Video Super-Resolution on Vid4 (test)
33.73PSNRVSR-DUF
Evaluation results
| Method | Links | ||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VSR-DUFScale=2x2019.03 | 33.73 | 0.955 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RBPN/6Scale=2x2019.03 | 33.73 | 0.954 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DBPNScale=2x2019.03 | 32.3 | 0.934 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VSRScale=2x2019.03 | 31.3 | 0.929 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EvTexture++Input Type=Event-based, Upsampling Scale=4x, Evaluation Channel=Y-channel2026.06 | 29.78 | 0.8983 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RVRTDegradation=BD, Channel=Y2022.06 | 29.54 | 0.881 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EvTextureInput Type=Event-based, Upsampling Scale=4x, Evaluation Channel=Y-channel2026.06 | 29.51 | 0.8909 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VRTDegradation=BD, Channel=Y2022.06 | 29.42 | 0.8795 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSR++Degradation=BD, Channel=Y2022.06 | 29.04 | 0.8753 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ETDM#Frame=uni, Params (M)=8.4, Runtime (ms)=702022.04 | 28.81 | 0.8725 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GOVSR#Frame=bi, Params (M)=7.1, Runtime (ms)=812022.04 | 28.47 | 0.8722 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EBVSRInput Type=Event-based, Upsampling Scale=4x, Evaluation Channel=Y-channel2026.06 | 28.46 | 0.8701 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BicubicScale=2x2019.03 | 28.43 | 0.866 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GOVSRDegradation=BD, Channel=Y2022.06 | 28.41 | 0.8724 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TTVSRUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 28.4 | 0.8643 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FTVSR*training_strategy=trained on only uncompressed videos2022.08 | 28.31 | 0.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IARTInput Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=Y-channel2026.06 | 28.3 | 0.8523 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIA-VSRInput Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=Y-channel2026.06 | 28.27 | 0.8519 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PSRTInput Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=Y-channel2026.06 | 28.2 | 0.8504 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PSRT-recurrentFrames REDS/Vimeo=16/14, Params (M)=13.42022.07 | 28.07 | 0.8485 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FTVSR†training_strategy=trained on both compressed and uncompressed videos2022.08 | 28.06 | 0.856 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IconVSRUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 28.04 | 0.857 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IconVSR#Frame=bi, Params (M)=8.7, Runtime (ms)=702022.04 | 28.04 | 0.857 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IconVSRtraining_strategy=trained on uncompressed videos2022.08 | 28.04 | 0.857 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IconVSRDegradation=BD, Channel=Y2022.06 | 28.04 | 0.857 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RVRTFrames REDS/Vimeo=30/14, Params (M)=10.82022.07 | 27.99 | 0.8462 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RVRTDegradation=BI, Channel=Y2022.06 | 27.99 | 0.8462 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSRUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 27.96 | 0.8553 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSR#Frame=bi, Params (M)=6.3, Runtime (ms)=632022.04 | 27.96 | 0.8553 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSRtraining_strategy=trained on uncompressed videos2022.08 | 27.96 | 0.855 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSRDegradation=BD, Channel=Y2022.06 | 27.96 | 0.8553 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RVRTInput Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=Y-channel2026.06 | 27.94 | 0.8443 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VRTFrames REDS/Vimeo=16/7, Params (M)=35.62022.07 | 27.93 | 0.8425 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VRTDegradation=BI, Channel=Y2022.06 | 27.93 | 0.8425 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RSDNUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 27.92 | 0.8505 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RSDN#Frame=uni, Params (M)=6.2, Runtime (ms)=942022.04 | 27.92 | 0.8505 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RSDNDegradation=BD, Channel=Y2022.06 | 27.92 | 0.8505 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OursN=7, Scale=x42021.11 | 27.9 | 0.838 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RTVARInput Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=Y-channel2026.06 | 27.9 | 0.838 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RVRTScale=4x, Method Type=Fixed-scale Regression-based VSR2026.07 | 27.9 | 0.8456 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 18.81 | — | — | 15.15 | 4.06 | — | — | 12.09 | |
| FDAN#Frame=7, Params (M)=92022.04 | 27.88 | 0.8508 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FDANDegradation=BD, Channel=Y2022.06 | 27.88 | 0.8508 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VRTInput Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=Y-channel2026.06 | 27.88 | 0.8404 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSR++Input Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=Y-channel2026.06 | 27.87 | 0.8413 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVRUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 27.85 | 0.8503 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVR#Frame=7, Params (M)=20.6, Runtime (ms)=3782022.04 | 27.85 | 0.8503 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVRtraining_strategy=trained on uncompressed videos2022.08 | 27.85 | 0.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVRDegradation=BD, Channel=Y2022.06 | 27.85 | 0.8503 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSR++Frames REDS/Vimeo=30/14, Params (M)=7.32022.07 | 27.79 | 0.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSR++Degradation=BI, Channel=Y2022.06 | 27.79 | 0.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| V^2.5Upscaling factor=×4, Arbitrary-scale upsampling=true2025.09 | 27.77 | 0.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSR++Scale=4x, Method Type=Fixed-scale Regression-based VSR2026.07 | 27.72 | 0.8409 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 19.09 | — | — | 15.26 | 4.09 | — | — | 12.26 | |
