Super-Resolution on Set5 (PSNR & SSIM)
47.13PSNRBAIRNet†
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BAIRNet†Scale=x1.52022.03 | 47.13 | 98.49 | |
| IRNScale=x1.52022.03 | 43.55 | 98.91 | |
| Meta-SRScale=x1.52022.03 | 41.47 | 97.85 | |
| ArbSRScale=x1.52022.03 | 41.47 | 97.86 | |
| LIIFScale=x1.52022.03 | 41.23 | 97.74 | |
| RCANScale=x1.52022.03 | 40.97 | 97.67 | |
| CARScale=x1.52022.03 | 40.5 | 97.63 | |
| BAIRNet†Scale=x2.52022.03 | 40.11 | 96.64 | |
| IRNScale=x2.52022.03 | 39.78 | 97.42 | |
| HMAScale=x2, Pre-training strategy=true2024.05 | 38.95 | 96.49 | |
| HAT-LScale=x2, Pre-training strategy=true2024.05 | 38.91 | 96.46 | |
| HMAScale=x2, Pre-training strategy=false2024.05 | 38.79 | 96.41 | |
| SST-L+scale=×2, #params=20.3, Training dataset=DFLIP, training patch size=96 × 962026.03 | 38.78 | 96.37 | |
| MambaIRV2-Lscale=×2, #params=34.2, Training dataset=DFLIP2026.03 | 38.77 | 96.36 | |
| SST-Lscale=×2, #params=20.3, Training dataset=DFLIP2026.03 | 38.7 | 96.35 | |
| GRLScale=x2, Pre-training strategy=false2024.05 | 38.67 | 96.47 | |
| PFTscale=×2, #params=19.6, Training dataset=DFLIP2026.03 | 38.67 | 96.33 | |
| SwinFIRScale=x2, Training Dataset=DF2K, Pre-training strategy=ImageNet2022.08 | 38.65 | 96.33 | |
| EDTScale=x2, Training Dataset=DF2K, Pre-training strategy=ImageNet2022.08 | 38.63 | 96.32 | |
| HATScale=x2, Params=20.6M2024.01 | 38.63 | 96.3 | |
| HATScale=x2, Pre-training strategy=false2024.05 | 38.63 | 96.3 | |
| ATDScale=x2, Params=20.1M2024.01 | 38.61 | 96.29 | |
| SwinFIRScale=x2, Training Dataset=DF2K2022.08 | 38.57 | 96.3 | |
| ARTScale=x2, Params=16.4M2024.01 | 38.56 | 96.29 | |
| CAT-AScale=x2, Params=16.5M2024.01 | 38.51 | 96.26 | |
| SRFormerScale=x2, Pre-training strategy=false2024.05 | 38.51 | 96.27 | |
| EDTScale=x2, Training Dataset=DF2K2022.08 | 38.45 | 96.24 | |
| EDTScale=x2, Params=11.5M2024.01 | 38.45 | 96.24 | |
| EDTScale=x2, Pre-training strategy=false2024.05 | 38.45 | 96.24 | |
| IET-lightScale=x2, Params=783K, FLOPs=277.9G2026.01 | 38.44 | 96.23 | |
| SwinIRScale=x2, Training Dataset=DF2K2022.08 | 38.42 | 96.23 | |
| SwinIRScale=x2, Params=11.8M2024.01 | 38.42 | 96.23 | |
| SwinIRScale=x2, Pre-training strategy=false2024.05 | 38.42 | 96.23 | |
| IPTScale=x2, Training Dataset=ImageNet2022.08 | 38.37 | — | |
| IPTScale=x2, Params=115M2024.01 | 38.37 | — | |
| IPTScale=x2, Pre-training strategy=false2024.05 | 38.37 | — | |
| PFT-lightScale=x2, Params=776K, FLOPs=278.3G2025.03 | 38.36 | 96.2 | |
| PFT-lightScale=x2, Params=776K, FLOPs=278.3G2026.01 | 38.36 | 96.2 | |
| NLSNScale=x2, Training Dataset=DIV2K2022.08 | 38.34 | 96.18 | |
| NLSAScale=x2, Pre-training strategy=false2024.05 | 38.34 | 96.18 | |
| RCAN+Scale=x22018.07 | 38.33 | 96.17 | |
| HAN+Scale=x22020.08 | 38.33 | 96.17 | |
| SANScale=x22020.08 | 38.31 | 96.2 | |
| SANScale=x2, Training Dataset=DIV2K2022.08 | 38.31 | 96.2 | |
| SANScale=x2, Params=15.7M2024.01 | 38.31 | 96.2 | |
| SANScale=x2, Pre-training strategy=false2024.05 | 38.31 | 96.2 | |
| RDN+Scale=x2, Degradation Model=BI, Self-ensemble=true2018.02 | 38.3 | 96.16 | |
| ATD-lightScale=x2, Params=753K2024.01 | 38.28 | 96.16 | |
| ATD-lightScale=x2, Params=753K, FLOPs=348.6G2025.03 | 38.28 | 96.16 | |
