Long Video Generation on MovieGen 128 prompts 60s (test)
97.96Subject ConsistencyLongLive
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LongLiveMethod Category=Distilled Causal2025.12 | 97.96 | 79.53 | 96.5 | 98.79 | 35.54 | 57.81 | 69.91 | 2.531 | 4.79 | 3.81 | 3.98 | — | |
| CausVidMethod Category=Distilled Causal2025.12 | 97.92 | 77.78 | 96.62 | 98.47 | 27.55 | 58.39 | 67.77 | 2.906 | 4.66 | 3.16 | 3.32 | — | |
| FadeMem-FTMode=Lightly fine-tuned, Video duration=60-second, Resolution=480x832, FPS=162026.06 | 97.77 | — | 96.56 | 98.79 | 41.55 | 61.06 | 70.72 | — | — | — | — | 81.03 | |
| MemRoPEMode=Inference-time memory variant, Video duration=60-second, Resolution=480x832, FPS=162026.06 | 97.74 | — | 96.32 | 98.9 | 42.53 | 59.54 | 68.4 | — | — | — | — | 80.39 | |
| FadeMem-TFMode=Inference-time memory variant, Video duration=60-second, Resolution=480x832, FPS=162026.06 | 97.74 | — | 96.43 | 98.93 | 39.09 | 60.55 | 69.26 | — | — | — | — | 80.45 | |
| MemFlowMode=Inference-time memory variant, Video duration=60-second, Resolution=480x832, FPS=162026.06 | 97.44 | — | 96.27 | 98.72 | 40.42 | 60.61 | 69.98 | — | — | — | — | 80.59 | |
| LongLiveMode=Inference-time memory variant, Video duration=60-second, Resolution=480x832, FPS=162026.06 | 97.39 | — | 96.32 | 98.78 | 41.17 | 61.16 | 68.81 | — | — | — | — | 80.55 | |
| Reward ForcingMethod Category=Distilled Causal2025.12 | 97.26 | 81.41 | 96.05 | 98.88 | 66.95 | 57.47 | 70.06 | 2.505 | 4.82 | 4.18 | 4.04 | — | |
| Self ForcingMethod Category=Distilled Causal2025.12 | 97.1 | 79.34 | 96.03 | 98.48 | 54.94 | 54.4 | 67.61 | 5.075 | 3.89 | 3.44 | 3.11 | — | |
| Self ForcingMode=Inference-time memory variant, Video duration=60-second, Resolution=480x832, FPS=162026.06 | 97.08 | — | 96.32 | 98.37 | 33.88 | 56.87 | 66.92 | — | — | — | — | 78.64 | |
| SkyReels-V2Method Category=Diffusion Forcing2025.12 | 96.43 | 75.94 | 96.59 | 98.91 | 39.86 | 50.76 | 58.65 | 7.315 | 3.3 | 3.05 | 2.7 | — | |
| Deep ForcingMode=Inference-time memory variant, Video duration=60-second, Resolution=480x832, FPS=162026.06 | 95.88 | — | 95.27 | 97.91 | 41.84 | 58.57 | 68.37 | — | — | — | — | 79.44 |