Video Frame Interpolation on Xiph 4K (test)
34.88PSNRM2M-PWC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| M2M-PWCPretrained flow=true, # Param. (Mill.)=7.6, Memory (for 4K)=10 GB, Training dataset=Vimeo90K, Inference (in s/f)=0.212022.11 | 34.88 | — | |
| RIFEmPretrained flow=false, # Param. (Mill.)=9.8, Memory (for 4K)=6.8 GB, Training dataset=Vimeo90K, Inference (in s/f)=0.402022.11 | 34.8 | — | |
| BiFormer2K Runtime (seconds)=0.53, Parameters (millions)=11.22023.04 | 34.48 | 0.9268 | |
| M2M-PWC2K Runtime (seconds)=0.07, Parameters (millions)=7.62023.04 | 34.46 | 0.9252 | |
| SoftSplatPretrained flow=true, # Param. (Mill.)=7.7, Training dataset=Vimeo90K2022.11 | 34.2 | — | |
| fLDR-NetPretrained flow=false, # Param. (Mill.)=0.9, Memory (for 4K)=4.6 GB, Training dataset=X-Train, Inference (in s/f)=0.512022.11 | 34.16 | — | |
| XVFI2K Runtime (seconds)=0.36, Parameters (millions)=5.62023.04 | 34.06 | 0.8946 | |
| XVFIPretrained flow=false, # Param. (Mill.)=5.5, Memory (for 4K)=>12 GB, Training dataset=X-Train2022.11 | 34.04 | — | |
| RIFEmPretrained flow=false, # Param. (Mill.)=9.8, Memory (for 4K)=6.8 GB, Training dataset=X-Train, Inference (in s/f)=0.402022.11 | 34 | — | |
| ABME2K Runtime (seconds)=1.16, Parameters (millions)=18.12023.04 | 33.81 | 0.903 | |
| FILMTraining Dataset=Vimeo-90K, Loss Function=L12022.02 | 33.78 | 0.906 | |
| ABMETraining Dataset=Vimeo-90K2022.02 | 33.73 | 0.901 | |
| VFIformerParameters (millions)=24.22023.04 | 33.69 | 0.9252 | |
| SoftSplatTraining Dataset=Vimeo-90K, Loss Function=Laplacian2022.02 | 33.6 | 0.901 | |
| DAINTraining Dataset=Vimeo-90K2022.02 | 33.49 | 0.895 | |
| FILMTraining Dataset=Vimeo-90K, Loss Function=LS (Gram Matrix-based)2022.02 | 33.29 | 0.882 | |
| CAIN2K Runtime (seconds)=0.14, Parameters (millions)=42.82023.04 | 33.07 | 0.8896 | |
| CDFI2K Runtime (seconds)=1.24, Parameters (millions)=5.02023.04 | 33.01 | 0.872 | |
| AdaCoF2K Runtime (seconds)=0.28, Parameters (millions)=22.92023.04 | 32.72 | 0.8805 | |
| SepConv2K Runtime (seconds)=0.41, Parameters (millions)=21.62023.04 | 32.61 | 0.8801 | |
| SoftSplatTraining Dataset=Vimeo-90K, Loss Function=Feature2022.02 | 32.55 | 0.865 | |
| AdaCoFTraining Dataset=Vimeo-90K2022.02 | 31.68 | 0.87 | |
| BMBC2K Runtime (seconds)=6.45, Parameters (millions)=11.02023.04 | 31.27 | 0.8804 | |
| BMBCTraining Dataset=Vimeo-90K2022.02 | 31.19 | 0.88 | |
| ToFlowTraining Dataset=Vimeo-90K2022.02 | 30.74 | 0.856 |