Video Frame Interpolation on UCF101 (test)
35.48PSNREMA-VFI
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EMA-VFITraining Dataset=V, FLOPs (T)=0.91, Runtime (ms)=239.62024.07 | 35.48 | 97.01 | |
| UPR-Net LARGEparameters (millions)=6.6, runtime (seconds)=0.0812022.11 | 35.47 | 97 | |
| VFIMambaTraining Dataset=V+X, FLOPs (T)=0.94, Runtime (ms)=310.92024.07 | 35.45 | 97.02 | |
| VFIformerparameters (millions)=24.1, runtime (seconds)=1.0182022.11 | 35.43 | 97 | |
| UPR-Net largeparameters (millions)=3.7, runtime (seconds)=0.0622022.11 | 35.43 | 97 | |
| IFRNet largeparameters (millions)=19.7, runtime (seconds)=0.0382022.11 | 35.42 | 96.98 | |
| IFRNet-LTraining Dataset=V, FLOPs (T)=0.79, Runtime (ms)=115.32024.07 | 35.42 | 96.98 | |
| EBME-H*parameters (millions)=3.9, runtime (seconds)=0.0822022.11 | 35.41 | 96.97 | |
| UPR-Netparameters (millions)=1.7, runtime (seconds)=0.0422022.11 | 35.41 | 96.98 | |
| RIFE# Noisy Frames=None, Noise level=None2023.12 | 35.41 | 97 | |
| VDP# Noisy Frames=None, Noise level=None2023.12 | 35.41 | 97 | |
| AMT-GTraining Dataset=V, FLOPs (T)=2.07, Runtime (ms)=403.72024.07 | 35.41 | 96.99 | |
| SoftSplat2022.11 | 35.39 | 95.2 | |
| SoftSplat# Noisy Frames=None, Noise level=None2023.12 | 35.39 | 97 | |
| SoftsplatTraining Dataset=V, FLOPs (T)=0.94, Runtime (ms)=266.42024.07 | 35.39 | 96.97 | |
| AMT-LTraining Dataset=V, FLOPs (T)=0.58, Runtime (ms)=183.422024.07 | 35.39 | 96.98 | |
| ABMEparameters (millions)=18.1, runtime (seconds)=0.2772022.11 | 35.38 | 96.98 | |
| VFIMamba-STraining Dataset=V+X, FLOPs (T)=0.24, Runtime (ms)=128.02024.07 | 35.36 | 96.96 | |
| EMA-VFI-STraining Dataset=V, FLOPs (T)=0.20, Runtime (ms)=76.42024.07 | 35.34 | 96.96 | |
| SGM-VFITraining Dataset=V+X, FLOPs (T)=1.78, Runtime (ms)=942.92024.07 | 35.34 | 96.93 | |
| IFRNetparameters (millions)=5.0, runtime (seconds)=0.0222022.11 | 35.29 | 96.93 | |
| RIFEparameters (millions)=9.8, runtime (seconds)=0.0122022.11 | 35.28 | 96.9 | |
| M2M-VFITraining Dataset=V, FLOPs (T)=0.26, Runtime (ms)=60.92024.07 | 35.28 | 96.94 | |
| RIFETraining Dataset=V, FLOPs (T)=0.20, Runtime (ms)=35.22024.07 | 35.28 | 96.9 | |
| CDFI fullparameters (millions)=5.0, runtime (seconds)=0.1722022.11 | 35.21 | 95 | |
| XVFIparameters (millions)=5.5, runtime (seconds)=0.0982022.11 | 35.18 | 95.19 | |
| XVFITraining Dataset=V, FLOPs (T)=0.37, Runtime (ms)=165.22024.07 | 35.17 | 96.85 | |
| BMBCparameters (millions)=11.0, runtime (seconds)=0.8222022.11 | 35.15 | 96.89 | |
| DAIN# Noisy Frames=None, Noise level=None2023.12 | 35 | 96.8 | |
| DAINparameters (millions)=24.0, runtime (seconds)=0.1512022.11 | 34.99 | 96.83 | |
| DAINTraining Dataset=V, FLOPs (T)=5.51, Runtime (ms)=897.82024.07 | 34.99 | 96.83 | |
| VDP# Noisy Frames=2nd Frame, Noise level=σ = 152023.12 | 34.92 | 91.8 | |
| CAINparameters (millions)=42.8, runtime (seconds)=0.0372022.11 | 34.91 | 96.9 | |
| CAINTraining Dataset=V, FLOPs (T)=1.29, Runtime (ms)=102.42024.07 | 34.91 | 96.9 | |
| AdaCoFparameters (millions)=22.9, runtime (seconds)=0.032022.11 | 34.9 | 96.8 | |
| AdaCofTraining Dataset=V, FLOPs (T)=0.36, Runtime (ms)=85.12024.07 | 34.9 | 96.8 | |
| ToFlow# Noisy Frames=None, Noise level=None2023.12 | 34.68 | 96.77 | |
| DAIN# Noisy Frames=2nd Frame, Noise level=σ = 152023.12 | 20.87 | 52.1 | |
| ToFlow# Noisy Frames=2nd Frame, Noise level=σ = 152023.12 | 20.3 | 51.4 | |
| RIFE# Noisy Frames=2nd Frame, Noise level=σ = 152023.12 | 20.22 | 51.2 | |
| SoftSplat# Noisy Frames=2nd Frame, Noise level=σ = 152023.12 | 18.25 | 40.12 |