Super-resolution on Set14 (test)
34.95PSNRATD
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ATDScale=2x2024.11 | 34.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MambaIRv2Scale=2x2024.11 | 34.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLITEncoder=SwinIR, Upsampling Scale=x22023.03 | 34.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LTEEncoder=SwinIR, Upsampling Scale=x22023.03 | 34.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLITEncoder=RDN, Upsampling Scale=x22023.03 | 34.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SwinIREncoder=SwinIR, Upsampling Scale=x22023.03 | 34.14 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Meta-SREncoder=SwinIR, Upsampling Scale=x22023.03 | 34.14 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LIIFEncoder=SwinIR, Upsampling Scale=x22023.03 | 34.14 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RCANScale=x2, Kernel Width=0, Time=170ms2021.04 | 34.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LTEEncoder=RDN, Upsampling Scale=x22023.03 | 34.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RDNEncoder=RDN, Upsampling Scale=x22023.03 | 34.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Meta-SREncoder=RDN, Upsampling Scale=x22023.03 | 33.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LIIFEncoder=RDN, Upsampling Scale=x22023.03 | 33.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UltraSREncoder=RDN, Upsampling Scale=x22023.03 | 33.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IPEEncoder=RDN, Upsampling Scale=x22023.03 | 33.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DUKDScale=x2, Backbone=RCAN2023.09 | 33.9 | 0.9201 | — | — | — | — | — | — | — | — | — | — | — | — | |
| KDScale=x2, Backbone=RCAN2023.09 | 33.83 | 0.9197 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FAKD*Scale=x2, Backbone=RCAN2023.09 | 33.83 | 0.9199 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TL-Conv2026.04 | 33.8 | 0.9217 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ScratchScale=x2, Backbone=RCAN2023.09 | 33.78 | 0.9194 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RKDScale=x2, Backbone=RCAN2023.09 | 33.78 | 0.9191 | — | — | — | — | — | — | — | — | — | — | — | — | |
| B-Convgroup=p82026.04 | 33.73 | 0.9208 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATScale=x2, Backbone=RCAN2023.09 | 33.7 | 0.9187 | — | — | — | — | — | — | — | — | — | — | — | — | |
| F-Convgroup=p82026.04 | 33.7 | 0.9205 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CNN2026.04 | 33.62 | 0.9198 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SelNetScale=x2, Params=974K, Mult-Adds=225.7G2018.03 | 33.61 | 0.916 | — | — | — | — | — | — | — | — | — | — | — | — | |
| G-CNNgroup=p42026.04 | 33.61 | 0.9197 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FitNetScale=x2, Backbone=RCAN2023.09 | 33.57 | 0.9174 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Har-Netgroup=p82026.04 | 33.53 | 0.9192 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CARNScale=x2, Params=1,592K, Mult-Adds=222.8G2018.03 | 33.52 | 0.9166 | — | — | — | — | — | — | — | — | — | — | — | — | |
| E2-CNNgroup=p82026.04 | 33.51 | 0.9191 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CNFScale=x2, Params=337K, Mult-Adds=311.0G2018.03 | 33.38 | 0.9136 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDTBNetwork=EDSR, Scale=x2, Bit-width=4-bit2022.06 | 33.35 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DASRScale=x2, Kernel Width=0, Time=71ms2021.04 | 33.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NIPQNetwork=EDSR, Scale=x2, Bit-width=4-bit2022.06 | 33.29 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MemNetScale=x2, Params=677K, Mult-Adds=2,662.4G2018.03 | 33.28 | 0.9142 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CARN-MScale=x2, Params=412K, Mult-Adds=91.2G2018.03 | 33.26 | 0.9141 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TFLiteNetwork=EDSR, Scale=x2, Bit-width=4-bit2022.06 | 33.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRRNScale=x22018.05 | 33.23 | 0.914 | — | 8.32 | — | — | — | — | — | — | — | — | — | — | |
| DRRNScale=x2, Params=297K, Mult-Adds=6,796.9G2018.03 | 33.23 | 0.9136 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BTSRNScale=x2, Params=410K, Mult-Adds=207.7G2018.03 | 33.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PACTNetwork=EDSR, Scale=x2, Bit-width=4-bit2022.06 | 33.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PAMSNetwork=EDSR, Scale=x2, Bit-width=4-bit2022.06 | 33.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NIPQNetwork=EDSR, Scale=x2, Bit-width=3-bit2022.06 | 33.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDTBNetwork=EDSR, Scale=x2, Bit-width=3-bit2022.06 | 33.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PDO-eConvgroup=p82026.04 | 33.17 | 0.9161 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DSRNScale=x22018.05 | 33.15 | 0.913 | — | 8.169 | — | — | — | — | — | — | — | — | — | — | |
| LapSRNScale=x22018.05 | 33.08 | 0.913 | — | 8.505 | — | — | — | — | — | — | — | — | — | — | |
| LapSRNScale=x2, Params=813K, Mult-Adds=29.9G2018.03 | 33.08 | 0.913 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRCNScale=x2, Params=1,774K, Mult-Adds=17,974.3G2018.03 | 33.04 | 0.9118 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VDSRScale=x22015.11 | 33.03 | 0.9124 | 0.25 | — | — | — | — | — | — | — | — | — | — | — | |
