Effect Generation on 24 videos (18 DAVIS and 6 in-the-wild) (test)
46.27CLIPdir ScoreOver++
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Over++Requires masks=true2025.12 | 46.27 | 31.58 | 95.48 | 0.8 | 23.75 | 0.13 | 605 | 29.3 | 0.188 | |
| Over++ (w/o Meffect)2025.12 | 43.49 | 31.56 | 95.25 | 0.8 | 23.58 | 0.13 | 608 | 28.19 | 0.188 | |
| Over++ (w/o unpaired data)Requires masks=true2025.12 | 42.93 | 29.89 | 95.34 | 0.8 | 22.89 | 0.13 | 612 | 28.05 | 0.188 | |
| LoRA-EditRequires edited first frame=true2025.12 | 37.72 | 30.72 | 88.49 | 0.39 | 12.89 | 0.39 | 970 | 6.65 | 0.181 | |
| Runway Aleph2025.12 | 33.87 | 30.84 | 90.55 | 0.53 | 16.61 | 0.31 | 1,297 | 5.44 | 0.181 | |
| VACE-WAN2.1Requires masks=true2025.12 | 25.06 | 31.36 | 94.19 | 0.69 | 19.9 | 0.16 | 605 | 19.56 | 0.186 | |
| AnyV2VRequires edited first frame=true2025.12 | 21.05 | 31.22 | 84.31 | 0.57 | 17.38 | 0.27 | 786 | 12.01 | 0.181 |