Video Super-Resolution on Vimeo-90K-T (test)
38.82PSNRIART††
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| IART††Degradation=BD, Scale=4x, Note=Enhanced by EvTexture++ plug-in2026.06 | 38.82 | — | — | — | — | 0.9592 | — | |
| IARTDegradation=BD, Scale=4x2026.06 | 38.63 | — | — | — | — | 0.9582 | — | |
| RVRTDegradation=BD2024.04 | 38.59 | — | — | — | — | — | 0.1465 | |
| PSRT-recurrentFrames REDS/Vimeo=16/14, Params (M)=13.42022.07 | 38.27 | — | — | — | — | 0.9536 | — | |
| BasicVSR++Degradation=BD2024.04 | 38.21 | — | — | — | — | — | 0.144 | |
| BasicVSR++Degradation=BD, Scale=4x2026.06 | 38.21 | — | — | — | — | 0.955 | — | |
| VRTFrames REDS/Vimeo=16/7, Params (M)=35.62022.07 | 38.2 | — | — | — | — | 0.953 | — | |
| RVRTFrames REDS/Vimeo=30/14, Params (M)=10.82022.07 | 38.15 | — | — | — | — | 0.9527 | — | |
| RVRTDegradation=BI2024.04 | 38.15 | — | — | — | — | — | 0.1502 | |
| EvTexture++Degradation=BD, Scale=4x2026.06 | 38.02 | — | — | — | — | 0.954 | — | |
| TTVSRUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 37.92 | — | — | — | — | 0.9526 | — | |
| TTVSRDegradation=BD2024.04 | 37.92 | — | — | — | — | — | 0.1507 | |
| IconVSRUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 37.84 | — | — | — | — | 0.9524 | — | |
| IconVSRDegradation=BD2024.04 | 37.84 | — | — | — | — | — | 0.1531 | |
| IconVSRDegradation=BD, Scale=4x2026.06 | 37.84 | — | — | — | — | 0.9524 | — | |
| EDVRUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 37.81 | — | — | — | — | 0.9523 | — | |
| PFNLDegradation=BD2024.04 | 37.81 | — | — | — | — | — | — | |
| EDVRDegradation=BD, Scale=4x2026.06 | 37.81 | — | — | — | — | 0.9523 | — | |
| EvTextureDegradation=BD, Scale=4x2026.06 | 37.8 | — | — | — | — | 0.9517 | — | |
| BasicVSR++Frames REDS/Vimeo=30/14, Params (M)=7.32022.07 | 37.79 | — | — | — | — | 0.95 | — | |
| BasicVSR++Degradation=BI2024.04 | 37.79 | — | — | — | — | — | 0.1506 | |
| VSR-TransformerParams=32.6 M2022.05 | 37.71 | — | — | — | — | 0.9494 | — | |
| VSR-TFrames REDS/Vimeo=5/7, Params (M)=32.62022.07 | 37.71 | — | — | — | — | 0.9494 | — | |
| EBVSRDegradation=BD, Scale=4x2026.06 | 37.64 | — | — | — | — | 0.9508 | — | |
| S2SVRParams=13.4 M2022.05 | 37.63 | — | — | — | — | 0.949 | — | |
| EDVRNumber of Frames=7 Frames, Evaluation Channel=Y Channel2019.05 | 37.61 | — | — | — | — | 0.9489 | — | |
| EDVRParams=20.6 M2022.05 | 37.61 | — | — | — | — | 0.9489 | — | |
| EDVRFrames REDS/Vimeo=5/7, Params (M)=20.62022.07 | 37.61 | — | — | — | — | 0.9489 | — | |
| EDVRDegradation=BI2024.04 | 37.61 | — | — | — | — | — | — | |
| TGAUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 37.59 | — | — | — | — | 0.9516 | — | |
| BasicVSRUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 37.53 | — | — | — | — | 0.9498 | — | |
| BasicVSRDegradation=BD2024.04 | 37.53 | — | — | — | — | — | 0.1551 | |
| BasicVSRDegradation=BD, Scale=4x2026.06 | 37.53 | — | — | — | — | 0.9498 | — | |
| IconVSRParams=8.7 M2022.05 | 37.47 | — | — | — | — | 0.9476 | — | |
| IconVSRFrames REDS/Vimeo=15/14, Params (M)=8.72022.07 | 37.47 | — | — | — | — | 0.9476 | — | |
| IconVSRDegradation=BI2024.04 | 37.47 | — | — | — | — | — | 0.1587 | |
| MuCAN2022.05 | 37.32 | — | — | — | — | 0.9465 | — | |
| MuCANFrames REDS/Vimeo=5/72022.07 | 37.32 | — | — | — | — | 0.9465 | — | |
| MuCANDegradation=BI2024.04 | 37.32 | — | — | — | — | — | 0.1523 | |
| RSDNUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 37.23 | — | — | — | — | 0.9471 | — | |
| RBPNUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 37.2 | — | — | — | — | 0.9458 | — | |
| RBPNDegradation=BD2024.04 | 37.2 | — | — | — | — | — | — | |
| BasicVSRParams=6.3 M2022.05 | 37.18 | — | — | — | — | 0.945 | — | |
| BasicVSRFrames REDS/Vimeo=15/14, Params (M)=6.32022.07 | 37.18 | — | — | — | — | 0.945 | — | |
| BasicVSRDegradation=BI2024.04 | 37.18 | — | — | — | — | — | 0.1616 | |
| EDVRDegradation=BD2024.04 | 37.16 | — | — | — | — | — | — | |
| EDVR-MParams=3.3 M2022.05 | 37.09 | — | — | — | — | 0.9446 | — | |
| MIA-VSRDegradation=BD, Scale=4x2026.06 | 37.09 | — | — | — | — | 0.9463 | — | |
| RBPNNumber of Frames=7 Frames, Evaluation Channel=Y Channel2019.05 | 37.07 | — | — | — | — | 0.9435 | — | |
| RBPNParams=12.2 M2022.05 | 37.07 | — | — | — | — | 0.9435 | — | |
| RBPNFrames REDS/Vimeo=7/7, Params (M)=12.22022.07 | 37.07 | — | — | — | — | 0.9435 | — | |
| RBPNDegradation=BI2024.04 | 37.07 | — | — | — | — | — | — | |
| DUFUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 36.87 | — | — | — | — | 0.9447 | — | |
| RLSPUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 36.49 | — | — | — | — | 0.9403 | — | |
| DUFNumber of Frames=7 Frames, Evaluation Channel=Y Channel2019.05 | 36.37 | — | — | — | — | 0.9387 | — | |
| TDANUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 36.31 | — | — | — | — | 0.9376 | — | |
| PFNLParams=3.0 M2022.05 | 36.14 | — | — | — | — | 0.9363 | — | |
| PFNLFrames REDS/Vimeo=7/7, Params (M)=3.02022.07 | 36.14 | — | — | — | — | 0.9363 | — | |
| PFNLDegradation=BI2024.04 | 36.14 | — | — | — | — | — | — | |
| VideoGigaGANDegradation=BI2024.04 | 35.97 | — | — | — | — | — | 0.112 | |
| BasicVSR++Noisy Frames=false2023.12 | 35.95 | — | — | — | — | 0.94 | — | |
| EDVRNumber of Frames=7 Frames, Evaluation Channel=RGB Channels2019.05 | 35.79 | — | — | — | — | 0.9374 | — | |
| EDVRNoisy Frames=false2023.12 | 35.79 | — | — | — | — | 0.937 | — | |
| VDPNoisy Frames=false2023.12 | 35.7 | — | — | — | — | 0.936 | — | |
| SwinIRFrames REDS/Vimeo=-/-, Params (M)=11.92022.07 | 35.67 | — | — | — | — | 0.9287 | — | |
| FRVSRUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 35.64 | — | — | — | — | 0.9319 | — | |
| RCANNumber of Frames=1 Frame, Evaluation Channel=Y Channel2019.05 | 35.35 | — | — | — | — | 0.9251 | — | |
| RCANFrames REDS/Vimeo=-/-2022.07 | 35.35 | — | — | — | — | 0.9251 | — | |
