Instruction-Guided Video Editing on OpenVE-Bench
4.43Overall ScoreInsEdit
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| InsEditLatency (min)=1.952026.04 | 4.43 | — | — | 4.71 | 4.64 | 4.78 | 4.73 | 4.66 | — | |
| VINOLatency (min)=6.52026.04 | 4.34 | — | — | 4.41 | 4.45 | 4.43 | 3.39 | 4.6 | — | |
| UniVideoLatency (min)=21.52026.04 | 4.21 | — | — | 4.33 | 4.46 | 4.41 | 4.56 | 4.33 | — | |
| Lucy-EditLatency (min)=0.62026.04 | 3.77 | — | — | 3.93 | 3.95 | 3.92 | 4.23 | 4.19 | — | |
| ICVELatency (min)=20.602026.04 | 3.76 | — | — | 3.87 | 4.5 | 3.77 | 4.68 | 3.54 | — | |
| OmniVideoLatency (min)=20.582026.04 | 3.66 | — | — | 3.75 | 4.52 | 2.8 | 4.95 | 1.13 | — | |
| Runway AlephResolution=1280x7202025.12 | 3.65 | 3.72 | 2.62 | 4.18 | 4.16 | 2.78 | 3.62 | 3.64 | 4.53 | |
| DittoLatency (min)=7.332026.04 | 3.44 | — | — | 2.89 | 3.53 | 2.48 | 3.69 | 4.14 | — | |
| InsViELatency (min)=1.062026.04 | 3.25 | — | — | 2.82 | 3.56 | 2.25 | 4.77 | 3.36 | — | |
| LoomVideo (Stage 2)#Params=5B2026.06 | 3.15 | 3.81 | 2.46 | 3.04 | 3.33 | 2.21 | 3.64 | 3.54 | — | |
| Kiwi-Edit#Params=5B, re-evaluated=true2026.06 | 3.12 | 3.62 | 2.57 | 3.76 | 3.36 | 2.57 | 2.91 | 3.08 | — | |
| VINO#Params=13B, re-evaluated=true2026.06 | 3.07 | 3.95 | 2.39 | 3.51 | 3.2 | 2.68 | 2.65 | 3.01 | — | |
| UniVideo#Params=13B, re-evaluated=true2026.06 | 3.05 | 3.47 | 2.58 | 3.41 | 2.99 | 2.83 | 2.87 | 3.07 | — | |
| LoomVideo (RL)#Params=5B2026.06 | 3.05 | 3.85 | 2.37 | 3.41 | 3.12 | 2.19 | 3.42 | 3.23 | — | |
| VACE-14BLatency (min)=9.082026.04 | 3.01 | — | — | 2.47 | 3.99 | 1.76 | 4.41 | 2.17 | — | |
| LoomVideo (Stage 3)#Params=5B2026.06 | 2.94 | 3.62 | 2.26 | 3.32 | 2.82 | 2.4 | 3.3 | 2.86 | — | |
| OmniWeaving#Params=8.3B, re-evaluated=true2026.06 | 2.92 | 3.68 | 2.16 | 3.78 | 2.68 | 1.83 | 3.48 | 2.8 | — | |
| OpenVE-Edit#Params=5B2026.06 | 2.53 | 3.16 | 2.36 | 2.98 | 1.85 | 2.15 | 2.91 | 2.31 | — | |
| OpenVE-EditParameters=5B, Resolution=1280x7042025.12 | 2.49 | 3.16 | 2.36 | 2.98 | 1.85 | 2.15 | 2.91 | 2.31 | 2.02 | |
| Lucy-EditParameters=5B, Resolution=1280x7042025.12 | 2.15 | 2.27 | 1.57 | 3.2 | 1.75 | 2.3 | 1.61 | 2.86 | 1.61 | |
| Ditto#Params=14B2026.06 | 2.1 | 4.01 | 1.68 | 2.03 | 1.53 | 1.41 | 2.81 | 1.23 | — | |
| ICVEParameters=13B, Resolution=384x2402025.12 | 2.07 | 2.22 | 1.62 | 2.57 | 2.51 | 1.97 | 2.09 | 2.41 | 1.11 | |
| DITTOParameters=14B, Resolution=832x4802025.12 | 1.98 | 4.01 | 1.68 | 2.03 | 1.53 | 1.41 | 2.81 | 1.23 | 1.32 | |
| InsViE#Params=2B2026.06 | 1.64 | 2.2 | 1.06 | 1.48 | 1.36 | 1.17 | 2.18 | 2.02 | — | |
| VACEParameters=14B, Resolution=1280x7202025.12 | 1.57 | 1.49 | 1.55 | 2.07 | 1.46 | 1.26 | 1.48 | 1.47 | 1.62 | |
| VACE#Params=14B2026.06 | 1.54 | 1.49 | 1.55 | 2.07 | 1.46 | 1.26 | 1.48 | 1.47 | — | |
| InsViEParameters=2B, Resolution=720x4802025.12 | 1.53 | 2.2 | 1.06 | 1.48 | 1.36 | 1.17 | 2.18 | 2.02 | 1.09 | |
| OmniVideoParameters=1.3B, Resolution=640x3522025.12 | 1.31 | 1.11 | 1.18 | 1.14 | 1.14 | 1.36 | 1 | 2.26 | 1 | |
| OmniVideo#Params=1.3B2026.06 | 1.31 | 1.11 | 1.18 | 1.14 | 1.14 | 1.36 | 1 | 2.26 | — |