Super-Resolution on BSD100
34.85PSNRIM-LUT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IM-LUT2026.04 | 34.85 | 79.5 | |
| MatRes2026.04 | 33.8 | 78.1 | |
| AutoLUT2026.04 | 33.14 | 73.6 | |
| HMAScale=x2, Pre-training strategy=true2024.05 | 32.79 | 90.71 | |
| HAT-LScale=x2, Pre-training strategy=true2024.05 | 32.74 | 90.66 | |
| MambaIRV2-Lscale=×2, #params=34.2, Training dataset=DFLIP2026.03 | 32.74 | 90.65 | |
| SST-L+scale=×2, #params=20.3, Training dataset=DFLIP, training patch size=96 × 962026.03 | 32.73 | 90.64 | |
| PFTscale=×2, #params=19.6, Training dataset=DFLIP2026.03 | 32.71 | 90.62 | |
| SST-Lscale=×2, #params=20.3, Training dataset=DFLIP2026.03 | 32.69 | 90.58 | |
| GRLScale=x2, Pre-training strategy=false2024.05 | 32.68 | 90.87 | |
| HMAScale=x2, Pre-training strategy=false2024.05 | 32.67 | 90.61 | |
| ATDScale=x2, Params=20.1M2024.01 | 32.65 | 90.56 | |
| HATScale=x2, Params=20.6M2024.01 | 32.62 | 90.53 | |
| HATScale=x2, Pre-training strategy=false2024.05 | 32.62 | 90.53 | |
| CAT-AScale=x2, Params=16.5M2024.01 | 32.59 | 90.47 | |
| ARTScale=x2, Params=16.4M2024.01 | 32.58 | 90.48 | |
| SRFormerScale=x2, Pre-training strategy=false2024.05 | 32.57 | 90.46 | |
| SwinIRScale=x2, Params=11.8M2024.01 | 32.53 | 90.41 | |
| SwinIRScale=x2, Pre-training strategy=false2024.05 | 32.53 | 90.41 | |
| EDTScale=x2, Params=11.5M2024.01 | 32.52 | 90.41 | |
| EDTScale=x2, Pre-training strategy=false2024.05 | 32.52 | 90.41 | |
| IET-lightScale=x2, Params=783K, FLOPs=277.9G2026.01 | 32.5 | 90.38 | |
| IPTScale=x2, Params=115M2024.01 | 32.48 | — | |
| IPTScale=x2, Pre-training strategy=false2024.05 | 32.48 | — | |
| DRLN+Scale=2x2019.06 | 32.47 | 90.32 | |
| DRLNScale=2x2019.06 | 32.44 | 90.28 | |
| NLSAScale=x2, Pre-training strategy=false2024.05 | 32.43 | 90.27 | |
| PFT-lightScale=x22025.03 | 32.43 | 90.3 | |
| PFT-lightScale=x2, Params=776K, FLOPs=278.3G2026.01 | 32.43 | 90.3 | |
| SANScale=x2, Params=15.7M2024.01 | 32.42 | 90.28 | |
| SANScale=x2, Pre-training strategy=false2024.05 | 32.42 | 90.28 | |
| RCANScale=x2, Params=15.4M2024.01 | 32.41 | 90.27 | |
| HANScale=x2, Params=63.6M2024.01 | 32.41 | 90.27 | |
| RCANScale=x2, Pre-training strategy=false2024.05 | 32.41 | 90.27 | |
| IGNNScale=x2, Pre-training strategy=false2024.05 | 32.41 | 90.25 | |
| ATD-lightScale=x2, Params=753K2024.01 | 32.39 | 90.23 | |
| ATD-lightScale=x22025.03 | 32.39 | 90.23 | |
| ATD-lightScale=x2, Params=753K, FLOPs=348.6G2026.01 | 32.39 | 90.23 | |
| OmniSRScale=x2, Params=772K2024.01 | 32.36 | 90.2 | |
| Omni-SRScale=x2, Params=772K, FLOPS=172.1G2024.01 | 32.36 | 90.2 | |
| OmniSRScale=x22025.03 | 32.36 | 90.2 | |
| OmniSRScale=x2, Params=772K, FLOPs=194.5G2026.01 | 32.36 | 90.2 | |
| MambaIRv2-lightScale=x2, Params=774K, FLOPs=286.3G2026.01 | 32.36 | 90.19 | |
| IPG-TinyScale=x22025.03 | 32.35 | 90.18 | |
| IPG-TinyScale=x2, Params=872K, FLOPs=245.2G2026.01 | 32.35 | 90.18 | |
| HBPNScale=2x2019.06 | 32.33 | 90.2 | |
| EDSRScale=2x2019.06 | 32.32 | 90.1 | |
| EDSRScale=x2, Params=42.6M2024.01 | 32.32 | 90.13 | |
| EDSRScale=x2, Pre-training strategy=false2024.05 | 32.32 | 90.13 | |
| SwinIR-lightScale=x2, Params=910K2024.01 | 32.31 | 90.12 | |
| SwinIR-NGScale=x2, Params=1181K2024.01 | 32.31 | 90.13 | |
| SwinIR-lightScale=x2, Params=878K, FLOPS=195.6G2024.01 | 32.31 | 90.12 | |
| SwinIR-lightScale=x22025.03 | 32.31 | 90.12 | |
| SwinIR-NGScale=x22025.03 | 32.31 | 90.13 | |
| SwinIR-lightScale=x2, Params=910K, FLOPs=244G2026.01 | 32.31 | 90.12 | |
| SwinIR-NGScale=x2, Params=1,181K, FLOPs=274.1G2026.01 | 32.31 | 90.13 | |
| ELANScale=x2, Params=582K2024.01 | 32.3 | 90.12 | |
| ELANScale=x22025.03 | 32.3 | 90.12 | |
| ELANScale=x2, Params=582K, FLOPs=203G2026.01 | 32.3 | 90.12 | |
| DBPNScale=2x2019.06 | 32.27 | 90 | |
| DLGSANetScale=x2, Params=566K, FLOPS=128.1G2024.01 | 32.26 | 90.07 | |
| LatticeNetScale=x2, Params=756K2024.01 | 32.25 | 90.05 | |
| LatticeNetScale=x22025.03 | 32.25 | 90.05 | |
| LatticeNetScale=x2, Params=756K, FLOPs=169.5G2026.01 | 32.25 | 90.05 | |
| CFSRScale=x2, Params=291K, FLOPS=62.6G2024.01 | 32.24 | 90.05 | |
| RLFNScale=x2, Params=527K, FLOPS=116G2024.01 | 32.22 | 90 | |
| SPANScale=x2, Params=481K, FLOPS=94.4G2024.01 | 32.22 | 90.02 | |
| DIPNetScale=x2, Params=527K, FLOPS=119G2024.01 | 32.2 | 90.02 | |
| IMDNScale=x2, Params=694K2024.01 | 32.19 | 89.96 | |
| LAPAR-AScale=x2, Params=548K2024.01 | 32.19 | 89.99 | |
| IMDNScale=x2, Params=694K, FLOPS=158.8G2024.01 | 32.19 | 89.96 | |
| LAPAR-AScale=x2, Params=548K, FLOPS=171.0G2024.01 | 32.19 | 89.99 | |
| IMDNScale=x22025.03 | 32.19 | 89.96 | |
| LAPAR-AScale=x22025.03 | 32.19 | 89.99 | |
| IMDNScale=x2, Params=694K, FLOPs=158.8G2026.01 | 32.19 | 89.96 | |
| LAPAR-AScale=x2, Params=548K, FLOPs=171G2026.01 | 32.19 | 89.99 | |
| PANScale=x2, Params=261K, FLOPS=70.5G2024.01 | 32.18 | 89.97 | |
| ShuffleMixerScale=x2, Params=394K, FLOPS=91.0G2024.01 | 32.17 | 89.95 | |
| DRSANScale=x2, Params=370K, FLOPS=85.5G2024.01 | 32.16 | 89.99 | |
| RFDNScale=x2, Params=534K, FLOPS=95.0G2024.01 | 32.16 | 89.94 | |
| CARNScale=x2, Params=1,592K2024.01 | 32.09 | 89.78 | |
| CARNScale=x22025.03 | 32.09 | 89.78 | |
| CARNScale=x2, Params=1,592K, FLOPs=222.8G2026.01 | 32.09 | 89.78 | |
| DRRNScale=2x2019.06 | 32.05 | 89.7 | |
| RED30Scale=2, Number of layers=302016.03 | 31.99 | 89.74 | |
| RED20Scale=2, Number of layers=202016.03 | 31.95 | 89.69 | |
| VDSRScale=2x2019.06 | 31.9 | 89.6 | |
| RED10Scale=2, Number of layers=102016.03 | 31.85 | 89.53 | |
| LapSRNScale=2x2019.06 | 31.8 | 89.5 | |
| CRFSRScale=2x2019.06 | 31.61 | 89.1 | |
| CSCNScale=22016.03 | 31.54 | 89.08 | |
| SuRGeStrategy=GAN2024.04 | 31.52 | 87 | |
| CATANet2026.04 | 31.48 | 71 | |
| SRCNNScale=22016.03 | 31.36 | 88.79 | |
| SRCNNScale=2x2019.06 | 31.36 | 88.8 | |
| ARFL+Scale=22016.03 | 31.35 | 88.85 | |
| NBSRFScale=22016.03 | 31.3 | 88.76 | |
| CSCScale=22016.03 | 31.27 | 88.76 | |
| A+Scale=2x2019.06 | 31.22 | 88.7 | |
| TSEScale=22016.03 | 31.18 | 88.55 |