Video Super-Resolution on REDS4
0.922SSIMMIA-VSR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MIA-VSRCategory=Transformer-based, Params.(M)=16.5, Run.(ms)=318, MACs(G)=32202025.08 | 0.922 | — | 32.78 | |
| EvTexture+Input Type=I+E, Scale=4x, Evaluation Channel=RGB-channel2024.06 | 0.9195 | 32.93 | — | |
| EvTextureInput Type=I+E, Scale=4x, Evaluation Channel=RGB-channel2024.06 | 0.9174 | 32.79 | — | |
| VSRMParams.(M)=17.1, MACs(G)=21742025.08 | 0.9162 | — | 33.11 | |
| VSRMCategory=Mamba-based, Params.(M)=3.0, Run.(ms)=223, MACs(G)=21742025.08 | 0.9162 | — | 33.11 | |
| IA-RTCategory=Transformer-based, Params.(M)=13.4, Run.(ms)=180, MACs(G)=50202025.08 | 0.9138 | — | 32.9 | |
| RVRTInput Type=I, Scale=4x, Evaluation Channel=RGB-channel2024.06 | 0.9113 | 32.75 | — | |
| DFVSRCategory=CNN-based, Params.(M)=7.12025.08 | 0.9081 | — | 32.76 | |
| FTVSRScaling Factor=4x2022.12 | 0.907 | 32.42 | — | |
| BasicVSR++Input Type=I, Scale=4x, Evaluation Channel=RGB-channel2024.06 | 0.9069 | 32.39 | — | |
| TTVSR#Params(M)=6.8, FLOPs(T)=0.61, Upsampling scale=x4, Input resolution=180x3202022.04 | 0.9021 | 32.12 | — | |
| TTVSRScaling Factor=4x2022.12 | 0.901 | 32.12 | — | |
| VRTInput Type=I, Scale=4x, Evaluation Channel=RGB-channel2024.06 | 0.9006 | 32.19 | — | |
| S2SVRCategory=Transformer-based, Params.(M)=13.4, Run.(ms)=194, MACs(G)=34622025.08 | 0.8988 | — | 31.96 | |
| IconVSRScaling Factor=4x2022.12 | 0.895 | 31.67 | — | |
| IconVSR#Params(M)=8.7, FLOPs(T)=0.51, Upsampling scale=x4, Input resolution=180x3202022.04 | 0.8948 | 31.67 | — | |
| IconVSRInput Type=I, Scale=4x, Evaluation Channel=RGB-channel2024.06 | 0.8948 | 31.67 | — | |
| EBVSRInput Type=I+E, Scale=4x, Evaluation Channel=RGB-channel2024.06 | 0.8919 | 31.47 | — | |
| BasicVSR#Params(M)=6.3, FLOPs(T)=0.33, Upsampling scale=x4, Input resolution=180x3202022.04 | 0.8909 | 31.42 | — | |
| BasicVSRInput Type=I, Scale=4x, Evaluation Channel=RGB-channel2024.06 | 0.8909 | 31.42 | — | |
| BasicVSRScaling Factor=4x2022.12 | 0.89 | 31.42 | — | |
| RTVARInput Type=I, Scale=4x, Evaluation Channel=RGB-channel2024.06 | 0.885 | 31.3 | — | |
| EDVR#Params(M)=20.6, FLOPs(T)=2.95, Upsampling scale=x4, Input resolution=180x3202022.04 | 0.88 | 31.09 | — | |
| EDVRScaling Factor=4x2022.12 | 0.88 | 31.09 | — | |
| EDVRInput Type=I, Scale=4x, Evaluation Channel=RGB-channel2024.06 | 0.88 | 31.09 | — | |
| MuCAN#Params(M)=13.6, FLOPs(T)=>1.07, Upsampling scale=x4, Input resolution=180x3202022.04 | 0.875 | 30.88 | — | |
| TS-MambaParam.(M)=3.1, Run.(ms)=292025.08 | 0.8727 | 30.73 | — | |
| TS-MambaParams.(M)=3.0, MACs(G)=1122025.08 | 0.8727 | — | 30.73 | |