| VideoGigaGANDegradation=BD2024.04 | 35.3 | — | — | — | — | — | 0.1129 | |
| TOFlowNumber of Frames=7 Frames, Evaluation Channel=Y Channel2019.05 | 34.83 | — | — | — | — | 0.922 | — | |
| TOFlowUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 34.62 | — | — | — | — | 0.9212 | — | |
| TOFlowDegradation=BD2024.04 | 34.62 | — | — | — | — | — | — | |
| DUFNumber of Frames=7 Frames, Evaluation Channel=RGB Channels2019.05 | 34.33 | — | — | — | — | 0.9227 | — | |
| VDPNoisy Frames=true, Noisy Intensity=σ = 52023.12 | 33.87 | — | — | — | — | 0.878 | — | |
| RCANNumber of Frames=1 Frame, Evaluation Channel=RGB Channels2019.05 | 33.61 | — | — | — | — | 0.9101 | — | |
| ToFlowNoisy Frames=false2023.12 | 33.2 | — | — | — | — | 0.92 | — | |
| TOFlowNumber of Frames=7 Frames, Evaluation Channel=RGB Channels2019.05 | 33.08 | — | — | — | — | 0.9054 | — | |
| TOFlow2022.05 | 33.08 | — | — | — | — | 0.9054 | — | |
| TOFlowFrames REDS/Vimeo=5/72022.07 | 33.08 | — | — | — | — | 0.9054 | — | |
| TOFlowDegradation=BI2024.04 | 33.08 | — | — | — | — | — | — | |
| EDVRNoisy Frames=true, Noisy Intensity=σ = 52023.12 | 32.02 | — | — | — | — | 0.758 | — | |
| BasicVSR++Noisy Frames=true, Noisy Intensity=σ = 52023.12 | 31.58 | — | — | — | — | 0.72 | — | |
| BicubicNumber of Frames=1 Frame, Evaluation Channel=Y Channel2019.05 | 31.32 | — | — | — | — | 0.8684 | — | |
| Bicubic2022.05 | 31.32 | — | — | — | — | 0.8684 | — | |
| BicubicFrames REDS/Vimeo=-/-2022.07 | 31.32 | — | — | — | — | 0.8684 | — | |
| BicubicUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 31.3 | — | — | — | — | 0.8687 | — | |
| BiCubicNoisy Frames=false2023.12 | 31.12 | — | — | — | — | 0.87 | — | |
| ToFlowNoisy Frames=true, Noisy Intensity=σ = 52023.12 | 30.2 | — | — | — | — | 0.712 | — | |
| BiCubicNoisy Frames=true, Noisy Intensity=σ = 52023.12 | 29.9 | — | — | — | — | 0.796 | — | |
| BicubicNumber of Frames=1 Frame, Evaluation Channel=RGB Channels2019.05 | 29.79 | — | — | — | — | 0.8483 | — | |
| DeepSRNumber of Frames=7 Frames, Evaluation Channel=RGB Channels2019.05 | 25.55 | — | — | — | — | 0.8498 | — | |
| BayesSRNumber of Frames=7 Frames, Evaluation Channel=RGB Channels2019.05 | 24.64 | — | — | — | — | 0.8205 | — | |
| BasicVSRnFrame=7, Param.=6.3M, Scale=x42021.11 | — | — | — | 37.18 | 0.945 | — | — | |
| BasicVSR++nFrame=7, Param.=7.3M, Scale=x4, Pre-training=additional REDS dataset2021.11 | — | — | — | 37.79 | 0.95 | — | — | |
| BayesSR+frames=7 Frames2019.05 | — | 24.64 | 0.8205 | — | — | — | — | |
| Bicubicframes=1 Frame2019.05 | — | 29.79 | 0.8483 | 31.32 | 0.8684 | — | — | |
| BicubicScale=4x2020.08 | — | 29.77 | 0.849 | 31.3 | 0.8687 | — | — | |
| BicubicnFrame=1, Scale=x42021.11 | — | 29.79 | 0.8483 | 31.32 | 0.8684 | — | — | |
| DeepSR+frames=7 Frames2019.05 | — | 25.55 | 0.8498 | — | — | — | — | |
| DUFframes=7 Frames2019.05 | — | 34.33 | 0.9227 | 36.37 | 0.9387 | — | — |