Image Super-resolution on BSD100 (PSNR variants)
24.54PSNRReal-RRDB
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Real-RRDBp=0.5, Parameters=16.7M, Scale factor=x42021.12 | 24.54 | — | — | — | — | — | — | — | — | |
| Real-RRDBp=0.5, Parameters=16.7M, Scale factor=x42021.12 | 24.44 | — | — | — | — | — | — | — | — | |
| Real-SwinIRdropout probability (p)=0.5, upsampling scale=x42021.12 | 24.44 | — | — | — | — | — | — | — | — | |
| Real-SwinIRdropout probability (p)=0, upsampling scale=x42021.12 | 24.43 | — | — | — | — | — | — | — | — | |
| Real-RRDBp=0, Parameters=16.7M, Scale factor=x42021.12 | 24.42 | — | — | — | — | — | — | — | — | |
| Real-SwinIRdropout probability (p)=0, upsampling scale=x42021.12 | 24.23 | — | — | — | — | — | — | — | — | |
| Real-RRDBp=0, Parameters=16.7M, Scale factor=x42021.12 | 24.22 | — | — | — | — | — | — | — | — | |
| Real-SwinIRdropout probability (p)=0.5, upsampling scale=x42021.12 | 24.19 | — | — | — | — | — | — | — | — | |
| Real-SRResNetp=0.7, Parameters=1.5M, Scale factor=x42021.12 | 24.18 | — | — | — | — | — | — | — | — | |
| Real-SRResNetp=0, Parameters=1.5M, Scale factor=x42021.12 | 23.89 | — | — | — | — | — | — | — | — | |
| Real-SRResNetp=0.7, Parameters=1.5M, Scale factor=x42021.12 | 23.89 | — | — | — | — | — | — | — | — | |
| Real-SRResNetp=0, Parameters=1.5M, Scale factor=x42021.12 | 23.67 | — | — | — | — | — | — | — | — | |
| Real-RRDBp=0.5, Parameters=16.7M, Scale factor=x42021.12 | 23.41 | — | — | — | — | — | — | — | — | |
| Real-RRDBp=0, Parameters=16.7M, Scale factor=x42021.12 | 23.25 | — | — | — | — | — | — | — | — | |
| Real-RRDBp=0.5, Parameters=16.7M, Scale factor=x42021.12 | 23.15 | — | — | — | — | — | — | — | — | |
| Real-SRResNetp=0.7, Parameters=1.5M, Scale factor=x42021.12 | 23.02 | — | — | — | — | — | — | — | — | |
| Real-SRResNetp=0, Parameters=1.5M, Scale factor=x42021.12 | 23.01 | — | — | — | — | — | — | — | — | |
| Real-SRResNetp=0.7, Parameters=1.5M, Scale factor=x42021.12 | 22.97 | — | — | — | — | — | — | — | — | |
| Real-RRDBp=0, Parameters=16.7M, Scale factor=x42021.12 | 22.95 | — | — | — | — | — | — | — | — | |
| Real-SRResNetp=0, Parameters=1.5M, Scale factor=x42021.12 | 22.78 | — | — | — | — | — | — | — | — | |
| DropoutBackbone=SRResNet, Scale=x42025.06 | — | 23.37 | 23.24 | 21 | 22.7 | 22.24 | 22.54 | 22.17 | 22.39 | |
| DropoutBackbone=SwinIR, Scale=x42025.06 | — | 23.9 | 23.87 | 22.1 | 23.08 | 22.68 | 22.8 | 22.33 | 22.64 | |
| Explicit Adaptive DropoutBackbone=SRResNet, Scale=x42025.06 | — | 23.76 | 23.59 | 21.48 | 23 | 22.48 | 22.81 | 22.31 | 22.59 | |
| Explicit Adaptive DropoutBackbone=SwinIR, Scale=x42025.06 | — | 24.09 | 23.59 | 22.24 | 23.29 | 22.81 | 23.05 | 22.5 | 22.78 | |
| Implicit Adaptive DropoutBackbone=SRResNet, Scale=x42025.06 | — | 23.73 | 23.5 | 21.53 | 23 | 22.44 | 22.78 | 22.32 | 22.6 | |
| Implicit Adaptive DropoutBackbone=SwinIR, Scale=x42025.06 | — | 24.01 | 23.5 | 22.19 | 23.28 | 22.8 | 23.05 | 22.39 | 22.57 | |
| SRResNetRegularization=None, Scale=x42025.06 | — | 23.06 | 22.99 | 20.34 | 22.48 | 22.27 | 22.34 | 22.05 | 22.24 | |
| SwinIRRegularization=None, Scale=x42025.06 | — | 23.91 | 23.83 | 22.12 | 23.04 | 22.61 | 22.82 | 22.34 | 22.61 |