Single Image Super-Resolution on BSD100
32.77PSNRHi-IR-L
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Hi-IR-LScale=2x, Params [M]=39.072024.11 | 32.77 | 90.92 | |
| HAT-LScale=2x, Params [M]=40.702024.11 | 32.74 | 90.66 | |
| Hi-IR-BScale=2x, Params [M]=14.682024.11 | 32.73 | 90.87 | |
| HATScale=2x, Params [M]=20.622024.11 | 32.69 | 90.6 | |
| GRL-BScale=x2, # Params [M]=20.052023.03 | 32.67 | 90.87 | |
| GRL-BScale=2x, Params [M]=20.052024.11 | 32.67 | 90.87 | |
| SwinFIRScale=x2, Training Dataset=DF2K, Pre-training strategy=ImageNet2022.08 | 32.64 | 90.54 | |
| EDTScale=x2, # Params [M]=11.482023.03 | 32.62 | 90.52 | |
| EDTScale=2x, Params [M]=11.482024.11 | 32.62 | 90.52 | |
| SwinFIRScale=x2, Training Dataset=DF2K2022.08 | 32.59 | 90.49 | |
| CAT-AScale=2x, Params [M]=16.462024.11 | 32.59 | 90.47 | |
| ARTScale=2x, Params [M]=16.402024.11 | 32.58 | 90.48 | |
| SwinIRScale=x2, # Params [M]=11.752023.03 | 32.53 | 90.41 | |
| SwinIRScale=2x, Params [M]=11.752024.11 | 32.53 | 90.41 | |
| GRL-SScale=x2, # Params [M]=3.342023.03 | 32.52 | 90.69 | |
| IPTScale=x2, # Params [M]=115.482023.03 | 32.48 | — | |
| IPTScale=2x, Params [M]=115.482024.11 | 32.48 | — | |
| NLSAScale=2x, Params [M]=42.632024.11 | 32.43 | 90.27 | |
| SANScale=x2, # Params [M]=15.712023.03 | 32.42 | 90.28 | |
| GRL-TScale=x2, # Params [M]=0.892023.03 | 32.42 | 90.56 | |
| SANScale=2x, Params [M]=15.712024.11 | 32.42 | 90.28 | |
| RCANScale=x2, # Params [M]=15.442023.03 | 32.41 | 90.27 | |
| HANScale=x2, # Params [M]=63.612023.03 | 32.41 | 90.27 | |
| RCANScale=2x, Params [M]=15.442024.11 | 32.41 | 90.27 | |
| HANScale=2x, Params [M]=63.612024.11 | 32.41 | 90.27 | |
| EDSRScale Factor=x22019.09 | 32.37 | 90.2 | |
| EDTScale=x2, # Params [M]=0.922023.03 | 32.37 | 90.21 | |
| E-LCSCNetScale=x22019.09 | 32.36 | 90.18 | |
| RDNScale=x22019.09 | 32.34 | 90.17 | |
| EDSRScale=x22019.09 | 32.32 | 90.13 | |
| EDSRScale=2x, Params [M]=40.732024.11 | 32.32 | 90.13 | |
| SwinIRScale=x2, # Params [M]=0.882023.03 | 32.31 | 90.12 | |
| MDSRScale=x22018.10 | 32.29 | — | |
| SRFBNScale=2x, Params [M]=2.142024.11 | 32.29 | 90.1 | |
| D_DBPNScale=x22019.09 | 32.27 | 90 | |
| BE-LCSC_LScale=x22019.09 | 32.23 | 90.02 | |
| NLRNScale=x22018.06 | 32.19 | 89.92 | |
| FALSR-AScale=x22019.09 | 32.12 | 89.87 | |
| LCSC_76_291Scale=x22019.09 | 32.1 | 89.85 | |
| RL-CSCScale=x22018.12 | 32.09 | 89.85 | |
| CARNScale=x22019.09 | 32.09 | 89.78 | |
| MemNetScale=x22018.06 | 32.08 | 89.78 | |
| MemNetScale=x22018.12 | 32.08 | 89.78 | |
| MemNetScale=x22019.09 | 32.08 | 89.78 | |
| SelNetScale=x22019.09 | 32.08 | 89.84 | |
| MemNetScale=x22018.10 | 32.05 | — | |
