Super-Resolution on Set14 (PSNR, SSIM)
35.86PSNRIM-LUT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IM-LUT2026.04 | 35.86 | 96.2 | |
| HMAScale=x2, Pre-training strategy=true2024.05 | 35.33 | 92.97 | |
| HAT-LScale=x2, Pre-training strategy=true2024.05 | 35.29 | 92.93 | |
| SST-L+scale=×2, #params=20.3, Training dataset=DFLIP, training patch size=96 × 962026.03 | 35.28 | 92.88 | |
| MambaIRV2-Lscale=×2, #params=34.2, Training dataset=DFLIP2026.03 | 35.2 | 92.87 | |
| HMAScale=x2, Pre-training strategy=false2024.05 | 35.11 | 92.86 | |
| PFTscale=×2, #params=19.6, Training dataset=DFLIP2026.03 | 35.11 | 92.82 | |
| GRLScale=x2, Pre-training strategy=false2024.05 | 35.08 | 93.03 | |
| SST-Lscale=×2, #params=20.3, Training dataset=DFLIP2026.03 | 35.06 | 92.74 | |
| MatRes2026.04 | 35.01 | 94.1 | |
| ATDScale=x2, Params=20.1M2024.01 | 34.95 | 92.76 | |
| HATScale=x2, Params=20.6M2024.01 | 34.86 | 92.74 | |
| HATScale=x2, Pre-training strategy=false2024.05 | 34.86 | 92.74 | |
| CAT-AScale=x2, Params=16.5M2024.01 | 34.78 | 92.65 | |
| ARTScale=x2, Params=16.4M2024.01 | 34.59 | 92.67 | |
| EDTScale=x2, Params=11.5M2024.01 | 34.57 | 92.58 | |
| EDTScale=x2, Pre-training strategy=false2024.05 | 34.57 | 92.58 | |
| SwinIRScale=x2, Params=11.8M2024.01 | 34.46 | 92.5 | |
| SwinIRScale=x2, Pre-training strategy=false2024.05 | 34.46 | 92.5 | |
| SRFormerScale=x2, Pre-training strategy=false2024.05 | 34.44 | 92.53 | |
| IPTScale=x2, Params=115M2024.01 | 34.43 | — | |
| IPTScale=x2, Pre-training strategy=false2024.05 | 34.43 | — | |
| IET-lightScale=x2, Params=783K, FLOPs=277.9G2026.01 | 34.28 | 92.45 | |
| HAN+Scale=x22020.08 | 34.24 | 92.24 | |
| IPG-TinyScale=x22025.03 | 34.24 | 92.36 | |
| IPG-TinyScale=x2, Params=872K, FLOPs=245.2G2026.01 | 34.24 | 92.36 | |
| PFT-lightScale=x22025.03 | 34.19 | 92.32 | |
| PFT-lightScale=x2, Params=776K, FLOPs=278.3G2026.01 | 34.19 | 92.32 | |
| HANScale=x22020.08 | 34.16 | 92.17 | |
| HANScale=x2, Params=63.6M2024.01 | 34.16 | 92.17 | |
| RCANScale=x22020.08 | 34.12 | 92.16 | |
| RCANScale=x2, Params=15.4M2024.01 | 34.12 | 92.16 | |
| RCANScale=x2, Pre-training strategy=false2024.05 | 34.12 | 92.16 | |
| ATD-lightScale=x2, Params=753K2024.01 | 34.11 | 92.17 | |
| ATD-lightScale=x22025.03 | 34.11 | 92.17 | |
| ATD-lightScale=x2, Params=753K, FLOPs=348.6G2026.01 | 34.11 | 92.17 | |
| MambaIRv2-lightScale=x2, Params=774K, FLOPs=286.3G2026.01 | 34.09 | 92.21 | |
| NLSAScale=x2, Pre-training strategy=false2024.05 | 34.08 | 92.31 | |
| SANScale=x22020.08 | 34.07 | 92.13 | |
| SANScale=x2, Params=15.7M2024.01 | 34.07 | 92.13 | |
| SANScale=x2, Pre-training strategy=false2024.05 | 34.07 | 92.13 | |
| IGNNScale=x2, Pre-training strategy=false2024.05 | 34.07 | 92.17 | |
| EDSR+Scale=x2, Supervision=Supervised, Downscaling kernel=bicubic2017.12 | 34.02 | 92.04 | |
| AutoLUT2026.04 | 34.02 | 91.7 | |
| RDNScale=x22020.08 | 34.01 | 92.12 | |
| OmniSRScale=x2, Params=772K2024.01 | 33.98 | 92.1 | |
| Omni-SRScale=x2, Params=772K, FLOPS=172.1G2024.01 | 33.98 | 92.1 | |
| OmniSRScale=x22025.03 | 33.98 | 92.1 | |
| OmniSRScale=x2, Params=772K, FLOPs=194.5G2026.01 | 33.98 | 92.1 | |
| ELANScale=x2, Params=582K2024.01 | 33.94 | 92.07 | |
| SwinIR-NGScale=x2, Params=1181K2024.01 | 33.94 | 92.05 | |
| ELANScale=x22025.03 | 33.94 | 92.07 | |
| SwinIR-NGScale=x22025.03 | 33.94 | 92.05 | |
| ELANScale=x2, Params=582K, FLOPs=203G2026.01 | 33.94 | 92.07 | |
| SwinIR-NGScale=x2, Params=1,181K, FLOPs=274.1G2026.01 | 33.94 | 92.05 | |
| EDSRScale=2x2019.06 | 33.92 | 91.9 | |
| EDSRScale=x22020.08 | 33.92 | 91.95 | |
| EDSRScale=x2, Params=42.6M2024.01 | 33.92 | 91.95 | |
| EDSRScale=x2, Pre-training strategy=false2024.05 | 33.92 | 91.95 | |
| DLGSANetScale=x2, Params=566K, FLOPS=128.1G2024.01 | 33.92 | 92.02 | |
| SwinIR-lightScale=x2, Params=910K2024.01 | 33.86 | 92.06 | |
| SwinIR-lightScale=x2, Params=878K, FLOPS=195.6G2024.01 | 33.86 | 92.06 | |
| SwinIR-lightScale=x22025.03 | 33.86 | 92.06 | |
| SwinIR-lightScale=x2, Params=910K, FLOPs=244G2026.01 | 33.86 | 92.06 | |
| DBPNScale=2x2019.06 | 33.85 | 91.9 | |
| D-DBPNScale=x22020.08 | 33.85 | 91.9 | |
| SRFBNScale=x22020.08 | 33.82 | 91.96 | |
| HBPNScale=2x2019.06 | 33.78 | 92.1 | |
| LatticeNetScale=x2, Params=756K2024.01 | 33.78 | 91.93 | |
| LatticeNetScale=x22025.03 | 33.78 | 91.93 | |
| LatticeNetScale=x2, Params=756K, FLOPs=169.5G2026.01 | 33.78 | 91.93 | |
| CFSRScale=x2, Params=291K, FLOPS=62.6G2024.01 | 33.74 | 91.92 | |
| RLFNScale=x2, Params=527K, FLOPS=116G2024.01 | 33.72 | 91.87 | |
| SPANScale=x2, Params=481K, FLOPS=94.4G2024.01 | 33.71 | 91.83 | |
| RFDNScale=x2, Params=534K, FLOPS=95.0G2024.01 | 33.68 | 91.84 | |
| AWSRN-MMult-Adds=244.1G, Params=1,063K, Scale=x22019.01 | 33.66 | 91.81 | |
| DIPNetScale=x2, Params=527K, FLOPS=119G2024.01 | 33.66 | 91.92 | |
| IMDNScale=x2, Params=694K2024.01 | 33.63 | 91.77 | |
| IMDNScale=x2, Params=694K, FLOPS=158.8G2024.01 | 33.63 | 91.77 | |
| ShuffleMixerScale=x2, Params=394K, FLOPS=91.0G2024.01 | 33.63 | 91.8 | |
| IMDNScale=x22025.03 | 33.63 | 91.77 | |
| IMDNScale=x2, Params=694K, FLOPs=158.8G2026.01 | 33.63 | 91.77 | |
| LAPAR-AScale=x2, Params=548K2024.01 | 33.62 | 91.83 | |
| LAPAR-AScale=x2, Params=548K, FLOPS=171.0G2024.01 | 33.62 | 91.83 | |
| LAPAR-AScale=x22025.03 | 33.62 | 91.83 | |
| LAPAR-AScale=x2, Params=548K, FLOPs=171G2026.01 | 33.62 | 91.83 | |
| SelNetMult-Adds=225.7G, Params=974K, Scale=x22019.01 | 33.61 | 91.6 | |
| QuantSR+*Scale=x2, #Bit (w/a)=4/42026.05 | 33.6 | 91.72 | |
| PANScale=x2, Params=261K, FLOPS=70.5G2024.01 | 33.59 | 91.81 | |
| SRResNetScale=x2, #Bit (w/a)=32/322026.05 | 33.59 | 91.71 | |
| DRSANScale=x2, Params=370K, FLOPS=85.5G2024.01 | 33.57 | 91.77 | |
| FALSR-AMult-Adds=234.7G, Params=1,021K, Scale=x22019.01 | 33.55 | 91.68 | |
| CATANet2026.04 | 33.54 | 89.9 | |
| I2NQ*Scale=x2, #Bit (w/a)=4/42026.05 | 33.54 | 91.68 | |
| CARNScale=x2, # params=964K2018.11 | 33.52 | 91.66 | |
| CARNMult-Adds=222.8G, Params=1,592K, Scale=x22019.01 | 33.52 | 91.66 | |
| CARNScale=x2, Params=1,592K2024.01 | 33.52 | 91.66 | |
| CARNScale=x22025.03 | 33.52 | 91.66 | |
| CARNScale=x2, Params=1,592K, FLOPs=222.8G2026.01 | 33.52 | 91.66 | |
| QuantSR+Scale=x2, #Bit (w/a)=4/42026.05 | 33.52 | 91.65 |