| RRN#Frame=uni, Params (M)=3.4, Runtime (ms)=452022.04 | 27.69 | 0.8488 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RRNDegradation=BD, Channel=Y2022.06 | 27.69 | 0.8488 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TTVSRUpscaling factor=×42025.09 | 27.64 | 0.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TGADegradation=BD, Channel=Y2022.06 | 27.63 | 0.8423 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TGAUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 27.59 | 0.8419 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TGA#Frame=7, Params (M)=5.8, Runtime (ms)=3752022.04 | 27.59 | 0.8419 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FTVSRUpscaling factor=×42025.09 | 27.57 | 0.839 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RLSP#Frame=uni, Params (M)=4.2, Runtime (ms)=492022.04 | 27.51 | 0.8396 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VESPCNScaling factor=x3, Input frames=F32017.04 | 27.49 | 0.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPMCScaling factor=x3, Input frames=F32017.04 | 27.49 | 0.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RLSPUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 27.48 | 0.8388 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RLSPDegradation=BD, Channel=Y2022.06 | 27.48 | 0.8388 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IconVSRInput Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=Y-channel2026.06 | 27.46 | 0.829 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FTVSRCompression (CRF)=CRF15, Scale=4x downsampling, Evaluation Channel=Y-channel2022.12 | 27.4 | 0.811 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IconVSRN=7, Scale=x42021.11 | 27.39 | 0.8279 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IconVSRFrames REDS/Vimeo=15/14, Params (M)=8.72022.07 | 27.39 | 0.8279 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IconVSRDegradation=BI, Channel=Y2022.06 | 27.39 | 0.8279 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DUFUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 27.38 | 0.8329 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DUF#Frame=7, Params (M)=5.8, Runtime (ms)=10862022.04 | 27.38 | 0.8329 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DUFtraining_strategy=trained on uncompressed videos2022.08 | 27.38 | 0.832 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DUFDegradation=BD, Channel=Y2022.06 | 27.38 | 0.8329 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VSR-TN=7, Scale=x42021.11 | 27.36 | 0.8258 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PFNL#Frame=7, Params (M)=3, Runtime (ms)=2952022.04 | 27.36 | 0.8385 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VSR-TFrames REDS/Vimeo=5/7, Params (M)=32.62022.07 | 27.36 | 0.8258 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VSRTDegradation=BI, Channel=Y2022.06 | 27.36 | 0.8258 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVRN=7, Scale=x42021.11 | 27.35 | 0.8264 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVRFrames REDS/Vimeo=5/7, Params (M)=20.62022.07 | 27.35 | 0.8264 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVRDegradation=BI, Channel=Y2022.06 | 27.35 | 0.8264 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DUFN=7, Scale=x42021.11 | 27.33 | 0.8318 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DUFFrames REDS/Vimeo=7/7, Params (M)=5.82022.07 | 27.33 | 0.8319 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DUFDegradation=BI, Channel=Y2022.06 | 27.33 | 0.8319 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSRInput Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=Y-channel2026.06 | 27.32 | 0.8265 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| COMISRtraining_strategy=trained on uncompressed videos2022.08 | 27.31 | 0.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVRInput Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=Y-channel2026.06 | 27.3 | 0.8242 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RBPN#Frame=7, Params (M)=12.2, Runtime (ms)=15132022.04 | 27.27 | 0.8285 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MuCANN=7, Scale=x42021.11 | 27.26 | 0.8215 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VSRnetScaling factor=x3, Input frames=F32017.04 | 27.25 | 0.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSRFrames REDS/Vimeo=15/14, Params (M)=6.32022.07 | 27.24 | 0.8251 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSRDegradation=BI, Channel=Y2022.06 | 27.24 | 0.8251 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSRUpscaling factor=×42025.09 | 27.24 | 0.825 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RBPNUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 27.17 | 0.8205 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RBPNDegradation=BD, Channel=Y2022.06 | 27.17 | 0.8205 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PFNLDegradation=BD, Channel=Y2022.06 | 27.16 | 0.8355 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RBPNFrames REDS/Vimeo=7/7, Params (M)=12.22022.07 | 27.12 | 0.818 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RBPNDegradation=BI, Channel=Y2022.06 | 27.12 | 0.818 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAVSRScale=4x, Method Type=Arbitrary-scale Regression-based VSR2026.07 | 27.12 | 0.817 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 24.73 | — | — | 11.83 | 4.65 | — | — | 12.98 | |
| TDANUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 26.86 | 0.814 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PFNLFrames REDS/Vimeo=7/7, Params (M)=3.02022.07 | 26.73 | 0.8029 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |