Video Frame Interpolation on Vimeo90K septuplet
36.46PSNRVFI-Transformer
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VFI-Transformerindexing_map=[D]2023.11 | 36.46 | 97.6 | 0.079 | 6.082 | |
| VFI-Transformerindexing_map=[T]2023.11 | 36.09 | 97.4 | 0.084 | 6.251 | |
| VFI-Transformerindexing_map=[D]u2023.11 | 35.43 | 96.4 | 0.081 | 6.197 | |
| IFRNetIndexing=Distance-indexed [D, M], Multi-frame Fusion=true2023.11 | 32.11 | 95.8 | 0.074 | 5.957 | |
| AMT-SIndexing=Distance-indexed [D, M], Multi-frame Fusion=true2023.11 | 31.8 | 95.5 | 0.072 | 6.056 | |
| RIFEIndexing=Distance-indexed [D, M], Multi-frame Fusion=true2023.11 | 31.63 | 95.2 | 0.062 | 5.99 | |
| EMA-VFIIndexing=Distance-indexed [D, M], Multi-frame Fusion=true2023.11 | 31.31 | 95.1 | 0.069 | 6.146 | |
| EMA-VFIParadigm=[D] Distance indexing, Inference Condition=Ground-truth distance guidance2023.11 | 30.29 | 94.2 | 0.078 | 6.545 | |
| EMA-VFIIndexing=Distance-indexed [D], Multi-frame Fusion=false2023.11 | 30.29 | 94.2 | 0.078 | 6.545 | |
| EMA-VFIIndexing=Time-indexed [T, M], Multi-frame Fusion=true2023.11 | 29.8 | 93 | 0.086 | 6.597 | |
| AMT-SParadigm=[D] Distance indexing, Inference Condition=Ground-truth distance guidance2023.11 | 29.61 | 93.7 | 0.086 | 6.656 | |
| AMT-SIndexing=Distance-indexed [D], Multi-frame Fusion=false2023.11 | 29.61 | 93.7 | 0.086 | 6.656 | |
| EMA-VFIIndexing=Estimated Distance-indexed [D, M]e, Multi-frame Fusion=true2023.11 | 29.45 | 93.2 | 0.084 | 6.313 | |
| EMA-VFIParadigm=[T] Traditional time indexing, Inference Condition=Ground-truth distance guidance2023.11 | 29.41 | 92.8 | 0.086 | 6.736 | |
| EMA-VFIParadigm=[T] Traditional time indexing, Inference Condition=Uniform map [·]u2023.11 | 29.41 | 92.8 | 0.086 | 6.736 | |
| EMA-VFIIndexing=Time-indexed [T], Multi-frame Fusion=false2023.11 | 29.41 | 92.8 | 0.086 | 6.736 | |
| IFRNetParadigm=[D] Distance indexing, Inference Condition=Ground-truth distance guidance2023.11 | 29.25 | 93.1 | 0.08 | 6.342 | |
| IFRNetIndexing=Distance-indexed [D], Multi-frame Fusion=false2023.11 | 29.25 | 93.1 | 0.08 | 6.342 | |
| RIFEParadigm=[D] Distance indexing, Inference Condition=Ground-truth distance guidance2023.11 | 29.2 | 92.9 | 0.092 | 6.475 | |
| RIFEIndexing=Distance-indexed [D], Multi-frame Fusion=false2023.11 | 29.2 | 92.9 | 0.092 | 6.475 | |
| AMT-SParadigm=[D, R] Distance indexing + Iterative reference-based estimation, Inference Condition=Ground-truth distance guidance2023.11 | 28.91 | 93.1 | 0.077 | 6.464 | |
| AMT-SIndexing=Time-indexed [T, M], Multi-frame Fusion=true2023.11 | 28.91 | 92.4 | 0.094 | 6.598 | |
| RIFEParadigm=[D, R] Distance indexing + Iterative reference-based estimation, Inference Condition=Ground-truth distance guidance2023.11 | 28.84 | 92.6 | 0.081 | 6.286 | |
| RIFEIndexing=Time-indexed [T, M], Multi-frame Fusion=true2023.11 | 28.84 | 92.2 | 0.097 | 6.518 | |
| AMT-SIndexing=Estimated Distance-indexed [D, M]e, Multi-frame Fusion=true2023.11 | 28.8 | 92.2 | 0.084 | 6.223 | |
| IFRNetIndexing=Time-indexed [T, M], Multi-frame Fusion=true2023.11 | 28.75 | 91.8 | 0.085 | 6.388 | |
| EMA-VFIIndexing=Estimated Distance-indexed [D]e, Multi-frame Fusion=false2023.11 | 28.67 | 91.9 | 0.082 | 6.609 | |
| IFRNetParadigm=[D, R] Distance indexing + Iterative reference-based estimation, Inference Condition=Ground-truth distance guidance2023.11 | 28.55 | 92.5 | 0.072 | 6.241 | |
| AMT-SParadigm=[T] Traditional time indexing, Inference Condition=Ground-truth distance guidance2023.11 | 28.52 | 92 | 0.101 | 6.866 | |
| AMT-SParadigm=[T] Traditional time indexing, Inference Condition=Uniform map [·]u2023.11 | 28.52 | 92 | 0.101 | 6.866 | |
| AMT-SIndexing=Time-indexed [T], Multi-frame Fusion=false2023.11 | 28.52 | 92 | 0.101 | 6.866 | |
| RIFEIndexing=Estimated Distance-indexed [D, M]e, Multi-frame Fusion=true2023.11 | 28.34 | 92.8 | 0.089 | 6.173 | |
| IFRNetIndexing=Estimated Distance-indexed [D, M]e, Multi-frame Fusion=true2023.11 | 28.28 | 91.9 | 0.083 | 6.249 | |
| IFRNetParadigm=[T] Traditional time indexing, Inference Condition=Ground-truth distance guidance2023.11 | 28.26 | 91.5 | 0.088 | 6.422 | |
| IFRNetParadigm=[T] Traditional time indexing, Inference Condition=Uniform map [·]u2023.11 | 28.26 | 91.5 | 0.088 | 6.422 | |
| IFRNetIndexing=Time-indexed [T], Multi-frame Fusion=false2023.11 | 28.26 | 91.5 | 0.088 | 6.422 | |
| RIFEIndexing=Estimated Distance-indexed [D]e, Multi-frame Fusion=false2023.11 | 28.25 | 92.3 | 0.099 | 6.554 | |
| EMA-VFIParadigm=[D] Distance indexing, Inference Condition=Uniform map [·]u2023.11 | 28.24 | 91.2 | 0.079 | 6.457 | |
| EMA-VFIIndexing=Distance-indexed [D]u, Multi-frame Fusion=false2023.11 | 28.24 | 91.2 | 0.079 | 6.457 | |
| RIFEParadigm=[T] Traditional time indexing, Inference Condition=Ground-truth distance guidance2023.11 | 28.22 | 91.2 | 0.105 | 6.663 | |
| RIFEParadigm=[T] Traditional time indexing, Inference Condition=Uniform map [·]u2023.11 | 28.22 | 91.2 | 0.105 | 6.663 | |
| RIFEIndexing=Time-indexed [T], Multi-frame Fusion=false2023.11 | 28.22 | 91.2 | 0.105 | 6.663 | |
| IFRNetIndexing=Estimated Distance-indexed [D]e, Multi-frame Fusion=false2023.11 | 27.63 | 90.7 | 0.087 | 6.414 | |
| AMT-SIndexing=Estimated Distance-indexed [D]e, Multi-frame Fusion=false2023.11 | 27.6 | 90.8 | 0.098 | 6.452 | |
| RIFEParadigm=[D] Distance indexing, Inference Condition=Uniform map [·]u2023.11 | 27.55 | 90.2 | 0.092 | 6.344 | |
| RIFEIndexing=Distance-indexed [D]u, Multi-frame Fusion=false2023.11 | 27.55 | 90.2 | 0.092 | 6.344 | |
| RIFEParadigm=[D, R] Distance indexing + Iterative reference-based estimation, Inference Condition=Uniform map [·]u2023.11 | 27.41 | 90.1 | 0.086 | 6.22 | |
| IFRNetParadigm=[D] Distance indexing, Inference Condition=Uniform map [·]u2023.11 | 27.4 | 90.2 | 0.083 | 6.196 | |
| IFRNetIndexing=Distance-indexed [D]u, Multi-frame Fusion=false2023.11 | 27.4 | 90.2 | 0.083 | 6.196 | |
| AMT-SParadigm=[D] Distance indexing, Inference Condition=Uniform map [·]u2023.11 | 27.33 | 90.2 | 0.09 | 6.452 | |
| AMT-SIndexing=Distance-indexed [D]u, Multi-frame Fusion=false2023.11 | 27.33 | 90.2 | 0.09 | 6.382 | |
| AMT-SParadigm=[D, R] Distance indexing + Iterative reference-based estimation, Inference Condition=Uniform map [·]u2023.11 | 27.17 | 90.2 | 0.081 | 6.326 | |
| IFRNetParadigm=[D, R] Distance indexing + Iterative reference-based estimation, Inference Condition=Uniform map [·]u2023.11 | 27.13 | 89.9 | 0.078 | 6.167 | |
| LDMVFIindexing map strategy=[D] (Distance indexing)2023.11 | 27.12 | 90.6 | 0.086 | 6.481 | |
| LDMVFIindexing map strategy=[T] (Time-based)2023.11 | 26.83 | 90.4 | 0.098 | 6.652 | |
| LDMVFIindexing map strategy=[D]u (Uniform distance indexing)2023.11 | 25.94 | 89.3 | 0.09 | 6.451 | |
| EMA-VFIParadigm=[D, R] Distance indexing + Iterative reference-based estimation, Inference Condition=Ground-truth distance guidance2023.11 | 25.1 | 85.8 | 0.079 | 6.241 | |
| EMA-VFIParadigm=[D, R] Distance indexing + Iterative reference-based estimation, Inference Condition=Uniform map [·]u2023.11 | 24.73 | 85.1 | 0.081 | 6.227 |