Video Super-Resolution on REDS4 (test)
36.13PSNR (Avg)V3VSR
Evaluation results
| Method | Links | |||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| V3VSRScale=2x, Method Category=Arbitrary-scale Regression-based VSR2026.07 | 36.13 | 0.9592 | — | — | — | — | — | — | — | — | 6.01 | — | — | — | 2.67 | — | — | — | — | 7.95 | — | — | 7.75 | |
| AVSR-DiffScale=2x, Method Category=Arbitrary-scale Generative VSR2026.07 | 35.47 | 0.9534 | — | — | — | — | — | — | — | — | 3.84 | — | — | — | 1.72 | — | — | — | — | 7.37 | — | — | 3.23 | |
| SAVSRScale=2x, Method Category=Arbitrary-scale Regression-based VSR2026.07 | 35.25 | 0.9523 | — | — | — | — | — | — | — | — | 6.66 | — | — | — | 2.95 | — | — | — | — | 7.82 | — | — | 7.5 | |
| BF-STVSRScale=2x, Method Category=Arbitrary-scale Regression-based VSR2026.07 | 34.74 | 0.9503 | — | — | — | — | — | — | — | — | 6.43 | — | — | — | 3.15 | — | — | — | — | 11.17 | — | — | 9.14 | |
| StableVSRScale=2x, Method Category=Fixed-scale Generative VSR + Bicubic2026.07 | 33.49 | 0.9328 | — | — | — | — | — | — | — | — | 5.51 | — | — | — | 1.99 | — | — | — | — | 8.01 | — | — | 8.25 | |
| SAVSRScale=2.5x, Method Category=Arbitrary-scale Regression-based VSR2026.07 | 33.01 | 0.9257 | — | — | — | — | — | — | — | — | 11.34 | — | — | — | 4.9 | — | — | — | — | 11.33 | — | — | 6.85 | |
| EvTexture++Input Type=Event-based, Upsampling Scale=4x, Evaluation Channel=RGB-channel2026.06 | 32.93 | 0.9195 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IARTInput Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=RGB-channel2026.06 | 32.9 | 0.9138 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIA-VSRDirection=bidirectional/offline, Runtime (s)=0.768, latency-max (s)=76.82025.12 | 32.79 | 0.912 | — | — | — | — | — | — | — | — | 0.123 | — | — | — | 0.064 | 3.742 | 6.451 | 37.099 | 8.87 | 2.354 | — | — | — | |
| MIA-VSRInput Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=RGB-channel2026.06 | 32.79 | 0.9115 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EvTextureInput Type=Event-based, Upsampling Scale=4x, Evaluation Channel=RGB-channel2026.06 | 32.79 | 0.9174 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RVRTFrames REDS/Vimeo=30/14, Params (M)=10.82022.07 | 32.75 | 0.9113 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RVRTDegradation=BI, Channel=RGB, Scale=x42022.06 | 32.75 | 0.9113 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RVRT#Param (M)=10.8, Memory (M)=1056, Runtime (ms)=183, Input Resolution=320x180, Degradation Type=Bicubic2022.06 | 32.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RVRTInput Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=RGB-channel2026.06 | 32.75 | 0.9113 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BF-STVSRScale=2.5x, Method Category=Arbitrary-scale Regression-based VSR2026.07 | 32.75 | 0.9225 | — | — | — | — | — | — | — | — | 10.86 | — | — | — | 4.9 | — | — | — | — | 14.02 | — | — | 6.91 | |
| RVRTDegradation=BI2024.04 | 32.74 | — | — | — | — | — | — | — | — | — | 0.1727 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PSRT-recurrentFrames REDS/Vimeo=16/14, Params (M)=13.42022.07 | 32.72 | 0.9106 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PSRTInput Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=RGB-channel2026.06 | 32.72 | 0.9106 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RVRTDirection=bidirectional/offline, Runtime (s)=0.498, latency-max (s)=2.492025.12 | 32.701 | 0.911 | — | — | — | — | — | — | — | — | 0.13 | — | — | — | 0.067 | 3.793 | 6.366 | 38.038 | 9.133 | 2.421 | — | — | — | |
| RVRTScale=4x, Method Type=Fixed-scale Regression-based VSR2026.07 | 32.7 | 0.9106 | — | — | — | — | — | — | — | — | 13.32 | — | — | — | 6.91 | — | — | — | 8.98 | 18.08 | — | — | — | |