| TS-MambaCategory=Mamba-based, Params.(M)=3.0, Run.(ms)=29, MACs(G)=1122025.08 | 0.8727 | — | 30.73 | |
| VSRM*Params.(M)=3.1, MACs(G)=136, note=removed the backward propagation branch and reduced model size2025.08 | 0.8701 | — | 30.64 | |
| VSRM*Category=Mamba-based, Params.(M)=3.0, Run.(ms)=31, MACs(G)=1362025.08 | 0.8701 | — | 30.64 | |
| COMISRScaling Factor=4x2022.12 | 0.868 | 29.68 | — | |
| FCVSRCRF=152025.02 | 0.863 | 30.78 | — | |
| RBPN#Params(M)=12.2, FLOPs(T)=8.51, Upsampling scale=x4, Input resolution=180x3202022.04 | 0.859 | 30.09 | — | |
| DAVSR2022.07 | 0.859 | 29.12 | — | |
| FTVSR++CRF=152025.02 | 0.857 | 30.7 | — | |
| FTVSRCRF=152025.02 | 0.853 | 30.51 | — | |
| DUF#Params(M)=5.8, FLOPs(T)=2.34, Upsampling scale=x4, Input resolution=180x3202022.04 | 0.8251 | 28.63 | — | |
| DUFScaling Factor=4x2022.12 | 0.825 | 28.63 | — | |
| IconVSRCRF=152025.02 | 0.816 | 29.1 | — | |
| BasicVSRCRF=152025.02 | 0.814 | 29.05 | — | |
| COMISRCRF=152025.02 | 0.809 | 28.4 | — | |
| EDVRCRF=152025.02 | 0.805 | 28.72 | — | |
| MuCANCRF=152025.02 | 0.804 | 28.67 | — | |
| TOFlowScaling Factor=4x2022.12 | 0.799 | 27.98 | — | |
| FCVSRCRF=252025.02 | 0.788 | 28.36 | — | |
| SuperSloMo + BasicVSR++Training data version=blur_bicubic2022.07 | 0.785 | 26.93 | — | |
| FRVSRCRF=152025.02 | 0.784 | 27.61 | — | |
| FTVSR++CRF=252025.02 | 0.783 | 28.28 | — | |
| EGVSRInput Type=I+E, Scale=4x, Evaluation Channel=RGB-channel2024.06 | 0.779 | 26.87 | — | |
| DAIN + BasicVSR++Training data version=blur_bicubic2022.07 | 0.778 | 26.53 | — | |
| FTVSRCRF=252025.02 | 0.776 | 28.05 | — | |
| SuperSloMo + IconVSRTraining data version=blur_bicubic2022.07 | 0.775 | 26.6 | — | |
| DUFCRF=152025.02 | 0.775 | 25.61 | — | |
| SuperSloMo + BasicVSRTraining data version=blur_bicubic2022.07 | 0.769 | 26.41 | — | |
| DAIN + IconVSRTraining data version=blur_bicubic2022.07 | 0.768 | 26.24 | — | |
| TecoGANCRF=152025.02 | 0.768 | 26.93 | — | |
| RSDNCRF=152025.02 | 0.768 | 27.66 | — | |
| EDVR + Zooming Slow-MoPre-training=video deblurring model2022.07 | 0.764 | 26.12 | — | |
| FTVSRParams(M)=10.8, FLOPs(T)=0.76, Resolution=180x320, Upsampling factor=x4, Compression level (CRF)=252022.08 | 0.763 | 27.28 | — | |
| DAIN + BasicVSRTraining data version=blur_bicubic2022.07 | 0.763 | 26.08 | — | |
| SuperSloMo + CDVD-TSP + BasicVSR++2022.07 | 0.762 | 26.24 | — | |
| CDVD-TSP + Zooming Slow-MoPre-training=video deblurring model2022.07 | 0.759 | 25.99 | — | |
| SuperSloMo + EDVR + BasicVSR++Pre-training=video deblurring model2022.07 | 0.759 | 26.26 | — | |
| DAIN + CDVD-TSP + BasicVSR++2022.07 | 0.758 | 25.9 | — | |
| SuperSloMo + CDVD-TSP + IconVSR2022.07 | 0.756 | 26.04 | — | |
