Temporal Video Rescaling on Vimeo90k
0.089Inference Time (s)EBME-H
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| EBME-HDownscaler=Frame Skipping2026.05 | 0.089 | 0.1652 | 34.22 | 92.36 | 0.06 | 34.98 | 92.16 | 1.0144 | |
| TVRN-SDownscaler=Learnable Network2026.05 | 0.31 | 0.1654 | 34.65 | 92.8 | 0.21 | 35.55 | 92.59 | 0.8798 | |
| IFRNetDownscaler=Frame Skipping2026.05 | 0.423 | 0.1652 | 34.31 | 92.43 | 0.3 | 35.11 | 92.22 | 0.9623 | |
| UPR-Net LDownscaler=Frame Skipping2026.05 | 0.739 | 0.1652 | 34.3 | 92.41 | 0.58 | 35.08 | 92.2 | 0.9629 | |
| GIMM-VFIDownscaler=Frame Skipping2026.05 | 0.867 | 0.1652 | 34.4 | 92.51 | 3.21 | 35.23 | 92.31 | 0.9229 | |
| TVRNDownscaler=Learnable Network2026.05 | 0.911 | 0.165 | 34.73 | 93.07 | 0.97 | 35.65 | 92.88 | 0.8488 | |
| EMA-VFIDownscaler=Frame Skipping2026.05 | 0.982 | 0.1652 | 34.33 | 92.43 | 1.21 | 35.12 | 92.24 | 0.9407 | |
| CSTVRDownscaler=Learnable Network2026.05 | 1.226 | — | — | — | 1.37 | 31 | 87.66 | 3.2115 | |
| CSTVR*Downscaler=Learnable Network, Retrained=true2026.05 | 1.226 | — | — | — | 1.37 | 34.4 | 92.33 | 1.6802 | |
| XVFIvDownscaler=Frame Skipping2026.05 | 1.27 | 0.1652 | 33.96 | 92.2 | 0.48 | 34.7 | 91.94 | 1.2722 | |
| STAADownscaler=Learnable Network2026.05 | 1.541 | 0.1675 | 34.27 | 92.1 | 1.63 | 35.05 | 91.88 | 0.9887 | |
| MoMoDownscaler=Frame Skipping2026.05 | 1.782 | 0.1652 | 34.19 | 92.24 | 2.34 | 34.93 | 92.05 | 1.0457 | |
| SGM-VFIDownscaler=Frame Skipping2026.05 | 1.848 | 0.1652 | 34.26 | 92.4 | 1.07 | 34.99 | 92.15 | 0.9989 | |
| VFIformerDownscaler=Frame Skipping2026.05 | 6.94 | 0.1652 | 28.4 | 88.22 | 1.77 | 28.19 | 87.19 | 5.2513 |