Video reconstruction on UVG (test)
34.69Beauty ScoreCWRNN-INVR
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CWRNN-INVRResolution=960×1920, Model Size=3M parameters2026.04 | 34.69 | 35.45 | — | 33.09 | — | 35.49 | 29.78 | 33.73 | 40.47 | 27.15 | — | — | |
| DS-NeRVResolution=960x1920, Epochs=3002024.03 | 33.97 | 35.22 | — | 32.86 | — | 35.04 | 29.4 | 33.31 | 39.56 | 27.1 | — | — | |
| DSNeRVResolution=960×1920, Model Size=3M parameters2026.04 | 33.97 | 35.22 | — | 32.86 | — | 35.04 | 29.4 | 33.31 | 39.56 | 27.1 | — | — | |
| HNeRVResolution=960x1920, Epochs=3002024.03 | 33.88 | 35.02 | — | 31.69 | — | 34.95 | 29.09 | 32.82 | 39.41 | 25.72 | — | — | |
| HNeRVResolution=960×1920, Model Size=3M parameters2026.04 | 33.88 | 35.02 | — | 31.69 | — | 34.95 | 29.09 | 32.82 | 39.41 | 25.72 | — | — | |
| D-NeRVmodel training=shared model for multiple videos2023.03 | 33.77 | 38.66 | 37.97 | 35.51 | 33.93 | 35.04 | 33.73 | 35.52 | — | — | — | — | |
| FFNeRVResolution=960×1920, Model Size=3M parameters2026.04 | 33.4 | 33.08 | — | 31.71 | — | 33.93 | 27.38 | 31.9 | 38.81 | 24.99 | — | — | |
| NeRVResolution=960x1920, Epochs=3002024.03 | 33.33 | 33.34 | — | 28.97 | — | 33.89 | 27.05 | 31.32 | 38.79 | 23.89 | — | — | |
| NeRVResolution=960×1920, Model Size=3M parameters2026.04 | 33.33 | 33.34 | — | 28.97 | — | 33.89 | 27.05 | 31.32 | 38.79 | 23.89 | — | — | |
| ENeRVResolution=960×1920, Model Size=3M parameters2026.04 | 33.17 | 33.69 | — | 31.63 | — | 34.39 | 28.42 | 32.02 | 37.63 | 25.2 | — | — | |
| DNeRVResolution=960x1920, Epochs=3002024.03 | 33.16 | 32.96 | — | 31.08 | — | 33.71 | 27.3 | 31.63 | 38.43 | 24.76 | — | — | |
| DNeRVResolution=960×1920, Model Size=3M parameters2026.04 | 33.16 | 32.96 | — | 31.08 | — | 33.71 | 27.3 | 31.63 | 38.43 | 24.76 | — | — | |
| E-NeRVmodel training=separate models for each video2023.03 | 33.07 | 33.52 | 39.36 | 30.88 | 25.19 | 34.6 | 28.21 | 32.12 | — | — | — | — | |
| NeRVmodel training=separate models for each video2023.03 | 33.06 | 32.38 | 37.88 | 31.18 | 24.02 | 33.48 | 26.91 | 31.27 | — | — | — | — | |
| NeRV*model training=shared model for multiple videos2023.03 | 32.71 | 33.36 | 36.74 | 32.16 | 26.93 | 32.69 | 28.48 | 31.87 | — | — | — | — | |
| NeRVD.P.=3M, E.S.=1602024.04 | 0 | 0.0001 | — | 0.0006 | — | 0 | 0.0004 | 231 | 0 | 0.002 | — | — | |
| HNeRVD.P.=3M, E.S.=1282024.04 | 0 | 0.0001 | — | 0.0009 | — | 0.0001 | 0.0004 | 282 | 0 | 0.0021 | — | — | |
| E-NeRVD.P.=3M, E.S.=1602024.04 | 0 | 0.0001 | — | 0.001 | — | 0 | 0.001 | 284 | 0 | 0.0015 | — | — | |
| DiffNeRVD.P.=4M, E.S.=65282024.04 | 0 | 0 | — | 0.0002 | — | 0 | 0.0002 | 64.5 | 0 | 0.0007 | — | — | |
| PNeRV2024.04 | 0 | 0 | — | 0.0001 | — | 0 | 0.0002 | — | 0 | 0.0005 | — | — |