| BasicVSR++ + RSTB#Param (M)=9.3, Memory (M)=1021, Runtime (ms)=201, Input Resolution=320x180, Degradation Type=Bicubic2022.06 | 32.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AVSR-DiffScale=2.5x, Method Category=Arbitrary-scale Generative VSR2026.07 | 32.6 | 0.9158 | — | — | — | — | — | — | — | — | 4.13 | — | — | — | 2.04 | — | — | — | — | 9.85 | — | — | 3.67 | |
| ST-AVSRScale=2x, Method Category=Arbitrary-scale Regression-based VSR2026.07 | 32.51 | 0.9259 | — | — | — | — | — | — | — | — | 17.42 | — | — | — | 6.43 | — | — | — | — | 14.04 | — | — | 15.61 | |
| DAP#Frame=uni, Runtime (ms)=382022.04 | 32.39 | 0.9069 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSR++Frames REDS/Vimeo=30/14, Params (M)=7.32022.07 | 32.39 | 0.9069 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSR++Degradation=BI, Channel=RGB, Scale=x42022.06 | 32.39 | 0.9069 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSR++#Param (M)=7.3, Memory (M)=223, Runtime (ms)=77, Input Resolution=320x180, Degradation Type=Bicubic2022.06 | 32.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSR++Degradation=BI2024.04 | 32.39 | — | — | — | — | — | — | — | — | — | 0.1786 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSR++Input Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=RGB-channel2026.06 | 32.39 | 0.9069 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSR++Direction=bidirectional/offline, Runtime (s)=0.098, latency-max (s)=9.82025.12 | 32.386 | 0.907 | — | — | — | — | — | — | — | — | 0.132 | — | — | — | 0.069 | 3.85 | 6.363 | 38.641 | 9.017 | 2.49 | — | — | — | |
| V3VSRScale=2.5x, Method Category=Arbitrary-scale Regression-based VSR2026.07 | 32.37 | 0.9209 | — | — | — | — | — | — | — | — | 12.12 | — | — | — | 4.78 | — | — | — | — | 12.82 | — | — | 7.09 | |
| MoTIFScale=2x, Method Category=Arbitrary-scale Regression-based VSR2026.07 | 32.36 | 0.9269 | — | — | — | — | — | — | — | — | 8.39 | — | — | — | 4.08 | — | — | — | — | 42.46 | — | — | 9.23 | |
| BasicVSR++Scale=4x, Method Type=Fixed-scale Regression-based VSR2026.07 | 32.32 | 0.9057 | — | — | — | — | — | — | — | — | 13.49 | — | — | — | 6.99 | — | — | — | 9.19 | 18.16 | — | — | — | |
| VRTFrames REDS/Vimeo=16/7, Params (M)=35.62022.07 | 32.19 | 0.9006 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VRTDegradation=BI, Channel=RGB, Scale=x42022.06 | 32.19 | 0.9006 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VRT#Param (M)=35.6, Memory (M)=2149, Runtime (ms)=243, Input Resolution=320x180, Degradation Type=Bicubic2022.06 | 32.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VRTInput Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=RGB-channel2026.06 | 32.19 | 0.9006 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ETDM#Frame=uni, Params (M)=8.4, Runtime (ms)=702022.04 | 32.15 | 0.9024 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TTVSRRecurrent structure=true, Scale=4x, Testing channels=RGB2022.04 | 32.12 | 0.9021 | 28.82 | 0.8566 | 33.47 | 0.91 | 35.01 | 0.9325 | 31.17 | 0.9094 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TTVSRScale=4x, Channels=RGB2022.04 | 32.12 | 0.9021 | — | — | — | — | — | — | — | — | 0.1786 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TTVSRDegradation=BI2024.04 | 32.12 | — | — | — | — | — | — | — | — | — | 0.1836 | — | — | — | — | — | — | — | — | — | — | — | — | |
| S2SVRParams=13.4 M2022.05 | 31.96 | 0.8988 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GOVSR#Frame=bi, Params (M)=7.1, Runtime (ms)=812022.04 | 31.91 | 0.899 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PSRT-recurrentFrames REDS/Vimeo=6/-, Params (M)=10.82022.07 | 31.88 | 0.8964 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoTIFScale=2.5x, Method Category=Arbitrary-scale Regression-based VSR2026.07 | 31.85 | 0.911 | — | — | — | — | — | — | — | — | 12.43 | — | — | — | 5.29 | — | — | — | — | 23.61 | — | — | 8.11 | |
