Image Super-Resolution on Manga109 (PSNR, SSIM)
45.49PSNRBAIRNet†
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BAIRNet†Scale=x1.52022.03 | 45.49 | 0.9948 | |
| Meta-SRScale=x1.52022.03 | 43.17 | 0.9904 | |
| ArbSRScale=x1.52022.03 | 43.12 | 0.9904 | |
| LIIFScale=x1.52022.03 | 42.84 | 0.9894 | |
| IRNScale=x1.52022.03 | 42.64 | 0.9936 | |
| RCANScale=x1.52022.03 | 42.33 | 0.9889 | |
| Hi-IR-LScale=2x, Params [M]=39.072024.11 | 41.22 | 0.9846 | |
| HAT-LScale=x2, Training Dataset=DF2K, ImageNet Pre-training=true2022.05 | 41.01 | 0.9831 | |
| HAT-LScale=2x, Params [M]=40.702024.11 | 41.01 | 0.9831 | |
| CARScale=x1.52022.03 | 40.9 | 0.9881 | |
| Hi-IR-BScale=2x, Params [M]=14.682024.11 | 40.81 | 0.983 | |
| HATScale=2x, Params [M]=20.622024.11 | 40.71 | 0.9819 | |
| SATScale=×2, Params=19.4M, FLOPs=3.64T2026.04 | 40.7 | 0.9818 | |
| GRL-BScale=x2, # Params [M]=20.052023.03 | 40.67 | 0.9818 | |
| GRL-BScale=2x, Params [M]=20.052024.11 | 40.67 | 0.9818 | |
| SwinFIRScale=x2, Training Dataset=DF2K, Pre-training strategy=ImageNet2022.08 | 40.61 | 0.9816 | |
| MambaIRv2-Lscale=2x, output size=256x256, #param=34.2M, MACs=664.5G2024.11 | 40.55 | 0.9807 | |
| MambaIRv2-Lscale=2x, #param=34.2M2024.11 | 40.55 | 0.9807 | |
| PFTScale=×2, Params=19.6M, FLOPs=5.03T2026.04 | 40.49 | 0.9815 | |
| RGT+Scale=x22023.03 | 40.45 | 0.981 | |
| MambaIRv2-Bscale=2x, output size=256x256, #param=22.9M, MACs=445.8G2024.11 | 40.42 | 0.981 | |
| MambaIRv2-Bscale=2x, #param=22.9M2024.11 | 40.42 | 0.981 | |
| EDTScale=x2, # Params [M]=11.482023.03 | 40.37 | 0.9811 | |
| ATDScale=x2, Params=20.1M2024.01 | 40.37 | 0.981 | |
| EDTScale=2x, Params [M]=11.482024.11 | 40.37 | 0.9811 | |
| ATDScale=×2, Params=20.1M, FLOPs=6.07T2026.04 | 40.37 | 0.981 | |
| RGTScale=x22023.03 | 40.34 | 0.9808 | |
| EQ-MambaIRScale=×2, #Param. (M)=12.1M2026.03 | 40.34 | 0.981 | |
| DATscale=2x, output size=256x256, #param=14.8M, MACs=265.7G2024.11 | 40.33 | 0.9807 | |
| DATscale=2x, #param=14.8M2024.11 | 40.33 | 0.9807 | |
| SwinFIRScale=x2, Training Dataset=DF2K2022.08 | 40.3 | 0.9809 | |
| MambaIRscale=2x, #param=20.4M2024.11 | 40.28 | 0.9806 | |
| MambaIRScale=×2, #Param. (M)=20.4M2026.03 | 40.28 | 0.9806 | |
| MambaIRv2-Sscale=2x, output size=256x256, #param=9.6M, MACs=192.9G2024.11 | 40.27 | 0.9808 | |
| MambaIRv2-Sscale=2x, #param=9.6M2024.11 | 40.27 | 0.9808 | |
| BAIRNet†Scale=x2.52022.03 | 40.26 | 0.983 | |
| HATScale=x2, Params=20.6M2024.01 | 40.26 | 0.9809 | |
| HATscale=2x, output size=256x256, #param=20.8M, MACs=514.9G2024.11 | 40.26 | 0.9809 | |
| HATscale=2x, #param=20.6M2024.11 | 40.26 | 0.9809 | |
| HATScale=×2, Params=20.6M, FLOPs=5.81T2026.04 | 40.26 | 0.9809 | |
| ARTScale=x2, Params=16.4M2024.01 | 40.24 | 0.9808 | |
| ARTScale=2x, Params [M]=16.402024.11 | 40.24 | 0.9808 | |
| IPGScale=×2, Params=18.1M, FLOPs=5.35T2026.04 | 40.24 | 0.981 | |
| RGT-SScale=x22023.03 | 40.18 | 0.9805 | |
| CAT-AScale=x2, Params=16.5M2024.01 | 40.1 | 0.9805 | |
| CAT-AScale=x22023.03 | 40.1 | 0.9805 | |
| CAT-AScale=2x, Params [M]=16.462024.11 | 40.1 | 0.9805 | |
| CAT-Ascale=2x, output size=256x256, #param=16.6M, MACs=350.7G2024.11 | 40.1 | 0.9805 | |
| CAT-Ascale=2x, #param=16.5M2024.11 | 40.1 | 0.9805 | |
| CAT-AScale=×2, Params=16.5, FLOPs=5.082026.04 | 40.1 | 0.9805 | |
| SRFormerScale=×2, #Param. (M)=10.4M2026.03 | 40.07 | 0.9802 | |
| DFSAScale=x22023.03 | 39.98 | 0.9798 | |
| EDTScale=x2, Params=11.5M2024.01 | 39.93 | 0.98 | |
| EDTscale=2x, #param=11.5M2024.11 | 39.93 | 0.98 | |
| EDTScale=×2, #Param. (M)=11.5M2026.03 | 39.93 | 0.98 | |
| SwinIRScale=x2, # Params [M]=11.752023.03 | 39.92 | 0.9797 | |
| SwinIRScale=x2, Params=11.8M2024.01 | 39.92 | 0.9797 | |
| SwinIRScale=x22023.03 | 39.92 | 0.9797 | |
| SwinIRScale=2x, Params [M]=11.752024.11 | 39.92 | 0.9797 | |
| SwinIRscale=2x, #param=11.8M2024.11 | 39.92 | 0.9797 | |
| SwinIRScale=×2, #Param. (M)=11.8M2026.03 | 39.92 | 0.9797 | |
| SwinIRScale=×2, Params=11.8M, FLOPs=3.04T2026.04 | 39.92 | 0.9797 | |
| GRL-SScale=x2, # Params [M]=3.342023.03 | 39.84 | 0.9793 | |
| SP-MoMamba-TScale=x2, Params=259K, GMACs=852026.05 | 39.76 | 0.982 | |
| DRLN+Scale=2x2019.06 | 39.75 | 0.9792 | |
| CRANScale=x22023.03 | 39.75 | 0.9793 | |
| PS-Mamba lightscale=2×, #param=970K, MACs=60.1G2026.03 | 39.74 | 0.9795 | |
| SAT-light (Ours)Scale=×2, Params=742K, FLOPs=145.7G2026.04 | 39.71 | 0.9794 | |
| HAN+Scale=x22020.08 | 39.62 | 0.9787 | |
| ELANScale=x22023.03 | 39.62 | 0.9793 | |
| RCAN+Scale=x22018.07 | 39.61 | 0.9788 | |
| GRL-TScale=x2, # Params [M]=0.892023.03 | 39.61 | 0.979 | |
| NLSAScale=x22023.03 | 39.59 | 0.9789 | |
| NLSAScale=2x, Params [M]=42.632024.11 | 39.59 | 0.9789 | |
| DRLNScale=2x2019.06 | 39.58 | 0.9786 | |
| PFT-lightScale=×2, Params=776K, FLOPs=278.3G2026.04 | 39.55 | 0.9792 | |
| ATD-lightScale=×2, Params=761K2026.03 | 39.54 | 0.9788 | |
| ATD-lightScale=×2, Params=753K, FLOPs=348.6G2026.04 | 39.51 | 0.9789 | |
| DATScale=×2, Params=553K2026.05 | 39.49 | 0.9788 | |
| SeemoReScale=×2, Params=931K2026.05 | 39.49 | 0.979 | |
| EchoSRScale=×2, Params=929K2026.05 | 39.49 | 0.9787 | |
| HANScale=x22020.08 | 39.46 | 0.9785 | |
| HANScale=x2, # Params [M]=63.612023.03 | 39.46 | 0.9785 | |
| HANScale=x2, Params=63.6M2024.01 | 39.46 | 0.9785 | |
| HANScale=x22023.03 | 39.46 | 0.9785 | |
| HANScale=2x, Params [M]=63.612024.11 | 39.46 | 0.9785 | |
| HANScale=×2, #Param. (M)=15.9M2026.03 | 39.46 | 0.9785 | |
| EDTScale=x2, # Params [M]=0.922023.03 | 39.45 | 0.9789 | |
| RCANScale=x22018.07 | 39.44 | 0.9786 | |
| RCANScale=x22020.06 | 39.44 | 0.9786 | |
| RCANScale=x22020.08 | 39.44 | 0.9786 | |
| RCANScale=x2, # Params [M]=15.442023.03 | 39.44 | 0.9786 | |
| RCANScale=x2, Params=15.4M2024.01 | 39.44 | 0.9786 | |
| RCANScale=x22023.03 | 39.44 | 0.9786 | |
| RCANScale=2x, Params [M]=15.442024.11 | 39.44 | 0.9786 | |
| RCANscale=2x, #param=15.4M2024.11 | 39.44 | 0.9786 | |
| RCANScale=×2, #Param. (M)=15.4M2026.03 | 39.44 | 0.9786 | |
| RCANScale=×2, Params=15.4M, FLOPs=7.02T2026.04 | 39.44 | 0.9786 | |
| MANScale=×2, Params=820K2026.05 | 39.44 | 0.9786 | |
| EQ-MambaIR-lightScale=×2, #Param. (M)=519K2026.03 | 39.42 | 0.9782 |