Super-resolution on Urban100 (test)
34.7PSNRATD
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ATDScale=2x2024.11 | 34.7 | — | — | — | — | — | — | — | |
| MambaIRv2Scale=2x2024.11 | 34.49 | — | — | — | — | — | — | — | |
| RCANScale=x2, Kernel Width=0, Time=170ms2021.04 | 33.34 | — | — | — | — | — | — | — | |
| DUKDScale=x2, Backbone=RCAN2023.09 | 32.87 | 0.9349 | — | — | — | — | — | — | |
| RKDScale=x2, Backbone=RCAN2023.09 | 32.7 | 0.933 | — | — | — | — | — | — | |
| KDScale=x2, Backbone=RCAN2023.09 | 32.67 | 0.9329 | — | — | — | — | — | — | |
| FAKD*Scale=x2, Backbone=RCAN2023.09 | 32.65 | 0.933 | — | — | — | — | — | — | |
| ScratchScale=x2, Backbone=RCAN2023.09 | 32.63 | 0.9327 | — | — | — | — | — | — | |
| TL-Conv2026.04 | 32.55 | 0.9337 | — | — | — | — | — | — | |
| B-Convgroup=p82026.04 | 32.49 | 0.933 | — | — | — | — | — | — | |
| ATScale=x2, Backbone=RCAN2023.09 | 32.48 | 0.9313 | — | — | — | — | — | — | |
| F-Convgroup=p82026.04 | 32.36 | 0.9313 | — | — | — | — | — | — | |
| G-CNNgroup=p42026.04 | 32.27 | 0.9306 | — | — | — | — | — | — | |
| CNN2026.04 | 32.17 | 0.9297 | — | — | — | — | — | — | |
| FitNetScale=x2, Backbone=RCAN2023.09 | 32.06 | 0.9279 | — | — | — | — | — | — | |
| Har-Netgroup=p82026.04 | 31.99 | 0.9281 | — | — | — | — | — | — | |
| E2-CNNgroup=p82026.04 | 31.99 | 0.9283 | — | — | — | — | — | — | |
| DASRScale=x2, Kernel Width=0, Time=71ms2021.04 | 31.49 | — | — | — | — | — | — | — | |
| DDTBNetwork=EDSR, Scale=x2, Bit-width=4-bit2022.06 | 31.39 | — | — | — | — | — | — | — | |
| NIPQNetwork=EDSR, Scale=x2, Bit-width=4-bit2022.06 | 31.36 | — | — | — | — | — | — | — | |
| NIPQNetwork=EDSR, Scale=x2, Bit-width=3-bit2022.06 | 31.13 | — | — | — | — | — | — | — | |
| TFLiteNetwork=EDSR, Scale=x2, Bit-width=4-bit2022.06 | 31.11 | — | — | — | — | — | — | — | |
| PAMSNetwork=EDSR, Scale=x2, Bit-width=4-bit2022.06 | 31.1 | — | — | — | — | — | — | — | |
| PACTNetwork=EDSR, Scale=x2, Bit-width=4-bit2022.06 | 31.09 | — | — | — | — | — | — | — | |
| DDTBNetwork=EDSR, Scale=x2, Bit-width=3-bit2022.06 | 31.01 | — | — | — | — | — | — | — | |
| PDO-eConvgroup=p82026.04 | 30.91 | 0.9159 | — | — | — | — | — | — | |
| VDSRScale=x22015.11 | 30.76 | 0.914 | 0.98 | — | — | — | — | — | |
| DASRScale=x2, Kernel Width=0.6, Time=71ms2021.04 | 30.71 | — | — | — | — | — | — | — | |
| PACTNetwork=EDSR, Scale=x2, Bit-width=3-bit2022.06 | 30.57 | — | — | — | — | — | — | — | |
| TFLiteNetwork=EDSR, Scale=x2, Bit-width=3-bit2022.06 | 30.48 | — | — | — | — | — | — | — | |
| DASRScale=x2, Kernel Width=1.2, Time=71ms2021.04 | 30.36 | — | — | — | — | — | — | — | |
| DoReFaNetwork=EDSR, Scale=x2, Bit-width=4-bit2022.06 | 30.17 | — | — | — | — | — | — | — | |
| SEDSR-GradResiduallearning rate=0.0003, averaging protocol=final 25% evaluations over 3 random seeds, alpha=32026.02 | 30.06 | — | — | — | — | — | — | — | |
| DoReFaNetwork=EDSR, Scale=x2, Bit-width=3-bit2022.06 | 30 | — | — | — | — | — | — | — | |