| SuperSloMo + EDVR + IconVSRPre-training=video deblurring model2022.07 | 0.756 | 26.16 | — | |
| DAIN + EDVR + BasicVSR++Pre-training=video deblurring model2022.07 | 0.755 | 25.98 | — | |
| DAIN + CDVD-TSP + IconVSR2022.07 | 0.753 | 25.74 | — | |
| SuperSloMo + EDVR + BasicVSRPre-training=video deblurring model2022.07 | 0.753 | 26.06 | — | |
| DAIN + EDVR + IconVSRPre-training=video deblurring model2022.07 | 0.752 | 25.89 | — | |
| SuperSloMo + CDVD-TSP + BasicVSR2022.07 | 0.752 | 25.88 | — | |
| SuperSloMo + EDVRTraining data version=blur_bicubic2022.07 | 0.752 | 26.05 | — | |
| SuperSloMo + EDVR + EDVRPre-training=video deblurring model2022.07 | 0.751 | 26.05 | — | |
| DAIN + CDVD-TSP + BasicVSR2022.07 | 0.748 | 25.61 | — | |
| DAIN + EDVR + BasicVSRPre-training=video deblurring model2022.07 | 0.748 | 25.81 | — | |
| DAIN + EDVR + EDVRPre-training=video deblurring model2022.07 | 0.747 | 25.78 | — | |
| DAIN + EDVRTraining data version=blur_bicubic2022.07 | 0.747 | 25.77 | — | |
| SuperSloMo + CDVD-TSP + EDVR2022.07 | 0.739 | 25.62 | — | |
| DAIN + CDVD-TSP + EDVR2022.07 | 0.737 | 25.38 | — | |
| SuperSloMo + EDVR + SwinIRPre-training=video deblurring model2022.07 | 0.732 | 25.6 | — | |
| DAIN + EDVR + SwinIRPre-training=video deblurring model2022.07 | 0.73 | 25.43 | — | |
| COMISRParams(M)=6.2, FLOPs(T)=0.36, Resolution=180x320, Upsampling factor=x4, Compression level (CRF)=252022.08 | 0.728 | 26.47 | — | |
| COMISRCRF=252025.02 | 0.728 | 26.47 | — | |
| SuperSloMo + CDVD-TSP + SwinIR2022.07 | 0.726 | 25.26 | — | |
| DAIN + CDVD-TSP + SwinIR2022.07 | 0.72 | 25.01 | — | |
| BIN + BasicVSR++2022.07 | 0.711 | 24.44 | — | |
| EDVRParams(M)=20.6, FLOPs(T)=2.95, Resolution=180x320, Upsampling factor=x4, Compression level (CRF)=252022.08 | 0.706 | 25.98 | — | |
| EDVRCRF=252025.02 | 0.706 | 25.98 | — | |
| MuCANParams(M)=13.6, FLOPs(T)=>1.07, Resolution=180x320, Upsampling factor=x4, Compression level (CRF)=252022.08 | 0.705 | 25.96 | — | |
| MuCANCRF=252025.02 | 0.705 | 25.96 | — | |
| BasicVSRParams(M)=6.3, FLOPs(T)=0.33, Resolution=180x320, Upsampling factor=x4, Compression level (CRF)=252022.08 | 0.704 | 25.93 | — | |
| IconVSRParams(M)=8.7, FLOPs(T)=0.51, Resolution=180x320, Upsampling factor=x4, Compression level (CRF)=252022.08 | 0.704 | 25.93 | — | |
| BasicVSRCRF=252025.02 | 0.704 | 25.93 | — | |
| IconVSRCRF=252025.02 | 0.704 | 25.93 | — | |
| UltraVSRParam.(M)=10.5, Run.(ms)=892025.08 | 0.6962 | 24.5 | — | |
| FRVSRCRF=252025.02 | 0.696 | 25.72 | — | |
| DUFParams(M)=5.8, FLOPs(T)=2.34, Resolution=180x320, Upsampling factor=x4, Compression level (CRF)=252022.08 | 0.692 | 24.19 | — | |
| DUFCRF=252025.02 | 0.692 | 24.19 | — | |
| TecoGANCRF=252025.02 | 0.69 | 25.46 | — |