Super-Resolution on Set5
38.35PSNRSwinIR
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SwinIRScale=x2, Evaluation Regime=In-scale, Backbone=SwinIR2021.11 | 38.35 | — | — | |
| LTEScale=x2, Evaluation Regime=In-scale, Backbone=SwinIR2021.11 | 38.33 | — | — | |
| LIIFScale=x2, Evaluation Regime=In-scale, Backbone=SwinIR2021.11 | 38.28 | — | — | |
| MetaSRScale=x2, Evaluation Regime=In-scale, Backbone=SwinIR2021.11 | 38.26 | — | — | |
| RDNScale=x2, Evaluation Regime=In-scale, Backbone=RDN2021.11 | 38.24 | — | — | |
| LTEScale=x2, Evaluation Regime=In-scale, Backbone=RDN2021.11 | 38.23 | — | — | |
| MetaSRScale=x2, Evaluation Regime=In-scale, Backbone=RDN2021.11 | 38.22 | — | — | |
| LIIFScale=x2, Evaluation Regime=In-scale, Backbone=RDN2021.11 | 38.17 | — | — | |
| DRCNScale=2x2017.04 | 37.63 | 0.959 | 8.326 | |
| VDSRScale=2x2017.04 | 37.53 | 0.958 | 8.19 | |
| LapSRN (ours 2x)Scale=2x2017.04 | 37.52 | 0.959 | 9.01 | |
| LapSRN (ours 8x)Scale=2x2017.04 | 37.25 | 0.957 | 8.527 | |
| FSRCNNScale=2x2017.04 | 36.99 | 0.955 | 8.2 | |
| SRCNNScale=2x2017.04 | 36.65 | 0.954 | 8.165 | |
| RFLScale=2x2017.04 | 36.55 | 0.954 | 8.006 | |
| A+Scale=2x2017.04 | 36.54 | 0.954 | 8.715 | |
| SCNScale=2x2017.04 | 36.52 | 0.953 | 7.358 | |
| SelfExSRScale=2x2017.04 | 36.49 | 0.954 | 8.391 | |
| SwinIRScale=x3, Evaluation Regime=In-scale, Backbone=SwinIR2021.11 | 34.89 | — | — | |
| LTEScale=x3, Evaluation Regime=In-scale, Backbone=SwinIR2021.11 | 34.89 | — | — | |
| LIIFScale=x3, Evaluation Regime=In-scale, Backbone=SwinIR2021.11 | 34.87 | — | — | |
| MetaSRScale=x3, Evaluation Regime=In-scale, Backbone=SwinIR2021.11 | 34.77 | — | — | |
| LTEScale=x3, Evaluation Regime=In-scale, Backbone=RDN2021.11 | 34.72 | — | — | |
| RDNScale=x3, Evaluation Regime=In-scale, Backbone=RDN2021.11 | 34.71 | — | — | |
| LIIFScale=x3, Evaluation Regime=In-scale, Backbone=RDN2021.11 | 34.68 | — | — | |
| MetaSRScale=x3, Evaluation Regime=In-scale, Backbone=RDN2021.11 | 34.63 | — | — | |
| BicubicScale=2x2017.04 | 33.65 | 0.93 | 6.166 | |
| LTEScale=x4, Evaluation Regime=In-scale, Backbone=SwinIR2021.11 | 32.81 | — | — | |
| LIIFScale=x4, Evaluation Regime=In-scale, Backbone=SwinIR2021.11 | 32.73 | — | — | |
| SwinIRScale=x4, Evaluation Regime=In-scale, Backbone=SwinIR2021.11 | 32.72 | — | — | |
| LTEScale=x4, Evaluation Regime=In-scale, Backbone=RDN2021.11 | 32.61 | — | — | |
| LIIFScale=x4, Evaluation Regime=In-scale, Backbone=RDN2021.11 | 32.5 | — | — | |
| RDNScale=x4, Evaluation Regime=In-scale, Backbone=RDN2021.11 | 32.47 | — | — | |
| MetaSRScale=x4, Evaluation Regime=In-scale, Backbone=SwinIR2021.11 | 32.47 | — | — | |
| MetaSRScale=x4, Evaluation Regime=In-scale, Backbone=RDN2021.11 | 32.38 | — | — | |
| LapSRN (ours 4x)Scale=4x2017.04 | 31.54 | 0.885 | 3.559 | |
| DRCNScale=4x2017.04 | 31.53 | 0.884 | 3.502 | |
| VDSRScale=4x2017.04 | 31.35 | 0.882 | 3.496 | |
| LapSRN (ours 8x)Scale=4x2017.04 | 31.33 | 0.881 | 3.491 | |
| UDCMAC (x1e9)=1.05, Upsampling scale=4x, Input size=64x642022.01 | 31.31 | — | — | |
| SESRMAC (x1e9)=1.85, Upsampling scale=4x, Input size=64x642022.01 | 31.27 | — | — | |
| UDCMAC (x1e9)=0.79, Upsampling scale=4x, Input size=64x642022.01 | 31.16 | — | — | |
| SESRMAC (x1e9)=1.32, Upsampling scale=4x, Input size=64x642022.01 | 31.14 | — | — | |
| TPSRMAC (x1e9)=3.6, Upsampling scale=4x, Input size=64x642022.01 | 31.1 | — | — | |
| SESRMAC (x1e9)=1.05, Upsampling scale=4x, Input size=64x642022.01 | 30.99 | — | — | |
| UDCMAC (x1e9)=0.53, Upsampling scale=4x, Input size=64x642022.01 | 30.96 | — | — | |
| SESRMAC (x1e9)=0.79, Upsampling scale=4x, Input size=64x642022.01 | 30.75 | — | — | |
| FSRCNNScale=4x2017.04 | 30.71 | 0.865 | 2.994 | |
| FSRCNNMAC (x1e9)=4.63, Upsampling scale=4x, Input size=64x642022.01 | 30.7 | — | — | |
| SRCNNScale=4x2017.04 | 30.49 | 0.862 | 2.997 | |
| SCNScale=4x2017.04 | 30.39 | 0.862 | 2.911 | |
| SelfExSRScale=4x2017.04 | 30.33 | 0.861 | 3.249 | |
| A+Scale=4x2017.04 | 30.3 | 0.859 | 3.26 | |
| RFLScale=4x2017.04 | 30.15 | 0.853 | 3.135 | |
| LTEScale=x6, Evaluation Regime=Out-of-scale, Backbone=SwinIR2021.11 | 29.5 | — | — | |
| LIIFScale=x6, Evaluation Regime=Out-of-scale, Backbone=SwinIR2021.11 | 29.46 | — | — | |
| LTEScale=x6, Evaluation Regime=Out-of-scale, Backbone=RDN2021.11 | 29.32 | — | — | |
| LIIFScale=x6, Evaluation Regime=Out-of-scale, Backbone=RDN2021.11 | 29.15 | — | — | |
| MetaSRScale=x6, Evaluation Regime=Out-of-scale, Backbone=SwinIR2021.11 | 29.09 | — | — | |
| MetaSRScale=x6, Evaluation Regime=Out-of-scale, Backbone=RDN2021.11 | 29.04 | — | — | |
| BATDiffUp-sampling scale=x82026.03 | 28.74 | — | — | |
| BicubicScale=4x2017.04 | 28.42 | 0.81 | 2.337 | |
| CLITUp-sampling scale=x82026.03 | 27.62 | — | — | |
| HIIFUp-sampling scale=x82026.03 | 27.56 | — | — | |
| CiaoSRUp-sampling scale=x82026.03 | 27.45 | — | — | |
| LIIFScale=x8, Evaluation Regime=Out-of-scale, Backbone=SwinIR2021.11 | 27.36 | — | — | |
| LIIFUp-sampling scale=x82026.03 | 27.36 | — | — | |
| LTEScale=x8, Evaluation Regime=Out-of-scale, Backbone=SwinIR2021.11 | 27.35 | — | — | |
| LTEUp-sampling scale=x82026.03 | 27.35 | — | — | |
| LTEScale=x8, Evaluation Regime=Out-of-scale, Backbone=RDN2021.11 | 27.26 | — | — | |
| LIIFScale=x8, Evaluation Regime=Out-of-scale, Backbone=RDN2021.11 | 27.14 | — | — | |
| MetaSRScale=x8, Evaluation Regime=Out-of-scale, Backbone=SwinIR2021.11 | 27.02 | — | — | |
| MetaSRUp-sampling scale=x82026.03 | 27.02 | — | — | |
| MetaSRScale=x8, Evaluation Regime=Out-of-scale, Backbone=RDN2021.11 | 26.96 | — | — | |
| LapSRN (ours 8x)Scale=8x2017.04 | 26.14 | 0.738 | 1.302 | |
| VDSRScale=8x2017.04 | 25.72 | 0.711 | 1.123 | |
| SCNScale=8x2017.04 | 25.59 | 0.705 | 1.063 | |
| A+Scale=8x2017.04 | 25.52 | 0.692 | 1.077 | |
| SelfExSRScale=8x2017.04 | 25.52 | 0.704 | 1.131 | |
| FSRCNNScale=8x2017.04 | 25.41 | 0.682 | 0.989 | |
| RFLScale=8x2017.04 | 25.36 | 0.677 | 0.985 | |
| SRCNNScale=8x2017.04 | 25.33 | 0.689 | 0.938 | |
| Explicit Adaptive DropoutBackbone=RRDB2025.06 | 24.4 | — | — | |
| BicubicScale=8x2017.04 | 24.39 | 0.657 | 0.836 | |
| Implicit Adaptive DropoutBackbone=RRDB2025.06 | 24.38 | — | — | |
| Simple-AlignBackbone=RRDB2025.06 | 24.33 | — | — | |
| Explicit Adaptive DropoutBackbone=SRResNet2025.06 | 24.1 | — | — | |
| Simple-AlignBackbone=SRResNet2025.06 | 24.05 | — | — | |
| Implicit Adaptive DropoutBackbone=SRResNet2025.06 | 24.05 | — | — |