Video Representation on DAVIS
31.36PSNR (Average)STGV
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| STGVTraining time=1.3h, Decoding FPS=433, Params=3.3M2026.04 | 31.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9613 | |
| PNERV-Lmodel_scale=L2024.04 | 31.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | 31.05 | 0.896 | 27.89 | 0.892 | 30.45 | 0.873 | 31.08 | 0.898 | 40.23 | 0.987 | 29.72 | 0.903 | 27.53 | 0.878 | 32.68 | 0.95 | 30.85 | 0.902 | 0.908 | |
| D2GVTraining time=1.5h, Decoding FPS=308, Params=3.3M2026.04 | 31.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9611 | |
| DiffNeRV2024.04 | 30.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | 30.58 | 0.89 | 27.38 | 0.887 | 29.09 | 0.837 | 31.32 | 0.905 | 40.29 | 0.987 | 27.3 | 0.848 | 25.75 | 0.827 | 30.35 | 0.923 | 31.47 | 0.912 | 0.89 | |
| HNERV2024.04 | 30.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | 29.98 | 0.872 | 25.94 | 0.851 | 29.6 | 0.85 | 30.96 | 0.898 | 39.27 | 0.985 | 28.25 | 0.876 | 26.56 | 0.851 | 31.64 | 0.939 | 29.81 | 0.881 | 0.889 | |
| 2DGSTraining time=4h, Decoding FPS=1902, Params=3.3M2026.04 | 30.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9491 | |
| E-NeRV2024.04 | 29.62 | — | — | — | — | — | — | — | — | — | — | — | — | — | 28.9 | 0.851 | 25.85 | 0.844 | 29.52 | 0.855 | 30.4 | 0.882 | 39.26 | 0.983 | 28.11 | 0.871 | 25.31 | 0.845 | 29.49 | 0.907 | 28.98 | 0.867 | 0.878 | |
| E-NeRVTraining time=2.5h, Decoding FPS=62, Params=3.3M2026.04 | 28.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9288 | |
| NeRV2024.04 | 27.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | 29.42 | 0.864 | 24.81 | 0.781 | 27.33 | 0.794 | 28.17 | 0.795 | 36.12 | 0.969 | 26.51 | 0.826 | 25.15 | 0.794 | 28.16 | 0.892 | 27.68 | 0.848 | 0.84 | |
| NeRVTraining time=4.3h, Decoding FPS=85, Params=3.3M2026.04 | 26.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9013 | |
| SIRENTraining time=5.8h, Decoding FPS=34, Params=3.3M2026.04 | 21.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8121 | |
| DiffNeRV2024.04 | — | — | 128 | 0 | 0 | 0 | 0 | 0 | 0.0001 | 0.0001 | 0 | 0 | 128 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DiffNeRV2024.04 | — | — | — | 0.32 | 0.278 | 0.423 | 0.394 | 0.053 | 0.431 | 0.478 | 0.268 | 0.297 | 0.326 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| E-NeRV2024.04 | — | — | — | 0.386 | 0.357 | 0.426 | 0.404 | 0.061 | 0.419 | 0.429 | 0.282 | 0.38 | 0.349 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ENeRV2024.04 | — | — | 124 | 0.0001 | 0.0001 | 0 | 0 | 0 | 0 | 0.0001 | 0 | 0.0001 | 124 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HNeRV2024.04 | — | — | 171 | 0 | 0.0001 | 0 | 0 | 0 | 0 | 0.0001 | 0 | 0.0001 | 171 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HNeRV2024.04 | — | — | — | 0.315 | 0.331 | 0.392 | 0.405 | 0.058 | 0.387 | 0.414 | 0.226 | 0.357 | 0.321 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRV2024.04 | — | — | 634 | 0.0001 | 0.0003 | 0.0001 | 0 | 0 | 0 | 0.0001 | 0 | 0.0001 | 634 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRV2024.04 | — | — | — | 0.374 | 0.476 | 0.517 | 0.573 | 0.136 | 0.49 | 0.481 | 0.308 | 0.424 | 0.419 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PNeRV2024.04 | — | — | — | 0 | 0.0001 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PNeRV2024.04 | — | — | — | 0.308 | 0.284 | 0.363 | 0.387 | 0.054 | 0.343 | 0.314 | 0.188 | 0.324 | 0.285 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |