Video Frame Interpolation on SNU-FILM Hard
30.99PSNRVFIMamba
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| VFIMambaTraining Dataset=V+X, FLOPs (T)=0.94, Runtime (ms)=310.92024.07 | 30.99 | 0.9401 | |
| Ours-Aug (DQBC)Test augmentation=true2023.04 | 30.94 | 0.9378 | |
| EMA-VFITraining Dataset=V, FLOPs (T)=0.91, Runtime (ms)=239.62024.07 | 30.94 | 0.9392 | |
| SGM-VFITraining Dataset=V+X, FLOPs (T)=1.78, Runtime (ms)=942.92024.07 | 30.81 | 0.9375 | |
| VFIMamba-STraining Dataset=V+X, FLOPs (T)=0.24, Runtime (ms)=128.02024.07 | 30.8 | 0.9381 | |
| Ours (DQBC)Test augmentation=false2023.04 | 30.78 | 0.9371 | |
| AMT-GTraining Dataset=V, FLOPs (T)=2.07, Runtime (ms)=403.72024.07 | 30.78 | 0.9385 | |
| AMT-LTraining Dataset=V, FLOPs (T)=0.58, Runtime (ms)=183.422024.07 | 30.75 | 0.9384 | |
| EMA-VFI-STraining Dataset=V, FLOPs (T)=0.20, Runtime (ms)=76.42024.07 | 30.69 | 0.9375 | |
| VFIformer2023.04 | 30.67 | 0.9378 | |
| VFIformer2022.05 | 30.67 | 0.9378 | |
| CURE2022.02 | 30.66 | 0.9373 | |
| IFRNet largeTime (s)=0.079, Params (M)=19.7, FLOPS (T)=0.792022.05 | 30.63 | 0.9368 | |
| IFRNet-LTraining Dataset=V, FLOPs (T)=0.79, Runtime (ms)=115.32024.07 | 30.63 | 0.9368 | |
| ABME2022.02 | 30.58 | 0.9364 | |
| ABMETime (s)=0.905, Params (M)=18.1, FLOPS (T)=1.32022.05 | 30.58 | 0.9364 | |
| ABME2023.04 | 30.58 | 0.9363 | |
| ABME2022.05 | 30.58 | 0.9364 | |
| SoftsplatTraining Dataset=V, FLOPs (T)=0.94, Runtime (ms)=266.42024.07 | 30.53 | 0.9365 | |
| RIFEmodel_variant=Large2022.05 | 30.49 | 0.9364 | |
| IFRNetTime (s)=0.025, Params (M)=5, FLOPS (T)=0.212022.05 | 30.41 | 0.9358 | |
| IFRNet smallTime (s)=0.019, Params (M)=2.8, FLOPS (T)=0.122022.05 | 30.36 | 0.9357 | |
| RIFETraining Dataset=V, FLOPs (T)=0.20, Runtime (ms)=35.22024.07 | 30.36 | 0.9351 | |
| M2M-VFITraining Dataset=V, FLOPs (T)=0.26, Runtime (ms)=60.92024.07 | 30.3 | 0.936 | |
| DAINTime (s)=1.033, Params (M)=24, FLOPS (T)=5.512022.05 | 30.17 | 0.9335 | |
| DAIN2023.04 | 30.17 | 0.9335 | |
| DAINTraining Dataset=V, FLOPs (T)=5.51, Runtime (ms)=897.82024.07 | 30.17 | 0.9335 | |
| DAIN2022.05 | 30.17 | 0.9335 | |
| RIFETime (s)=0.026, Params (M)=9.8, FLOPS (T)=0.22022.05 | 30.1 | 0.933 | |
| RIFE2023.04 | 30.07 | 0.9326 | |
| CAIN2022.02 | 29.9 | 0.9292 | |
| CAINTime (s)=0.069, Params (M)=42.8, FLOPS (T)=1.292022.05 | 29.9 | 0.9292 | |
| CAIN2023.04 | 29.9 | 0.9292 | |
| CAINTraining Dataset=V, FLOPs (T)=1.29, Runtime (ms)=102.42024.07 | 29.9 | 0.9292 | |
| CAIN2022.05 | 29.9 | 0.9292 | |
| RRIN2022.02 | 29.79 | 0.9301 | |
| CDFI fullTime (s)=0.38, Params (M)=5, FLOPS (T)=0.822022.05 | 29.73 | 0.9277 | |
| XVFITraining Dataset=V, FLOPs (T)=0.37, Runtime (ms)=165.22024.07 | 29.58 | 0.9276 | |
| AdaCoF2022.02 | 29.46 | 0.9244 | |
| AdaCoFTime (s)=0.054, Params (M)=21.8, FLOPS (T)=0.362022.05 | 29.46 | 0.9244 | |
| AdaCoF2023.04 | 29.46 | 0.9244 | |
| AdaCofTraining Dataset=V, FLOPs (T)=0.36, Runtime (ms)=85.12024.07 | 29.46 | 0.9244 | |
| AdaCoF2022.05 | 29.46 | 0.9244 | |
| SepConvTime (s)=0.065, Params (M)=21.7, FLOPS (T)=0.362022.05 | 29.36 | 0.9253 | |
| SepConv2023.04 | 29.36 | 0.9253 | |
| SepConv2022.05 | 29.36 | 0.9253 | |
| BMBC2022.02 | 29.33 | 0.927 | |
| BMBCTime (s)=3.845, Params (M)=11, FLOPS (T)=2.52022.05 | 29.33 | 0.927 | |
| BMBC2023.04 | 29.33 | 0.927 | |
| BMBC2022.05 | 29.33 | 0.927 | |
| XVFI2022.02 | 29.3 | 0.9245 | |
| ToFlow2022.02 | 28.44 | 0.918 | |
| ToFlowTime (s)=0.152, Params (M)=1.4, FLOPS (T)=0.622022.05 | 28.44 | 0.918 | |
| ToFlow2023.04 | 28.44 | 0.918 | |
| ToFlow2022.05 | 28.44 | 0.918 | |
| CyclicGenTime (s)=0.161, Params (M)=19.8, FLOPS (T)=1.772022.05 | 26.95 | 0.8871 | |
| CyclicGen2023.04 | 26.95 | 0.8871 | |
| CyclicGen2022.05 | 26.95 | 0.8871 | |
| SepConv2022.02 | 22.8 | 0.8794 |