Super-Resolution on Set14
33.02PSNRVDSR
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| VDSRScale=2, Kernel=Bicubic, Channel=Y2017.04 | 33.02 | — | — | — | — | — | — | — | — | |
| Proposed_LScale=2, Kernel=Bicubic, Channel=Y2017.04 | 32.88 | — | — | — | — | — | — | — | — | |
| SRBM3DScale=2, Kernel=Bicubic, Channel=Y2017.04 | 32.8 | — | — | — | — | — | — | — | — | |
| Proposed_CScale=2, Kernel=Bicubic, Channel=Y2017.04 | 32.79 | — | — | — | — | — | — | — | — | |
| FSRCNNupscaling factor=2, training dataset=91-image and General-1002016.08 | 32.63 | — | — | — | — | — | — | — | — | |
| SCNupscaling factor=22016.08 | 32.56 | — | — | — | — | — | — | — | — | |
| SRFupscaling factor=22016.08 | 32.52 | — | — | — | — | — | — | — | — | |
| SRCNN-Exupscaling factor=22016.08 | 32.45 | — | — | — | — | — | — | — | — | |
| SRCNNScale=2, Kernel=Bicubic, Channel=Y2017.04 | 32.43 | — | — | — | — | — | — | — | — | |
| A+upscaling factor=22016.08 | 32.28 | — | — | — | — | — | — | — | — | |
| FSRCNN-supscaling factor=2, training dataset=91-image and General-1002016.08 | 32.28 | — | — | — | — | — | — | — | — | |
| SRBM3DCScale=2, Kernel=Bicubic, Channel=Y2017.04 | 32.25 | — | — | — | — | — | — | — | — | |
| SRCNNupscaling factor=22016.08 | 32.18 | — | — | — | — | — | — | — | — | |
| KKupscaling factor=22016.08 | 32.11 | — | — | — | — | — | — | — | — | |
| SRBM3DGScale=2, Kernel=Bicubic, Channel=Y2017.04 | 32.09 | — | — | — | — | — | — | — | — | |
| SPMSRScale=2, Kernel=Bicubic, Channel=Y2017.04 | 31.96 | — | — | — | — | — | — | — | — | |
| VDSRScale=2, Kernel=Bicubic, Channel=RGB2017.04 | 30.9 | — | — | — | — | — | — | — | — | |
| Proposed_LScale=2, Kernel=Bicubic, Channel=RGB2017.04 | 30.79 | — | — | — | — | — | — | — | — | |
| Proposed_CScale=2, Kernel=Bicubic, Channel=RGB2017.04 | 30.78 | — | — | — | — | — | — | — | — | |
| SRCNNScale=2, Kernel=Bicubic, Channel=RGB2017.04 | 30.43 | — | — | — | — | — | — | — | — | |
| SRBM3DCScale=2, Kernel=Bicubic, Channel=RGB2017.04 | 30.32 | — | — | — | — | — | — | — | — | |
| Bicubicupscaling factor=22016.08 | 30.23 | — | — | — | — | — | — | — | — | |
| SRBM3DGScale=2, Kernel=Bicubic, Channel=RGB2017.04 | 30.15 | — | — | — | — | — | — | — | — | |
| SPMSRScale=2, Kernel=Bicubic, Channel=RGB2017.04 | 30.05 | — | — | — | — | — | — | — | — | |
| VDSRScale=3, Kernel=Bicubic, Channel=Y2017.04 | 29.77 | — | — | — | — | — | — | — | — | |
| Proposed_LScale=3, Kernel=Gaussian, Channel=Y2017.04 | 29.63 | — | — | — | — | — | — | — | — | |
| Proposed_LScale=3, Kernel=Bicubic, Channel=Y2017.04 | 29.61 | — | — | — | — | — | — | — | — | |
| SRBM3DScale=3, Kernel=Bicubic, Channel=Y2017.04 | 29.6 | — | — | — | — | — | — | — | — | |
| Proposed_CScale=3, Kernel=Gaussian, Channel=Y2017.04 | 29.55 | — | — | — | — | — | — | — | — | |
| Proposed_CScale=3, Kernel=Bicubic, Channel=Y2017.04 | 29.5 | — | — | — | — | — | — | — | — | |
| FSRCNNupscaling factor=3, training dataset=91-image and General-1002016.08 | 29.43 | — | — | — | — | — | — | — | — | |
| SCNupscaling factor=32016.08 | 29.41 | — | — | — | — | — | — | — | — | |
| SRBM3DCScale=3, Kernel=Gaussian, Channel=Y2017.04 | 29.39 | — | — | — | — | — | — | — | — | |
| SRCNN-Exupscaling factor=32016.08 | 29.3 | — | — | — | — | — | — | — | — | |
| SRCNNScale=3, Kernel=Bicubic, Channel=Y2017.04 | 29.27 | — | — | — | — | — | — | — | — | |
| SRBM3DCScale=3, Kernel=Bicubic, Channel=Y2017.04 | 29.27 | — | — | — | — | — | — | — | — | |
| NCSRScale=3, Kernel=Gaussian, Channel=Y2017.04 | 29.26 | — | — | — | — | — | — | — | — | |
| SRFupscaling factor=32016.08 | 29.23 | — | — | — | — | — | — | — | — | |
| SRBM3DGScale=3, Kernel=Gaussian, Channel=Y2017.04 | 29.18 | — | — | — | — | — | — | — | — | |
| A+upscaling factor=32016.08 | 29.13 | — | — | — | — | — | — | — | — | |
| FSRCNN-supscaling factor=3, training dataset=91-image and General-1002016.08 | 29.13 | — | — | — | — | — | — | — | — | |
| SRBM3DGScale=3, Kernel=Bicubic, Channel=Y2017.04 | 29.11 | — | — | — | — | — | — | — | — | |
| SRCNNupscaling factor=32016.08 | 29 | — | — | — | — | — | — | — | — | |
| KKupscaling factor=32016.08 | 28.94 | — | — | — | — | — | — | — | — | |
| SPMSRScale=3, Kernel=Bicubic, Channel=Y2017.04 | 28.93 | — | — | — | — | — | — | — | — | |
| SPMSRScale=3, Kernel=Gaussian, Channel=Y2017.04 | 28.89 | — | — | — | — | — | — | — | — | |
| VDSRScale=3, Kernel=Bicubic, Channel=RGB2017.04 | 27.85 | — | — | — | — | — | — | — | — | |
| VDSRScale=3, Kernel=Gaussian, Channel=Y2017.04 | 27.8 | — | — | — | — | — | — | — | — | |
| Proposed_LScale=3, Kernel=Bicubic, Channel=RGB2017.04 | 27.72 | — | — | — | — | — | — | — | — | |
| SRCNNScale=3, Kernel=Gaussian, Channel=Y2017.04 | 27.71 | — | — | — | — | — | — | — | — | |
| Proposed_CScale=3, Kernel=Gaussian, Channel=RGB2017.04 | 27.7 | — | — | — | — | — | — | — | — | |
| Proposed_CScale=3, Kernel=Bicubic, Channel=RGB2017.04 | 27.67 | — | — | — | — | — | — | — | — | |
| SCNupscaling factor=42016.08 | 27.64 | — | — | — | — | — | — | — | — | |
| SRBM3DCScale=3, Kernel=Gaussian, Channel=RGB2017.04 | 27.6 | — | — | — | — | — | — | — | — | |
| FSRCNNupscaling factor=4, training dataset=91-image and General-1002016.08 | 27.59 | — | — | — | — | — | — | — | — | |
| Proposed_LScale=3, Kernel=Gaussian, Channel=RGB2017.04 | 27.59 | — | — | — | — | — | — | — | — | |
| Bicubicupscaling factor=32016.08 | 27.54 | — | — | — | — | — | — | — | — | |
| SRCNN-Exupscaling factor=42016.08 | 27.5 | — | — | — | — | — | — | — | — | |
| SRBM3DCScale=3, Kernel=Bicubic, Channel=RGB2017.04 | 27.47 | — | — | — | — | — | — | — | — | |
