Super-resolution on Urban100 (PSNR, SSIM)
44.01PSNRBAIRNet†
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BAIRNet†Scale=x1.52022.03 | 44.01 | 99.46 | |
| ArbSRScale=x1.52022.03 | 36.92 | 96.97 | |
| Meta-SRScale=x1.52022.03 | 36.91 | 96.96 | |
| LIIFScale=x1.52022.03 | 36.7 | 96.84 | |
| BAIRNet†Scale=x2.52022.03 | 36.62 | 96.79 | |
| IRNScale=x1.52022.03 | 36.52 | 98.11 | |
| RCANScale=x1.52022.03 | 35.93 | 96.6 | |
| HMAScale=x2, Pre-training strategy=true2024.05 | 35.24 | 95.13 | |
| HAT-LScale=x2, Pre-training strategy=true2024.05 | 35.09 | 95.05 | |
| GRLScale=x2, Pre-training strategy=false2024.05 | 35.06 | 95.05 | |
| HMAScale=x2, Pre-training strategy=false2024.05 | 34.85 | 94.93 | |
| CARScale=x1.52022.03 | 34.7 | 96.35 | |
| ATDScale=x2, Params=20.1M2024.01 | 34.7 | 94.76 | |
| HATScale=x2, Params=20.6M2024.01 | 34.45 | 94.66 | |
| HATScale=x2, Pre-training strategy=false2024.05 | 34.45 | 94.66 | |
| ARTScale=x2, Params=16.4M2024.01 | 34.3 | 94.52 | |
| CAT-AScale=x2, Params=16.5M2024.01 | 34.26 | 94.4 | |
| SRFormerScale=x2, Pre-training strategy=false2024.05 | 34.09 | 94.49 | |
| IRNScale=x2.52022.03 | 33.99 | 95.89 | |
| SwinIRScale=x2, Params=11.8M2024.01 | 33.81 | 94.33 | |
| SwinIRScale=x2, Pre-training strategy=false2024.05 | 33.81 | 94.27 | |
| EDTScale=x2, Params=11.5M2024.01 | 33.8 | 94.25 | |
| EDTScale=x2, Pre-training strategy=false2024.05 | 33.8 | 94.25 | |
| IPTScale=x2, Params=115M2024.01 | 33.76 | — | |
| IPTScale=x2, Pre-training strategy=false2024.05 | 33.76 | — | |
| PFT-lightScale=x22025.03 | 33.67 | 94.11 | |
| HAN+Scale=x22020.08 | 33.53 | 93.98 | |
| NLSAScale=x2, Pre-training strategy=false2024.05 | 33.42 | 93.94 | |
| HANScale=x22020.08 | 33.35 | 93.85 | |
| HANScale=x2, Params=63.6M2024.01 | 33.35 | 93.85 | |
| RCANScale=x22020.08 | 33.34 | 93.84 | |
| RCANScale=x2, Params=15.4M2024.01 | 33.34 | 93.84 | |
| RCANScale=x2, Pre-training strategy=false2024.05 | 33.34 | 93.84 | |
| ATD-lightScale=x2, Params=753K2024.01 | 33.27 | 93.76 | |
| ATD-lightScale=x22025.03 | 33.27 | 93.76 | |
| IGNNScale=x2, Pre-training strategy=false2024.05 | 33.23 | 93.83 | |
| EchoSRScale=×2, Params=929K2026.05 | 33.15 | 93.73 | |
| HBPNScale=2x2019.06 | 33.12 | 93.8 | |
| EDSR+Scale=x2, Self-ensemble=true2017.07 | 33.1 | 93.63 | |
| SANScale=x22020.08 | 33.1 | 93.7 | |
| SANScale=x2, Params=15.7M2024.01 | 33.1 | 93.7 | |
| SANScale=x2, Pre-training strategy=false2024.05 | 33.1 | 93.7 | |
| RDN+Scale=x2, Self-ensemble=true2018.02 | 33.09 | 93.68 | |
| OmniSRScale=x2, Params=772K2024.01 | 33.05 | 93.63 | |
| Omni-SRScale=x2, Params=772K, FLOPS=172.1G2024.01 | 33.05 | 93.63 | |
| OmniSRScale=x22025.03 | 33.05 | 93.63 | |
| IPG-TinyScale=x22025.03 | 33.04 | 93.59 | |
| MDSR+Scale=x2, Self-ensemble=true2017.07 | 33.03 | 93.62 | |
| D-DBPNScale=2x2018.03 | 33.02 | 93.1 | |
| DBPNScale=2x2019.06 | 32.96 | 93.1 | |
| EDSRScale=x2, Self-ensemble=false2017.07 | 32.93 | 93.51 | |
| EDSRScale=2x2018.03 | 32.93 | 93.5 | |
| EDSRScale=2x2019.06 | 32.93 | 93.5 | |
| EDSRScale=x22020.08 | 32.93 | 93.51 | |
| EDSRScale=x2, Params=42.6M2024.01 | 32.93 | 93.51 | |
| EDSRScale=x2, Pre-training strategy=false2024.05 | 32.93 | 93.51 | |
| MANScale=×2, Params=820K2026.05 | 32.92 | 93.64 | |
| RDNScale=x2, Self-ensemble=false2018.02 | 32.89 | 93.53 | |
| RDNScale=x22020.08 | 32.89 | 93.53 | |
| DATScale=×2, Params=553K2026.05 | 32.89 | 93.46 | |
| SeemoReScale=×2, Params=931K2026.05 | 32.87 | 93.44 | |
| MDSRScale=x2, Self-ensemble=false2017.07 | 32.84 | 93.47 | |
| MDSRScale=x22018.02 | 32.84 | 93.47 | |
| DLGSANetScale=x2, Params=566K, FLOPS=128.1G2024.01 | 32.82 | 93.43 | |
| SwinIR-NGScale=x2, Params=1181K2024.01 | 32.78 | 93.4 | |
| SwinIR-NGScale=x22025.03 | 32.78 | 93.4 | |
| SwinIR-lightScale=x2, Params=910K2024.01 | 32.76 | 93.4 | |
| ELANScale=x2, Params=582K2024.01 | 32.76 | 93.4 | |
| SwinIR-lightScale=x2, Params=878K, FLOPS=195.6G2024.01 | 32.76 | 93.4 | |
| SwinIR-lightScale=x22025.03 | 32.76 | 93.4 | |
| ELANScale=x22025.03 | 32.76 | 93.4 | |
| BAIRNet†Scale=x3.52022.03 | 32.71 | 93.38 | |
| OSFFNetScale=×2, Params=516K2026.05 | 32.67 | 93.31 | |
| SRFBNScale=x22020.08 | 32.62 | 93.28 | |
| SRConvNetScale=×2, Params=885K2026.05 | 32.59 | 93.21 | |
| D-DBPNScale=x22020.08 | 32.55 | 93.24 | |
| LatticeNetScale=x2, Params=756K2024.01 | 32.43 | 93.02 | |
| LatticeNetScale=x22025.03 | 32.43 | 93.02 | |
| RLFNScale=x2, Params=527K, FLOPS=116G2024.01 | 32.33 | 92.99 | |
| DIPNetScale=x2, Params=527K, FLOPS=119G2024.01 | 32.31 | 93.02 | |
| CFSRScale=x2, Params=291K, FLOPS=62.6G2024.01 | 32.28 | 93 | |
| SPANScale=x2, Params=481K, FLOPS=94.4G2024.01 | 32.24 | 92.94 | |
| AWSRN-MMult-Adds=244.1G, Params=1,063K, Scale=x22019.01 | 32.23 | 92.94 | |
| CARScale=x2.52022.03 | 32.19 | 93.01 | |
| IMDNScale=x2, Params=694K2024.01 | 32.17 | 92.83 | |
| IMDNScale=x2, Params=694K, FLOPS=158.8G2024.01 | 32.17 | 92.83 | |
| IMDNScale=x22025.03 | 32.17 | 92.83 | |
| RFDNScale=x2, Params=534K, FLOPS=95.0G2024.01 | 32.12 | 92.78 | |
| LAPAR-AScale=x2, Params=548K2024.01 | 32.1 | 92.83 | |
| LAPAR-AScale=x2, Params=548K, FLOPS=171.0G2024.01 | 32.1 | 92.83 | |
| DRSANScale=x2, Params=370K, FLOPS=85.5G2024.01 | 32.1 | 92.79 | |
| LAPAR-AScale=x22025.03 | 32.1 | 92.83 | |
| PANScale=x2, Params=261K, FLOPS=70.5G2024.01 | 32.01 | 92.73 | |
| FALSR-AMult-Adds=234.7G, Params=1,021K, Scale=x22019.01 | 31.93 | 92.56 | |
| BSRNScale=x2, # params=594K2018.11 | 31.92 | 92.61 | |
| CARNMult-Adds=222.8G, Params=1,592K, Scale=x22019.01 | 31.92 | 92.56 | |
| CARNScale=x2, Params=1,592K2024.01 | 31.92 | 92.56 | |
| CARNScale=x22025.03 | 31.92 | 92.56 | |
| ShuffleMixerScale=x2, Params=394K, FLOPS=91.0G2024.01 | 31.89 | 92.57 | |
| IRNScale=x3.52022.03 | 31.84 | 92.77 |