| EDSR-GradResiduallearning rate=0.0003, averaging protocol=final 25% evaluations over 3 random seeds, alpha=-32026.02 | 29.99 | — | — | — | — | — | — | — | |
| EDSRlearning rate=0.0003, averaging protocol=final 25% evaluations over 3 random seeds2026.02 | 29.93 | — | — | — | — | — | — | — | |
| SEDSRlearning rate=0.0003, averaging protocol=final 25% evaluations over 3 random seeds2026.02 | 29.81 | — | — | — | — | — | — | — | |
| RCANScale=x2, Kernel Width=0.6, Time=170ms2021.04 | 29.8 | — | — | — | — | — | — | — | |
| SelfExScale=x22015.11 | 29.54 | 0.8967 | 663.98 | — | — | — | — | — | |
| SRCNNScale=x22015.11 | 29.5 | 0.8946 | 22.12 | — | — | — | — | — | |
| PAMSNetwork=EDSR, Scale=x2, Bit-width=3-bit2022.06 | 29.5 | — | — | — | — | — | — | — | |
| MZSR + PredictorScale=x2, Kernel Width=0, Time=90ms2021.04 | 29.49 | — | — | — | — | — | — | — | |
| A+Scale=x22015.11 | 29.2 | 0.8938 | 2.96 | — | — | — | — | — | |
| RFLScale=x22015.11 | 29.11 | 0.8904 | 3.62 | — | — | — | — | — | |
| RCANScale=x3, Kernel Width=0, Time=167ms2021.04 | 29.09 | — | — | — | — | — | — | — | |
| SRMDNF + PredictorScale=x2, Kernel Width=0, Time=9ms2021.04 | 29.05 | — | — | — | — | — | — | — | |
| MZSR + PredictorScale=x2, Kernel Width=0.6, Time=90ms2021.04 | 29.01 | — | — | — | — | — | — | — | |
| DASRScale=x2, Kernel Width=1.8, Time=71ms2021.04 | 28.95 | — | — | — | — | — | — | — | |
| DUKDScale=x3, Backbone=RCAN2023.09 | 28.79 | 0.8646 | — | — | — | — | — | — | |
| KANONoise factor (N)=0, Sampling scale=22025.12 | 28.67 | — | — | — | — | — | — | — | |
| KDScale=x3, Backbone=RCAN2023.09 | 28.62 | 0.8612 | — | — | — | — | — | — | |
| FAKD*Scale=x3, Backbone=RCAN2023.09 | 28.62 | 0.8612 | — | — | — | — | — | — | |
| RKDScale=x3, Backbone=RCAN2023.09 | 28.6 | 0.861 | — | — | — | — | — | — | |
| ScratchScale=x3, Backbone=RCAN2023.09 | 28.59 | 0.861 | — | — | — | — | — | — | |
| MZSR + PredictorScale=x2, Kernel Width=1.2, Time=90ms2021.04 | 28.43 | — | — | — | — | — | — | — | |
| ATScale=x3, Backbone=RCAN2023.09 | 28.43 | 0.8577 | — | — | — | — | — | — | |
| SRMDNF + PredictorScale=x2, Kernel Width=0.6, Time=9ms2021.04 | 28.42 | — | — | — | — | — | — | — | |
| SRResNet-GradResidualScaling=sample-based2026.02 | 28.27 | — | — | — | — | — | — | — | |
| FitNetScale=x3, Backbone=RCAN2023.09 | 27.89 | 0.8472 | — | — | — | — | — | — | |
| DASRScale=x3, Kernel Width=0, Time=70ms2021.04 | 27.65 | — | — | — | — | — | — | — | |
| SRResNetScaling=sample-based2026.02 | 27.58 | — | — | — | — | — | — | — | |
| EDSRNoise factor (N)=0, Sampling scale=22025.12 | 27.54 | — | — | — | — | — | — | — | |
| SRMDNF + PredictorScale=x2, Kernel Width=1.2, Time=9ms2021.04 | 27.43 | — | — | — | — | — | — | — | |
| SwinIR#param=11.9M, Scale=x42023.12 | 27.37 | — | — | — | — | — | — | — | |
| DASRScale=x3, Kernel Width=0.8, Time=70ms2021.04 | 27.36 | — | — | — | — | — | — | — | |
| Full-ft#param=119M, Scale=x42023.12 | 27.31 | — | — | — | — | — | — | — | |
