNetScale=x22020.06 | 31.31 | 0.9195 | |
| MemNetScale=x2, Params=677K, MultiAdds=2,662G2021.05 | 31.31 | 0.9195 |