| ATD-lightScale=x2, Params=753K, FLOPs=348.6G2026.01 | 38.28 | 96.16 | |
| RCANScale=x22018.07 | 38.27 | 96.14 | |
| RCANScale=x22020.08 | 38.27 | 96.14 | |
| HANScale=x22020.08 | 38.27 | 96.14 | |
| RCANScale=x2, Training Dataset=DIV2K2022.08 | 38.27 | 96.14 | |
| HANScale=x2, Training Dataset=DIV2K2022.08 | 38.27 | 96.14 | |
| RCANScale=x2, Params=15.4M2024.01 | 38.27 | 96.14 | |
| HANScale=x2, Params=63.6M2024.01 | 38.27 | 96.14 | |
| RCANScale=x2, Pre-training strategy=false2024.05 | 38.27 | 96.14 | |
| IPG-TinyScale=x2, Params=872K, FLOPs=245.2G2025.03 | 38.27 | 96.16 | |
| IPG-TinyScale=x2, Params=872K, FLOPs=245.2G2026.01 | 38.27 | 96.16 | |
| MambaIRv2-lightScale=x2, Params=774K, FLOPs=286.3G2026.01 | 38.26 | 96.15 | |
| RDNScale=x22018.07 | 38.24 | 96.14 | |
| RDNScale=x2, Degradation Model=BI, Self-ensemble=false2018.02 | 38.24 | 96.14 | |
| RDNScale=x22020.08 | 38.24 | 96.14 | |
| IGNNScale=x2, Training Dataset=DIV2K2022.08 | 38.24 | 96.13 | |
| IGNNScale=x2, Pre-training strategy=false2024.05 | 38.24 | 96.13 | |
| OmniSRScale=x2, Params=772K2024.01 | 38.22 | 96.13 | |
| Omni-SRScale=x2, Params=772K, FLOPS=172.1G, Resolution=1280x7202024.01 | 38.22 | 96.13 | |
| OmniSRScale=x2, Params=772K, FLOPs=194.5G2025.03 | 38.22 | 96.13 | |
| OmniSRScale=x2, Params=772K, FLOPs=194.5G2026.01 | 38.22 | 96.13 | |
| EDSR+Scale=x2, Supervision=Supervised, Downscaling kernel=bicubic2017.12 | 38.2 | 96.06 | |
| ELANScale=x2, Params=582K2024.01 | 38.17 | 96.11 | |
| SwinIR-NGScale=x2, Params=1181K2024.01 | 38.17 | 96.12 | |
| ELANScale=x2, Params=582K, FLOPs=203G2025.03 | 38.17 | 96.11 | |
| SwinIR-NGScale=x2, Params=1,181K, FLOPs=274.1G2025.03 | 38.17 | 96.12 | |
| ELANScale=x2, Params=582K, FLOPs=203G2026.01 | 38.17 | 96.11 | |
| SwinIR-NGScale=x2, Params=1,181K, FLOPs=274.1G2026.01 | 38.17 | 96.12 | |
| DLGSANetScale=x2, Params=566K, FLOPS=128.1G, Resolution=1280x7202024.01 | 38.16 | 96.11 | |
| LatticeNetScale=x2, Params=756K2024.01 | 38.15 | 96.1 | |
| LatticeNetScale=x2, Params=756K, FLOPs=169.5G2025.03 | 38.15 | 96.1 | |
| LatticeNetScale=x2, Params=756K, FLOPs=169.5G2026.01 | 38.15 | 96.1 | |
| SwinIR-lightScale=x2, Params=910K2024.01 | 38.14 | 96.11 | |
| SwinIR-lightScale=x2, Params=878K, FLOPS=195.6G, Resolution=1280x7202024.01 | 38.14 | 96.11 | |
| SwinIR-lightScale=x2, Params=910K, FLOPs=244G2025.03 | 38.14 | 96.11 | |
| SwinIR-lightScale=x2, Params=910K, FLOPs=244G2026.01 | 38.14 | 96.11 | |
| HBPNScale=2x2019.06 | 38.13 | 96.1 | |
| EDSRScale=x22018.07 | 38.11 | 96.02 | |
| EDSRScale=2x2018.03 | 38.11 | 96 | |
| MDSRScale=x2, Degradation Model=BI2018.02 | 38.11 | 96.02 | |
| EDSRScale=2x2019.06 | 38.11 | 96 | |
| EDSRScale=x22020.08 | 38.11 | 96.02 | |
| SRFBNScale=x22020.08 | 38.11 | 96.09 | |
| EDSRScale=x2, Training Dataset=DIV2K2022.08 | 38.11 | 96.02 | |
| EDSRScale=x2, Params=42.6M2024.01 | 38.11 | 96.02 | |
| EDSRScale=x2, Pre-training strategy=false2024.05 | 38.11 | 96.02 | |
| D-DBPNScale=x22018.07 | 38.09 | 96 | |
| D-DBPNScale=2x2018.03 | 38.09 | 96 | |
| DBPNScale=2x2019.06 | 38.09 | 96 | |
| D-DBPNScale=x22020.08 | 38.09 | 96 | |
| SPANScale=x2, Params=481K, FLOPS=94.4G, Resolution=1280x7202024.01 | 38.08 | 96.08 |