| FacT#param=537K, Scale=x42023.12 | 27.23 | — | — | — | — | — | — | — | |
| AdaptIR#param=370K, Scale=x42023.12 | 27.22 | — | — | — | — | — | — | — | |
| Adapter#param=691K, Scale=x42023.12 | 27.21 | — | — | — | — | — | — | — | |
| Adaptfor.#param=677K, Scale=x42023.12 | 27.21 | — | — | — | — | — | — | — | |
| VPT#param=884K, Scale=x42023.12 | 27.2 | — | — | — | — | — | — | — | |
| LORA#param=995K, Scale=x42023.12 | 27.2 | — | — | — | — | — | — | — | |
| PretrainScale=x42023.12 | 27.18 | — | — | — | — | — | — | — | |
| KANONoise factor (N)=5, Sampling scale=22025.12 | 27.16 | — | — | — | — | — | — | — | |
| VDSRScale=x32015.11 | 27.14 | 0.8279 | 1.08 | — | — | — | — | — | |
| SRMDNF + PredictorScale=x2, Kernel Width=1.8, Time=9ms2021.04 | 27.12 | — | — | — | — | — | — | — | |
| RCANScale=x3, Kernel Width=0.8, Time=167ms2021.04 | 26.89 | — | — | — | — | — | — | — | |
| BicubicScale=x22015.11 | 26.88 | 0.8403 | 0 | — | — | — | — | — | |
| BicubicScale=x2, Kernel Width=02021.04 | 26.88 | — | — | — | — | — | — | — | |
| DASRScale=x3, Kernel Width=1.6, Time=70ms2021.04 | 26.86 | — | — | — | — | — | — | — | |
| RCAN#param=15.6M, Scale=x42023.12 | 26.82 | — | — | — | — | — | — | — | |
| SAN#param=15.9M, Scale=x42023.12 | 26.79 | — | — | — | — | — | — | — | |
| SRMDNF + PredictorScale=x3, Kernel Width=0, Time=6ms2021.04 | 26.75 | — | — | — | — | — | — | — | |
| CAMixerSRScale=x4, #Params=765K, #MAdds=53.8G2024.02 | 26.63 | 0.8012 | — | — | — | — | — | — | |
| DUKDScale=x4, Backbone=RCAN2023.09 | 26.62 | 0.802 | — | — | — | — | — | — | |
| SRMDNF + PredictorScale=x3, Kernel Width=0.8, Time=6ms2021.04 | 26.61 | — | — | — | — | — | — | — | |
| RCANScale=x4, Kernel Width=0, Time=165ms2021.04 | 26.61 | — | — | — | — | — | — | — | |
| ELAN-lightScale=x4, #Params=601K, #MAdds=43.2G2024.02 | 26.54 | 0.7982 | — | — | — | — | — | — | |
| SwinIR-NGScale=x4, #Params=1201K, #MAdds=63.0G2024.02 | 26.54 | 0.7998 | — | — | — | — | — | — | |
| DATSR-recSR paradigm=RefSR, Loss=reconstruction loss2022.07 | 26.52 | 0.798 | — | — | — | — | — | — | |
| FAKD*Scale=x4, Backbone=RCAN2023.09 | 26.5 | 0.798 | — | — | — | — | — | — | |
| KDScale=x4, Backbone=RCAN2023.09 | 26.49 | 0.798 | — | — | — | — | — | — | |
| SwinIR-lightScale=x4, #Params=930K, #MAdds=61.7G2024.02 | 26.47 | 0.798 | — | — | — | — | — | — | |
| RKDScale=x4, Backbone=RCAN2023.09 | 26.47 | 0.7981 | — | — | — | — | — | — | |
| NGswinScale=x4, #Params=1019K, #MAdds=36.4G2024.02 | 26.45 | 0.7963 | — | — | — | — | — | — | |
| SelfExScale=x32015.11 | 26.44 | 0.8088 | 473.6 | — | — | — | — | — | |
| DiVANetScale=x4, #Params=939K, #MAdds=57.0G2024.02 | 26.42 | 0.7958 | — | — | — | — | — | — | |
| KANONoise factor (N)=0, Sampling scale=32025.12 | 26.42 | — | — | — | — | — | — | — | |
| MZSR + PredictorScale=x2, Kernel Width=1.8, Time=90ms2021.04 | 26.39 | — | — | — | — | — | — | — | |
| ScratchScale=x4, Backbone=RCAN2023.09 | 26.37 | 0.7949 | — | — | — | — | — | — |