| VDSRScale=x2, Params=665K, Mult-Adds=612.6G2018.03 | 33.03 | 0.9124 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PACTNetwork=EDSR, Scale=x2, Bit-width=3-bit2022.06 | 32.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRCNScale=x22018.05 | 32.98 | 0.913 | — | 8.025 | — | — | — | — | — | — | — | — | — | — | |
| TFLiteNetwork=EDSR, Scale=x2, Bit-width=3-bit2022.06 | 32.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VDSRScale=x22018.05 | 32.97 | 0.913 | — | 7.878 | — | — | — | — | — | — | — | — | — | — | |
| DASRScale=x2, Kernel Width=0.6, Time=71ms2021.04 | 32.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SEDSR-GradResiduallearning rate=0.0003, averaging protocol=final 25% evaluations over 3 random seeds, alpha=32026.02 | 32.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDSR-GradResiduallearning rate=0.0003, averaging protocol=final 25% evaluations over 3 random seeds, alpha=-32026.02 | 32.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDSRlearning rate=0.0003, averaging protocol=final 25% evaluations over 3 random seeds2026.02 | 32.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SEDSRlearning rate=0.0003, averaging protocol=final 25% evaluations over 3 random seeds2026.02 | 32.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DoReFaNetwork=EDSR, Scale=x2, Bit-width=4-bit2022.06 | 32.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DASRScale=x2, Kernel Width=1.2, Time=71ms2021.04 | 32.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FSRCNNScale=x22018.05 | 32.73 | 0.909 | — | 7.843 | — | — | — | — | — | — | — | — | — | — | |
| DoReFaNetwork=EDSR, Scale=x2, Bit-width=3-bit2022.06 | 32.73 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FSRCNNScale=x2, Params=12K, Mult-Adds=6.0G2018.03 | 32.63 | 0.9088 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PAMSNetwork=EDSR, Scale=x2, Bit-width=3-bit2022.06 | 32.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SelfExSRScale=x22018.05 | 32.44 | 0.906 | — | 8.014 | — | — | — | — | — | — | — | — | — | — | |
| SRCNNScale=x22015.11 | 32.42 | 0.9063 | 4.32 | — | — | — | — | — | — | — | — | — | — | — | |
| SCNScale=x22018.05 | 32.42 | 0.904 | — | 7.085 | — | — | — | — | — | — | — | — | — | — | |
| SRCNNScale=x2, Params=57K, Mult-Adds=52.7G2018.03 | 32.42 | 0.9063 | — | — | — | — | — | — | — | — | — | — | — | — | |
| A+Scale=x22018.05 | 32.4 | 0.906 | — | 8.201 | — | — | — | — | — | — | — | — | — | — | |
| RFLScale=x22018.05 | 32.36 | 0.905 | — | 7.684 | — | — | — | — | — | — | — | — | — | — | |
| RCANScale=x2, Kernel Width=0.6, Time=170ms2021.04 | 32.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRCNNScale=x22018.05 | 32.29 | 0.903 | — | 7.829 | — | — | — | — | — | — | — | — | — | — | |
| A+Scale=x22015.11 | 32.28 | 0.9056 | 0.86 | — | — | — | — | — | — | — | — | — | — | — | |
| RFLScale=x22015.11 | 32.26 | 0.904 | 1.13 | — | — | — | — | — | — | — | — | — | — | — | |
| SelfExScale=x22015.11 | 32.22 | 0.9034 | 105 | — | — | — | — | — | — | — | — | — | — | — | |
| MZSR + PredictorScale=x2, Kernel Width=0, Time=90ms2021.04 | 31.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DASRScale=x2, Kernel Width=1.8, Time=71ms2021.04 | 31.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRResNet-GradResidualScaling=sample-based2026.02 | 31.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRMDNF + PredictorScale=x2, Kernel Width=0, Time=9ms2021.04 | 31.48 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRMDNF + PredictorScale=x2, Kernel Width=0.6, Time=9ms2021.04 | 31.35 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MZSR + PredictorScale=x2, Kernel Width=0.6, Time=90ms2021.04 | 31.33 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRResNetScaling=sample-based2026.02 | 31.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MZSR + PredictorScale=x2, Kernel Width=1.2, Time=90ms2021.04 | 30.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLITEncoder=SwinIR, Upsampling Scale=x32023.03 | 30.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LTEEncoder=SwinIR, Upsampling Scale=x32023.03 | 30.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRMDNF + PredictorScale=x2, Kernel Width=1.2, Time=9ms2021.04 | 30.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SwinIREncoder=SwinIR, Upsampling Scale=x32023.03 | 30.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LIIFEncoder=SwinIR, Upsampling Scale=x32023.03 | 30.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLITEncoder=RDN, Upsampling Scale=x32023.03 | 30.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Meta-SREncoder=SwinIR, Upsampling Scale=x32023.03 | 30.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RCANScale=x3, Kernel Width=0, Time=167ms2021.04 | 30.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UltraSREncoder=RDN, Upsampling Scale=x32023.03 | 30.59 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LTEEncoder=RDN, Upsampling Scale=x32023.03 | 30.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RDNEncoder=RDN, Upsampling Scale=x32023.03 | 30.57 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Meta-SREncoder=RDN, Upsampling Scale=x32023.03 | 30.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DUKDScale=x3, Backbone=RCAN2023.09 | 30.54 | 0.8458 | — | — | — | — | — | — | — | — | — | — | — | — | |
| LIIFEncoder=RDN, Upsampling Scale=x32023.03 | 30.53 | — | — | — | — | — | — | — | — | — | — | — | — | — |