| FTVSR*training_strategy=trained on only uncompressed videos2022.08 | 31.82 | 0.896 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FTVSR†training_strategy=trained on both compressed and uncompressed videos2022.08 | 31.74 | 0.895 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IconVSRRecurrent structure=true, Scale=4x, Testing channels=RGB2022.04 | 31.67 | 0.8948 | 28.55 | 0.8478 | 32.89 | 0.9024 | 34.54 | 0.927 | 30.8 | 0.9033 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IconVSRScale=4x, Channels=RGB2022.04 | 31.67 | 0.8948 | — | — | — | — | — | — | — | — | 0.189 | — | — | — | — | — | — | — | — | — | — | — | — | |
| IconVSR#Frame=bi, Params (M)=8.7, Runtime (ms)=702022.04 | 31.67 | 0.8948 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IconVSRParams=8.7 M2022.05 | 31.67 | 0.8948 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IconVSRtraining_strategy=trained on uncompressed videos2022.08 | 31.67 | 0.895 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IconVSRFrames REDS/Vimeo=15/14, Params (M)=8.72022.07 | 31.67 | 0.8948 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IconVSRDegradation=BI, Channel=RGB, Scale=x42022.06 | 31.67 | 0.8948 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IconVSRDegradation=BI2024.04 | 31.67 | — | — | — | — | — | — | — | — | — | 0.1939 | — | — | — | — | — | — | — | — | — | — | — | — | |
| IconVSRInput Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=RGB-channel2026.06 | 31.67 | 0.8948 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VRTFrames REDS/Vimeo=6/-, Params (M)=30.72022.07 | 31.6 | 0.8888 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EBVSRInput Type=Event-based, Upsampling Scale=4x, Evaluation Channel=RGB-channel2026.06 | 31.47 | 0.8919 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSRRecurrent structure=true, Scale=4x, Testing channels=RGB2022.04 | 31.42 | 0.8909 | 28.39 | 0.8429 | 32.46 | 0.8975 | 34.22 | 0.9237 | 30.6 | 0.8996 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSRScale=4x, Channels=RGB2022.04 | 31.42 | 0.8909 | — | — | — | — | — | — | — | — | 0.1979 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSR#Frame=bi, Params (M)=6.3, Runtime (ms)=632022.04 | 31.42 | 0.8909 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSRParams=6.3 M2022.05 | 31.42 | 0.8909 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSRtraining_strategy=trained on uncompressed videos2022.08 | 31.42 | 0.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSRFrames REDS/Vimeo=15/14, Params (M)=6.32022.07 | 31.42 | 0.8909 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSRDegradation=BI, Channel=RGB, Scale=x42022.06 | 31.42 | 0.8909 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSRDegradation=BI2024.04 | 31.42 | — | — | — | — | — | — | — | — | — | 0.2023 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSRInput Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=RGB-channel2026.06 | 31.42 | 0.8909 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PSRT-slidingFrames REDS/Vimeo=5/-, Params (M)=14.82022.07 | 31.32 | 0.8834 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RTVARInput Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=RGB-channel2026.06 | 31.3 | 0.885 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VSR-T#Frame=5, Recurrent structure=false, Scale=4x, Testing channels=RGB2022.04 | 31.19 | 0.8815 | 28.06 | 0.8267 | 32.28 | 0.8883 | 34.15 | 0.9199 | 30.26 | 0.8912 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VSR-TransformerParams=32.6 M2022.05 | 31.19 | 0.8815 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VSR-TFrames REDS/Vimeo=5/7, Params (M)=32.62022.07 | 31.19 | 0.8815 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VSRTDegradation=BI, Channel=RGB, Scale=x42022.06 | 31.19 | 0.8815 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VSRT#Param (M)=32.6, Memory (M)=27487, Runtime (ms)=328, Input Resolution=320x180, Degradation Type=Bicubic2022.06 | 31.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RealBasicVSRScale=2x, Method Category=Fixed-scale Generative VSR + Bicubic2026.07 | 31.16 | 0.9051 | — | — | — | — | — | — | — | — | 8.26 | — | — | — | 4.88 | — | — | — | — | 22.98 | — | — | 9.12 | |
| EDVR2019.05 | 31.09 | 0.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVR#Frame=7, Recurrent structure=false, Scale=4x, Testing channels=RGB2022.04 | 31.09 | 0.88 | 28.01 | 0.825 | 32.17 | 0.8864 | 34.06 | 0.9206 | 30.09 | 0.8881 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVRScale=4x, Channels=RGB2022.04 | 31.09 | 0.88 | — | — | — | — | — | — | — | — | 0.2225 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVR#Frame=7, Params (M)=20.6, Runtime (ms)=3782022.04 | 31.09 | 0.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVRParams=20.6 M2022.05 | 31.09 | 0.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVRtraining_strategy=trained on uncompressed videos2022.08 | 31.09 | 0.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVRFrames REDS/Vimeo=5/7, Params (M)=20.62022.07 | 31.09 | 0.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVRDegradation=BI, Channel=RGB, Scale=x42022.06 | 31.09 | 0.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVR#Param (M)=20.6, Memory (M)=3535, Runtime (ms)=378, Input Resolution=320x180, Degradation Type=Bicubic2022.06 | 31.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVRInput Type=RGB-based, Upsampling Scale=4x, Evaluation Channel=RGB-channel2026.06 | 31.09 | 0.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVRDegradation=BI2024.04 | 31.05 | — | — | — | — | — | — | — | — | — | 0.2097 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MuCAN#Frame=5, Recurrent structure=false, Scale=4x, Testing channels=RGB2022.04 | 30.88 | 0.875 | 27.99 | 0.8219 | 31.84 | 0.8801 | 33.9 | 0.917 | 29.78 | 0.8811 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MuCANScale=4x, Channels=RGB2022.04 | 30.88 | 0.875 | — | — | — | — | — | — | — | — | 0.2112 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MuCAN2022.05 | 30.88 | 0.875 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MuCANFrames REDS/Vimeo=5/72022.07 | 30.88 | 0.875 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MuCANDegradation=BI, Channel=RGB, Scale=x42022.06 | 30.88 | 0.875 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MuCANDegradation=BI2024.04 | 30.88 | — | — | — | — | — | — | — | — | — | 0.2162 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MGLD-VSRScale=2x, Method Category=Fixed-scale Generative VSR + Bicubic2026.07 | 30.86 | 0.8939 | — | — | — | — | — | — | — | — | 8.7 | — | — | — | 4.9 | — | — | — | — | 22.96 | — | — | 9.39 | |
| StableVSRScale=2.5x, Method Category=Fixed-scale Generative VSR + Bicubic2026.07 | 30.59 | 0.8792 | — | — | — | — | — | — | — | — | 14.95 | — | — | — | 5.15 | — | — | — | — | 13.09 | — | — | 8.54 | |
| EDVR-MParams=3.3 M2022.05 | 30.53 | 0.8699 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ST-AVSRScale=2.5x, Method Category=Arbitrary-scale Regression-based VSR2026.07 | 30.53 | 0.8851 | — | — | — | — | — | — | — | — | 24.02 | — | — | — | 9.33 | — | — | — | — | 16.61 | — | — | 18.68 | |
| RLSP#Frame=uni, Params (M)=4.2, Runtime (ms)=492022.04 | 30.47 | 0.8685 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VideoGigaGANDegradation=BI2024.04 | 30.46 | — | — | — | — | — | — | — | — | — | 0.1582 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RBPN#Frame=7, Params (M)=12.2, Runtime (ms)=15132022.04 | 30.15 | 0.8593 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |