Video Super-Resolution on REDS (val)
37.89PSNRV^2.5
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| V^2.5scaling factor=×2, number of parameters=20.6 M2025.09 | 37.89 | — | — | — | 0.97 | |
| ST-AVSRscaling factor=×2, number of parameters=27.9 M, auxiliary model=pre-trained VGG-162025.09 | 36.91 | — | — | — | 0.969 | |
| V3-LargeScaling factor=x2, Parameters=20.6 M2025.09 | 36.7 | — | — | — | 0.964 | |
| V3Scaling factor=x2, Parameters=13.7 M2025.09 | 36.53 | — | — | — | 0.963 | |
| SAVSRscaling factor=×2, number of parameters=18.9 M2025.09 | 36.2 | — | — | — | 0.959 | |
| EDVRScale=x22026.02 | 36.03 | — | — | — | 0.961 | |
| B-AVSRscaling factor=×2, number of parameters=14 M2025.09 | 35.94 | — | — | — | 0.96 | |
| SwinIR-EQ + LTE-EQScale=x22026.02 | 34.79 | — | — | — | 0.945 | |
| RDN-EQ + LTE-EQScale=x22026.02 | 34.73 | — | — | — | 0.943 | |
| SwinIR + LTEScale=x22026.02 | 34.73 | — | — | — | 0.943 | |
| RDN-LTEScaling factor=x2, Parameters=22.5 M, Arbitrary-scale image SR=true2025.09 | 34.73 | — | — | — | 0.943 | |
| BF-STVSRScaling factor=x2, Parameters=13.5 M2025.09 | 34.72 | — | — | — | 0.946 | |
| EQSRScale=x22026.02 | 34.71 | — | — | — | 0.943 | |
| RDN + LTEScale=x22026.02 | 34.63 | — | — | — | 0.942 | |
| RDN-CLITScaling factor=x2, Parameters=37.7 M, Arbitrary-scale image SR=true2025.09 | 34.63 | — | — | — | 0.942 | |
| RDN-HIIFScaling factor=x2, Parameters=23.2 M, Arbitrary-scale image SR=true2025.09 | 34.57 | — | — | — | 0.942 | |
| ArbSRScale=x22026.02 | 34.48 | — | — | — | 0.942 | |
| V^2.5scaling factor=×3, number of parameters=20.6 M2025.09 | 33.7 | — | — | — | 0.927 | |
| ST-AVSRscaling factor=×3, number of parameters=27.9 M, auxiliary model=pre-trained VGG-162025.09 | 33.41 | — | — | — | 0.937 | |
| EDVRScale=x32026.02 | 32.59 | — | — | — | 0.904 | |
| V3-LargeScaling factor=x3, Parameters=20.6 M2025.09 | 32.53 | — | — | — | 0.911 | |
| V3Scaling factor=x3, Parameters=13.7 M2025.09 | 32.31 | — | — | — | 0.908 | |
| SAVSRscaling factor=×3, number of parameters=18.9 M2025.09 | 32.18 | — | — | — | 0.901 | |
| B-AVSRscaling factor=×3, number of parameters=14 M2025.09 | 31.86 | — | — | — | 0.91 | |
| VideoINRScaling factor=x2, Parameters=11.3 M2025.09 | 31.59 | — | — | — | 0.9 | |
| BicubicScale=x22026.02 | 31.51 | — | — | — | 0.911 | |
| BicubicScaling factor=x2, Parameters=—2025.09 | 31.51 | — | — | — | 0.911 | |
| V^2.5scaling factor=×4, number of parameters=20.6 M2025.09 | 31.2 | — | — | — | 0.876 | |
| BF-STVSRScaling factor=x3, Parameters=13.5 M2025.09 | 31.17 | — | — | — | 0.881 | |
| MoTIFScaling factor=x2, Parameters=12.6 M2025.09 | 31.03 | — | — | — | 0.898 | |
| ST-AVSRscaling factor=×4, number of parameters=27.9 M, auxiliary model=pre-trained VGG-162025.09 | 31.03 | — | — | — | 0.897 | |
| SwinIR-EQ + LTE-EQScale=x32026.02 | 30.77 | — | — | — | 0.868 | |
| SwinIR + LTEScale=x32026.02 | 30.73 | — | — | — | 0.866 | |
| RDN-LTEScaling factor=x3, Parameters=22.5 M, Arbitrary-scale image SR=true2025.09 | 30.73 | — | — | — | 0.866 | |
| EQSRScale=x32026.02 | 30.71 | — | — | — | 0.867 | |
| RDN-EQ + LTE-EQScale=x32026.02 | 30.68 | — | — | — | 0.867 | |
| RDN + LTEScale=x32026.02 | 30.64 | — | — | — | 0.865 | |
| RDN-CLITScaling factor=x3, Parameters=37.7 M, Arbitrary-scale image SR=true2025.09 | 30.63 | — | — | — | 0.865 | |
| RDN-HIIFScaling factor=x3, Parameters=23.2 M, Arbitrary-scale image SR=true2025.09 | 30.59 | — | — | — | 0.864 | |
| ArbSRScale=x32026.02 | 30.51 | — | — | — | 0.862 | |
| MoTIFScaling factor=x3, Parameters=12.6 M2025.09 | 30.44 | — | — | — | 0.862 | |
| EDVRScale=x42026.02 | 30.24 | — | — | — | 0.853 | |
| V3-LargeScaling factor=x4, Parameters=20.6 M2025.09 | 30.13 | — | — | — | 0.853 | |
| VideoINRScaling factor=x3, Parameters=11.3 M2025.09 | 30.04 | — | — | — | 0.852 | |
| V3Scaling factor=x4, Parameters=13.7 M2025.09 | 29.92 | — | — | — | 0.849 | |
| SAVSRscaling factor=×4, number of parameters=18.9 M2025.09 | 29.89 | — | — | — | 0.843 | |
| B-AVSRscaling factor=×4, number of parameters=14 M2025.09 | 29.67 | — | — | — | 0.861 | |
| BF-STVSRScaling factor=x4, Parameters=13.5 M2025.09 | 29.11 | — | — | — | 0.82 | |
| SwinIR-EQ + LTE-EQScale=x42026.02 | 28.78 | — | — | — | 0.804 | |
| MoTIFScaling factor=x4, Parameters=12.6 M2025.09 | 28.77 | — | — | — | 0.807 | |
| EQSRScale=x42026.02 | 28.75 | — | — | — | 0.804 | |
| SwinIR + LTEScale=x42026.02 | 28.75 | — | — | — | 0.804 | |
| RDN-LTEScaling factor=x4, Parameters=22.5 M, Arbitrary-scale image SR=true2025.09 | 28.75 | — | — | — | 0.804 | |
| RDN-EQ + LTE-EQScale=x42026.02 | 28.68 | — | — | — | 0.802 | |
| RDN + LTEScale=x42026.02 | 28.65 | — | — | — | 0.801 | |
| RDN-CLITScaling factor=x4, Parameters=37.7 M, Arbitrary-scale image SR=true2025.09 | 28.63 | — | — | — | 0.801 | |
| RDN-HIIFScaling factor=x4, Parameters=23.2 M, Arbitrary-scale image SR=true2025.09 | 28.6 | — | — | — | 0.799 | |
| V^2.5scaling factor=×6, number of parameters=20.6 M2025.09 | 28.39 | — | — | — | 0.788 | |
| ArbSRScale=x42026.02 | 28.38 | — | — | — | 0.799 | |
| VideoINRScaling factor=x4, Parameters=11.3 M2025.09 | 28.13 | — | — | — | 0.791 | |
| ST-AVSRscaling factor=×6, number of parameters=27.9 M, auxiliary model=pre-trained VGG-162025.09 | 27.89 | — | — | — | 0.812 | |
| V3-LargeScaling factor=x6, Parameters=20.6 M2025.09 | 27.54 | — | — | — | 0.76 | |
| V3Scaling factor=x6, Parameters=13.7 M2025.09 | 27.39 | — | — | — | 0.754 | |
| SAVSRscaling factor=×6, number of parameters=18.9 M2025.09 | 27.13 | — | — | — | 0.742 | |
| B-AVSRscaling factor=×6, number of parameters=14 M2025.09 | 26.83 | — | — | — | 0.771 | |
| BicubicScale=x32026.02 | 26.82 | — | — | — | 0.788 | |
| BicubicScaling factor=x3, Parameters=—2025.09 | 26.82 | — | — | — | 0.788 | |
| V^2.5scaling factor=×8, number of parameters=20.6 M2025.09 | 26.8 | — | — | — | 0.725 | |
| BF-STVSRScaling factor=x6, Parameters=13.5 M2025.09 | 26.78 | — | — | — | 0.728 | |