| DRRNScale=x22018.06 | 32.05 | 89.73 | |
| DRRNScale=x22018.12 | 32.05 | 89.73 | |
| DRRNScale=x22019.09 | 32.05 | 89.73 | |
| N³NetScale=x22018.10 | 31.98 | — | |
| VDSRScale=x22018.10 | 31.9 | — | |
| VDSRScale=x22018.06 | 31.9 | 89.6 | |
| VDSRScale=x22018.12 | 31.9 | 89.6 | |
| VDSRScale=x22019.09 | 31.9 | 89.6 | |
| DnCNN-3Upscaling Factor=22016.08 | 31.9 | 89.61 | |
| VDSRUpscaling Factor=22016.08 | 31.89 | 89.61 | |
| DRCNScale=x22018.06 | 31.85 | 89.42 | |
| DRCNScale=x22018.12 | 31.85 | 89.42 | |
| DRCNScale=x22019.09 | 31.85 | 89.42 | |
| LapSRNScale=x22018.06 | 31.8 | 89.5 | |
| LapSRNScale=x22019.09 | 31.8 | 89.5 | |
| TNRDUpscaling Factor=22016.08 | 31.4 | 88.78 | |
| SRCNNScale=x22018.06 | 31.36 | 88.79 | |
| SRCNNScale=x22018.12 | 31.36 | 88.79 | |
| SelfExScale=x22018.10 | 31.18 | — | |
| Hi-IR-LScale=3x, Params [M]=39.262024.11 | 29.67 | 82.56 | |
| HAT-LScale=3x, Params [M]=40.882024.11 | 29.63 | 81.91 | |
| Hi-IR-BScale=3x, Params [M]=14.872024.11 | 29.6 | 82.4 | |
| HATScale=3x, Params [M]=20.812024.11 | 29.59 | 81.77 | |
| BicubicScale=x22018.10 | 29.56 | — | |
| BicubicScale=x22018.12 | 29.56 | 84.31 | |
| BicubicScale Factor=x22019.09 | 29.56 | 84.3 | |
| GRL-BScale=3x, Params [M]=20.242024.11 | 29.56 | 82.35 | |
| SwinFIRScale=x3, Training Dataset=DF2K, Pre-training strategy=ImageNet2022.08 | 29.55 | 81.69 | |
| EDTScale=3x, Params [M]=11.662024.11 | 29.53 | 81.65 | |
| SwinFIRScale=x3, Training Dataset=DF2K2022.08 | 29.52 | 81.61 | |
| CAT-AScale=3x, Params [M]=16.642024.11 | 29.52 | 81.6 | |
| ARTScale=3x, Params [M]=16.582024.11 | 29.51 | 81.59 | |
| SwinIRScale=3x, Params [M]=11.942024.11 | 29.46 | 81.45 | |
| IPTScale=3x, Params [M]=115.672024.11 | 29.38 | — | |
| NLSAScale=3x, Params [M]=45.582024.11 | 29.34 | 81.17 | |
| SANScale=3x, Params [M]=15.902024.11 | 29.33 | 81.12 | |
| RCANScale=3x, Params [M]=15.632024.11 | 29.32 | 81.11 | |
| HANScale=3x, Params [M]=64.352024.11 | 29.32 | 81.1 | |
| E-LCSCNetScale=x32019.09 | 29.27 | 81.04 | |
| RDNScale=x32019.09 | 29.26 | 80.93 | |
| MDSRScale=x32018.10 | 29.25 | — | |
| EDSRScale=x32019.09 | 29.25 | 80.93 | |
| EDSRScale=3x, Params [M]=43.682024.11 | 29.25 | 80.93 | |
| SRFBNScale=3x, Params [M]=2.832024.11 | 29.24 | 80.84 | |
| BE-LCSC_LScale=x32019.09 | 29.12 | 80.65 | |
| NLRNScale=x32018.06 | 29.06 | 80.26 | |
| CARNScale=x32019.09 | 29.06 | 80.34 | |
| RL-CSCScale=x32018.12 | 28.99 | 80.21 | |
| LCSC_76_291Scale=x32019.09 | 28.97 | 80.14 | |
| SelNetScale=x32019.09 | 28.97 | 80.25 | |
| MemNetScale=x32018.06 | 28.96 | 80.01 | |
| MemNetScale=x32018.12 | 28.96 | 80.01 | |
| MemNetScale=x32019.09 | 28.96 | 80.01 | |
| MemNetScale=x32018.10 | 28.95 | — |