| SRCNNScale=3, Kernel=Bicubic, Channel=RGB2017.04 | 27.44 | — | — | — | — | — | — | — | — | |
| SRFupscaling factor=42016.08 | 27.41 | — | — | — | — | — | — | — | — | |
| A+upscaling factor=42016.08 | 27.32 | — | — | — | — | — | — | — | — | |
| SRBM3DGScale=3, Kernel=Bicubic, Channel=RGB2017.04 | 27.32 | — | — | — | — | — | — | — | — | |
| SRBM3DGScale=3, Kernel=Gaussian, Channel=RGB2017.04 | 27.24 | — | — | — | — | — | — | — | — | |
| SRCNNupscaling factor=42016.08 | 27.2 | — | — | — | — | — | — | — | — | |
| FSRCNN-supscaling factor=4, training dataset=91-image and General-1002016.08 | 27.19 | — | — | — | — | — | — | — | — | |
| SPMSRScale=3, Kernel=Bicubic, Channel=RGB2017.04 | 27.17 | — | — | — | — | — | — | — | — | |
| KKupscaling factor=42016.08 | 27.14 | — | — | — | — | — | — | — | — | |
| SPMSRScale=3, Kernel=Gaussian, Channel=RGB2017.04 | 27.01 | — | — | — | — | — | — | — | — | |
| NCSRScale=3, Kernel=Gaussian, Channel=RGB2017.04 | 26.98 | — | — | — | — | — | — | — | — | |
| VDSRScale=3, Kernel=Gaussian, Channel=RGB2017.04 | 26.11 | — | — | — | — | — | — | — | — | |
| SRCNNScale=3, Kernel=Gaussian, Channel=RGB2017.04 | 26.02 | — | — | — | — | — | — | — | — | |
| Bicubicupscaling factor=42016.08 | 26 | — | — | — | — | — | — | — | — | |
| Implicit Adaptive DropoutBackbone=RRDB2025.06 | 22.61 | — | — | — | — | — | — | — | — | |
| Explicit Adaptive DropoutBackbone=RRDB2025.06 | 22.56 | — | — | — | — | — | — | — | — | |
| Simple-AlignBackbone=RRDB2025.06 | 22.51 | — | — | — | — | — | — | — | — | |
| Explicit Adaptive DropoutBackbone=SRResNet2025.06 | 22.34 | — | — | — | — | — | — | — | — | |
| Implicit Adaptive DropoutBackbone=SRResNet2025.06 | 22.32 | — | — | — | — | — | — | — | — | |
| Simple-AlignBackbone=SRResNet2025.06 | 22.31 | — | — | — | — | — | — | — | — | |
| DropoutBackbone=SRResNet, Scale=x42025.06 | — | 23.11 | 22.92 | 20.61 | 22.16 | 21.87 | 22.01 | 21.64 | 21.86 | |
| DropoutBackbone=SwinIR, Scale=x42025.06 | — | 23.8 | 23.36 | 21.59 | 23.09 | 22.4 | 22.24 | 21.84 | 22.17 | |
| Explicit Adaptive DropoutBackbone=SRResNet, Scale=x42025.06 | — | 23.42 | 23.2 | 21.14 | 22.46 | 22.15 | 22.29 | 21.84 | 22.09 | |
| Explicit Adaptive DropoutBackbone=SwinIR, Scale=x42025.06 | — | 23.92 | 23.56 | 21.67 | 23.29 | 22.91 | 22.41 | 22.19 | 22.3 | |
| Implicit Adaptive DropoutBackbone=SRResNet, Scale=x42025.06 | — | 23.47 | 23.21 | 21.15 | 22.51 | 22.12 | 22.29 | 21.84 | 22.13 | |
| Implicit Adaptive DropoutBackbone=SwinIR, Scale=x42025.06 | — | 23.95 | 23.41 | 21.69 | 23.19 | 22.78 | 22.36 | 22.19 | 22.23 | |
| SRResNetRegularization=None, Scale=x42025.06 | — | 22.6 | 22.5 | 20.81 | 21.84 | 21.81 | 21.7 | 21.44 | 21.59 | |
| SwinIRRegularization=None, Scale=x42025.06 | — | 23.76 | 23.47 | 21.56 | 23.04 | 22.2 | 22.26 | 21.82 | 22.11 |