| RDN-LTEScaling factor=x6, Parameters=22.5 M, Arbitrary-scale image SR=true2025.09 | 26.56 | — | — | — | 0.718 | |
| RDN-HIIFScaling factor=x6, Parameters=23.2 M, Arbitrary-scale image SR=true2025.09 | 26.44 | — | — | — | 0.712 | |
| RDN-CLITScaling factor=x6, Parameters=37.7 M, Arbitrary-scale image SR=true2025.09 | 26.43 | — | — | — | 0.714 | |
| V3-LargeScaling factor=x8, Parameters=20.6 M2025.09 | 26.1 | — | — | — | 0.696 | |
| ST-AVSRscaling factor=×8, number of parameters=27.9 M, auxiliary model=pre-trained VGG-162025.09 | 26.04 | — | — | — | 0.746 | |
| V3Scaling factor=x8, Parameters=13.7 M2025.09 | 25.96 | — | — | — | 0.69 | |
| MoTIFScaling factor=x6, Parameters=12.6 M2025.09 | 25.63 | — | — | — | 0.698 | |
| SAVSRscaling factor=×8, number of parameters=18.9 M2025.09 | 25.53 | — | — | — | 0.672 | |
| BF-STVSRScaling factor=x8, Parameters=13.5 M2025.09 | 25.4 | — | — | — | 0.668 | |
| VideoINRScaling factor=x6, Parameters=11.3 M2025.09 | 25.27 | — | — | — | 0.687 | |
| RDN-LTEScaling factor=x8, Parameters=22.5 M, Arbitrary-scale image SR=true2025.09 | 25.24 | — | — | — | 0.669 | |
| RDN-HIIFScaling factor=x8, Parameters=23.2 M, Arbitrary-scale image SR=true2025.09 | 25.15 | — | — | — | 0.659 | |
| RDN-CLITScaling factor=x8, Parameters=37.7 M, Arbitrary-scale image SR=true2025.09 | 25.14 | — | — | — | 0.661 | |
| B-AVSRscaling factor=×8, number of parameters=14 M2025.09 | 25.13 | — | — | — | 0.706 | |
| MoTIFScaling factor=x8, Parameters=12.6 M2025.09 | 25.12 | — | — | — | 0.664 | |
| BicubicScale=x42026.02 | 24.92 | — | — | — | 0.713 | |
| BicubicScaling factor=x4, Parameters=—2025.09 | 24.92 | — | — | — | 0.713 | |
| VideoINRScaling factor=x8, Parameters=11.3 M2025.09 | 23.46 | — | — | — | 0.619 | |
| BicubicScaling factor=x6, Parameters=—2025.09 | 22.89 | — | — | — | 0.622 | |
| BicubicScaling factor=x8, Parameters=—2025.09 | 21.69 | — | — | — | 0.574 | |
| CF + CARNMethod Category=Blind SISR, Evaluation Protocol=random 10% of validation set2020.11 | — | 0.8855 | 0.8973 | 0.8788 | — | |
| CF + DBPNMethod Category=Blind SISR, Evaluation Protocol=random 10% of validation set2020.11 | — | 0.8741 | 0.8696 | 0.8202 | — | |
| DUFMethod Category=Video SR, Configuration=Baseline2020.11 | — | 0.8426 | 0.8623 | 0.8759 | — | |
| DUF + DynaVSRMethod Category=Video SR, Configuration=DynaVSR2020.11 | — | 0.8935 | 0.9023 | 0.9041 | — | |
| EDVRMethod Category=Video SR, Configuration=Baseline2020.11 | — | 0.847 | 0.8729 | 0.8826 | — | |
| EDVR + DynaVSRMethod Category=Video SR, Configuration=DynaVSR2020.11 | — | 0.9286 | 0.9363 | 0.9388 | — | |
| EDVR baselineScale=x42020.11 | — | 24.8 | 25.22 | 25.29 | — | |
| EDVR+DynaVSRScale=x42020.11 | — | 25.81 | 26.19 | 27.11 | — | |
| IKCMethod Category=Blind SISR2020.11 | — | 0.9361 | 0.8821 | 0.903 | — | |
| KG + ZSSRMethod Category=Blind SISR2020.11 | — | 0.8673 | 0.8366 | 0.7721 | — | |
| TOFlowMethod Category=Video SR, Configuration=Baseline2020.11 | — | 0.8431 | 0.8648 | 0.8808 | — |