Motion Customization on TGVE 76 videos (full)
98.11Temporal ConsistencyOurs-CogVideoX
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ours-CogVideoXBase Model=CogVideoX, Time step constraint=true2025.12 | 98.11 | 30.14 | 21.09 | — | |
| MotionMatcherEvaluation Protocol=original reported metrics (not re-evaluated)2025.12 | 97.2 | 30.43 | — | — | |
| Ours-LatteBase Model=Latte, Time step constraint=true2025.12 | 97.19 | 31.96 | 21.68 | — | |
| Ours-ModelScopeBase Model=ModelScope, Time step constraint=true2025.12 | 96.42 | 28.16 | 20.77 | — | |
| Gen-12025.12 | 95.77 | 28.54 | — | — | |
| VMCEvaluation Protocol=re-evaluated on TGVE benchmark2025.12 | 94.58 | 25.53 | 19.92 | — | |
| PointMotion2025.06 | 93.3 | — | 20.34 | 25.74 | |
| MotionDirector2025.06 | 93.1 | — | 20.37 | 25.95 | |
| MotionDirector2025.12 | 93 | 27.82 | 20.74 | — | |
| MotionCloneEvaluation Protocol=re-evaluated on TGVE benchmark2025.12 | 92.88 | 27.23 | 21.07 | — | |
| Control-A-Video2025.12 | 92.63 | 26.54 | 19.75 | — | |
| Tune-A-Video2025.12 | 92.42 | 25.64 | 20.09 | — | |
| Tune-a-Video2025.06 | 92.4 | — | 20.09 | 25.95 | |
| VideoCrafter2025.12 | 92.26 | 28.03 | 20.12 | — | |
| VideoComposer2025.12 | 92.22 | 27.66 | 20.26 | — | |
| MotionEchoConfiguration=MC+TurboV2, Sampling steps=16 steps2025.06 | 91.8 | — | 21.41 | 28.16 |