Video Reconstruction on DAVIS
32.42PSNRVeGaS
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VeGaS2024.11 | 32.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VidTokParameters=157M, Latent Channels=162025.03 | 31.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 89.44 | 0.0436 | 103.79 | — | — | — | — | — | — | — | — | — | — | — | |
| LeanVAEParameters=40M, Latent Channels=162025.03 | 30.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.6 | 0.0461 | 119.48 | — | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-VAEParameters=206M, Latent Channels=162025.03 | 29.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.41 | 0.0773 | 175.57 | — | — | — | — | — | — | — | — | — | — | — | |
| DNeRV2024.11 | 29.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WF-VAEParameters=316M, Latent Channels=162025.03 | 29.62 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 86.68 | 0.0628 | 149.27 | — | — | — | — | — | — | — | — | — | — | — | |
| Cosmos-TokenizerParameters=101M, Latent Channels=162025.03 | 29.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 84.77 | 0.1412 | 241.78 | — | — | — | — | — | — | — | — | — | — | — | |
| HNeRV2024.11 | 28.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 88.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HYDRA-XTOK (Stage 3)Compression Spatial (fs)=16×, Compression Temporal (ft)=4×, Input Resolution=256×2562026.06 | 28.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.5 | — | 11.61 | — | — | — | — | — | — | — | — | — | — | — | |
| E-NeRV2024.11 | 27.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Wan2.2Compression Spatial (fs)=16×, Compression Temporal (ft)=4×, Input Resolution=256×2562026.06 | 27.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 82 | — | 14.78 | — | — | — | — | — | — | — | — | — | — | — | |
| Open-Sora VAEParameters=393M, Latent Channels=42025.03 | 26.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.41 | 0.1582 | 611.11 | — | — | — | — | — | — | — | — | — | — | — | |
| AToken-So/C (Stage 3)Compression Spatial (fs)=16×, Compression Temporal (ft)=4×, Input Resolution=256×2562026.06 | 26.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.4 | — | 29.19 | — | — | — | — | — | — | — | — | — | — | — | |
| VidTokParameters=157M, Latent Channels=42025.03 | 26.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.07 | 0.1098 | 358.28 | — | — | — | — | — | — | — | — | — | — | — | |
| NeRV2024.11 | 26.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 81.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OD-VAEParameters=239M, Latent Channels=42025.03 | 26.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 75.89 | 0.1173 | 407.2 | — | — | — | — | — | — | — | — | — | — | — | |
| M-GDM2026.04 | 26.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 88.22 | 0.034 | — | — | — | — | — | — | — | — | — | — | — | 0.1621 | |
| LeanVAEParameters=40M, Latent Channels=42025.03 | 26.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 76.29 | 0.0899 | 322.46 | — | — | — | — | — | — | — | — | — | — | — | |
| CV-VAEParameters=182M, Latent Channels=42025.03 | 25.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.45 | 0.1464 | 598.55 | — | — | — | — | — | — | — | — | — | — | — | |
| NeoVerse2026.05 | 25.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.97 | 0.1374 | 116.01 | — | — | — | — | — | — | — | — | — | — | — | |
| BSCVR2026.04 | 24.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 86.13 | 0.0433 | — | — | — | — | — | — | — | — | — | — | — | 0.1864 | |
| OmniTokenizerCompression Spatial (fs)=8×, Compression Temporal (ft)=4×, Input Resolution=256×2562026.06 | 24.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.7 | — | 113.56 | — | — | — | — | — | — | — | — | — | — | — | |
| ProPainter2026.04 | 24.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 84.36 | 0.051 | — | — | — | — | — | — | — | — | — | — | — | 0.2159 | |
| E²FGVI2026.04 | 23.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.72 | 0.0569 | — | — | — | — | — | — | — | — | — | — | — | 0.2401 | |
| PREX2026.05 | 22.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.45 | 0.1731 | 137.86 | — | — | — | — | — | — | — | — | — | — | — | |
| GEN3C2026.05 | 18.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 55.96 | 0.3262 | 510.01 | — | — | — | — | — | — | — | — | — | — | — | |
| FlashWorld2026.05 | 16.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 47.26 | 0.3527 | 524.32 | — | — | — | — | — | — | — | — | — | — | — | |
| Tri-PromptingMotion control=XYZ tracking & RGB, Base Model=Phantom (14B)2026.03 | 16.513 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 40.17 | 0.2395 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DaSMotion control=XYZ tracking, Base Model=CogVideoX (5B)2026.03 | 16.4916 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 41.23 | 0.2725 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DaS2026.05 | 16.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 44.55 | 0.3746 | 518.16 | — | — | — | — | — | — | — | — | — | — | — | |
| Tri-PromptingMotion control=XYZ tracking, Base Model=Phantom (14B)2026.03 | 15.9306 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 37.08 | 0.2786 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Voyager2026.05 | 15.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 42.39 | 0.3949 | 622.6 | — | — | — | — | — | — | — | — | — | — | — | |
| VerseCrafter2026.05 | 13.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 36.78 | 0.4637 | 737.37 | — | — | — | — | — | — | — | — | — | — | — | |
| CoDeF2024.06 | — | — | — | — | — | 26.1 | — | — | 28.82 | — | — | 27.75 | 29.17 | 30.5 | 25.99 | 26.53 | 27.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoDeF2024.11 | — | — | — | — | — | 26.1 | — | — | 28.82 | — | — | 27.75 | 29.17 | 30.5 | 25.99 | 26.53 | 27.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Coupled WarpRNNResolution=960×1920, Parameters=3M2026.04 | — | 33.98 | 30.06 | 34.72 | 32.79 | 27.34 | 29.62 | 35.54 | 25.53 | 29.31 | 33.32 | 31.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deformable Spritestraining=single video2025.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 25.3 | 79.5 | 25.75 | 73.2 | 30.74 | 85 | 26.34 | 81.6 | 26.54 | 77.1 | — | |
| DNeRVmodel size=3M, epochs=300, hardware=Tesla V1002024.03 | — | 29.84 | 28.73 | 30.52 | 26.58 | 26.24 | 28.5 | 28.88 | 24.44 | 28.42 | 30.64 | 27.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DNeRVResolution=960×1920, Parameters=3M2026.04 | — | 29.84 | 28.73 | 30.52 | 26.58 | 26.24 | 28.5 | 28.88 | 24.44 | 28.42 | 30.64 | 28.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DS-NeRVmodel size=3M, epochs=300, hardware=Tesla V1002024.03 | — | 32.55 | 29.76 | 34.39 | 32.21 | 27.26 | 29.48 | 35.88 | 25.08 | 28.79 | 33.29 | 30.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DSNeRVResolution=960×1920, Parameters=3M2026.04 | — | 32.55 | 29.76 | 34.39 | 32.21 | 27.26 | 29.48 | 35.88 | 25.08 | 28.79 | 33.29 | 30.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ENeRVResolution=960×1920, Parameters=3M2026.04 | — | 25.64 | 24.92 | 29.16 | 24.19 | 22.88 | 22.85 | 26.13 | 21.69 | 24.15 | 27.66 | 24.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFNeRVResolution=960×1920, Parameters=3M2026.04 | — | 24.89 | 24.56 | 27.82 | 24.73 | 22.84 | 22.32 | 24.58 | 21.39 | 23.95 | 26.53 | 24.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Hashing-nvdtraining=single video2025.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 29.12 | 87.3 | 30.3 | 84.3 | 35.43 | 89.5 | 31.56 | 90.8 | 29.29 | 86.6 | — | |
| HNeRVmodel size=3M, epochs=300, hardware=Tesla V1002024.03 | — | 29.23 | 28.67 | 32.27 | 31.39 | 25.93 | 28.72 | 31.21 | 24.67 | 28.43 | 30.72 | 28.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HNeRVResolution=960×1920, Parameters=3M2026.04 | — | 29.23 | 28.67 | 32.27 | 31.39 | 25.93 | 28.72 | 31.21 | 24.67 | 28.43 | 30.72 | 29.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HyperNVDtraining=single video2025.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 30.06 | 84.6 | 29.53 | 81 | 34.94 | 90.9 | 31.58 | 90.1 | 30.3 | 86.5 | — | |
| Layered Neural Atlasestraining=single video2025.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 30.02 | 88.2 | 29.96 | 85.3 | 34.39 | 92.9 | 29.62 | 91 | 29.92 | 88.8 | — | |
| NeRVmodel size=3M, epochs=300, hardware=Tesla V1002024.03 | — | 25.04 | 25.22 | 30.25 | 25.78 | 23.69 | 24.08 | 25.29 | 22.44 | 25.61 | 27.15 | 25.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRVResolution=960×1920, Parameters=3M2026.04 | — | 25.04 | 25.22 | 30.25 | 25.78 | 23.69 | 24.08 | 25.29 | 22.44 | 25.61 | 27.15 | 25.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Omnimotion2024.06 | — | — | — | — | — | 23.98 | — | — | 23.93 | — | — | 24.07 | 22.96 | 26.59 | 24.45 | 22.85 | 23.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Omnimotion2024.11 | — | — | — | — | — | 23.98 | — | — | 23.93 | — | — | 24.07 | 22.96 | 26.59 | 24.45 | 22.85 | 23.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VeGaS-480pResolution=480p2024.11 | — | — | — | — | — | 32.23 | — | — | 30.27 | — | — | 33.31 | 33.23 | 33.28 | 33.19 | 32.86 | 38.23 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VeGaS-FullResolution=Full2024.11 | — | — | — | — | — | 30.76 | — | — | 27.64 | — | — | 31.08 | 31.79 | 30.93 | 29.37 | 31.2 | 35.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VGR2024.11 | — | — | — | — | — | 27.74 | — | — | 28.24 | — | — | 28.44 | 30.17 | 29.82 | 27.18 | 28.09 | 27.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Video Gaussian Representation2024.06 | — | — | — | — | — | 27.74 | — | — | 28.24 | — | — | 28.44 | 30.17 | 29.82 | 27.18 | 28.09 | 27.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — |