Temporal Video Rescaling on UCF101
19.66BDBR (PSNR)STAA
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| STAACodec=AV12026.05 | 19.66 | — | — | — | — | — | — | — | — | 93.81 | |
| EMA-VFICodec=AV12026.05 | 15.96 | — | — | — | — | — | — | — | — | 3.7 | |
| STAACodec=HEVC2026.05 | 12.26 | — | — | — | — | — | — | — | — | 11.41 | |
| IFRNetCodec=AV12026.05 | 10.32 | — | — | — | — | — | — | — | — | 1.32 | |
| EMA-VFICodec=HEVC2026.05 | 10 | — | — | — | — | — | — | — | — | 1.94 | |
| IFRNetCodec=HEVC2026.05 | 8.8 | — | — | — | — | — | — | — | — | 1.78 | |
| STAACodec=VVC2026.05 | 7.15 | — | — | — | — | — | — | — | — | 26.37 | |
| EMA-VFICodec=VVC2026.05 | 6.57 | — | — | — | — | — | — | — | — | 1.36 | |
| IFRNetCodec=VVC2026.05 | 4.55 | — | — | — | — | — | — | — | — | 1.21 | |
| CSTVR*Codec=HEVC2026.05 | 2.78 | — | — | — | — | — | — | — | — | -8.56 | |
| GIMM-VFICodec=HEVC2026.05 | 0 | — | — | — | — | — | — | — | — | 0 | |
| GIMM-VFICodec=VVC2026.05 | 0 | — | — | — | — | — | — | — | — | 0 | |
| GIMM-VFICodec=AV12026.05 | 0 | — | — | — | — | — | — | — | — | 0 | |
| GIMM-VFI+VQECodec=HEVC2026.05 | -0.08 | — | — | — | — | — | — | — | — | -0.05 | |
| GIMM-VFI+VQECodec=VVC2026.05 | -1.1 | — | — | — | — | — | — | — | — | -0.67 | |
| GIMM-VFI+VQECodec=AV12026.05 | -1.24 | — | — | — | — | — | — | — | — | -0.85 | |
| TVRNCodec=HEVC2026.05 | -7.22 | — | — | — | — | — | — | — | — | -16.4 | |
| TVRNCodec=VVC2026.05 | -17.53 | — | — | — | — | — | — | — | — | 7.83 | |
| TVRNCodec=AV12026.05 | -35.76 | — | — | — | — | — | — | — | — | -4.85 | |
| CSTVRDownscaler=Learnable Network2026.05 | — | — | — | — | 1.226 | 1.37 | 29.45 | 87.83 | 3.2115 | — | |
| CSTVR*Downscaler=Learnable Network, Retrained=true2026.05 | — | — | — | — | 1.226 | 1.37 | 31.96 | 91.21 | 1.6802 | — | |
| EBME-HDownscaler=Frame Skipping2026.05 | — | 0.1652 | 34.22 | 92.36 | 0.089 | 0.06 | 31.96 | 91.21 | 1.0144 | — | |
| EMA-VFIDownscaler=Frame Skipping2026.05 | — | 0.1652 | 34.33 | 92.43 | 0.982 | 1.21 | 32.07 | 91.29 | 0.9407 | — | |
| GIMM-VFIDownscaler=Frame Skipping2026.05 | — | 0.1652 | 34.4 | 92.51 | 0.867 | 3.21 | 32.16 | 91.41 | 0.9229 | — | |
| IFRNetDownscaler=Frame Skipping2026.05 | — | 0.1652 | 34.31 | 92.43 | 0.423 | 0.3 | 32.09 | 91.3 | 0.9623 | — | |
| MoMoDownscaler=Frame Skipping2026.05 | — | 0.1652 | 34.19 | 92.24 | 1.782 | 2.34 | 31.7 | 91.04 | 1.0457 | — | |
| SGM-VFIDownscaler=Frame Skipping2026.05 | — | 0.1652 | 34.26 | 92.4 | 1.848 | 1.07 | 32.13 | 91.29 | 0.9989 | — | |
| STAADownscaler=Learnable Network2026.05 | — | 0.1675 | 34.27 | 92.1 | 1.541 | 1.63 | 32.04 | 90.92 | 0.9887 | — | |
| TVRNDownscaler=Learnable Network2026.05 | — | 0.165 | 34.73 | 93.07 | 0.911 | 0.97 | 32.37 | 92.12 | 0.8488 | — | |
| TVRN-SDownscaler=Learnable Network2026.05 | — | 0.1654 | 34.65 | 92.8 | 0.31 | 0.21 | 32.32 | 91.73 | 0.8798 | — | |
| UPR-Net LDownscaler=Frame Skipping2026.05 | — | 0.1652 | 34.3 | 92.41 | 0.739 | 0.58 | 32.05 | 91.27 | 0.9629 | — | |
| VFIformerDownscaler=Frame Skipping2026.05 | — | 0.1652 | 28.4 | 88.22 | 6.94 | 1.77 | 28.3 | 88.34 | 5.2513 | — | |
| XVFIvDownscaler=Frame Skipping2026.05 | — | 0.1652 | 33.96 | 92.2 | 1.27 | 0.48 | 31.84 | 91.08 | 1.2722 | — |