Controllable Video Generation on User Study
92.2Preference RateLCV
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| LCVComparison Baseline=2D Boxes, Evaluation Protocol=2AFC, Number of votes=642026.06 | 92.2 | — | — | — | — | — | — | — | — | — | |
| LCVComparison Baseline=Optical Flow, Evaluation Protocol=2AFC, Number of votes=642026.06 | 87.5 | — | — | — | — | — | — | — | — | — | |
| LCVComparison Baseline=Depth Only, Evaluation Protocol=2AFC, Number of votes=642026.06 | 78.1 | — | — | — | — | — | — | — | — | — | |
| Depth OnlyComparison Baseline=2D Boxes, Evaluation Protocol=2AFC, Number of votes=642026.06 | 75 | — | — | — | — | — | — | — | — | — | |
| Depth OnlyComparison Baseline=Optical Flow, Evaluation Protocol=2AFC, Number of votes=642026.06 | 65.6 | — | — | — | — | — | — | — | — | — | |
| Optical FlowComparison Baseline=2D Boxes, Evaluation Protocol=2AFC, Number of votes=642026.06 | 50 | — | — | — | — | — | — | — | — | — | |
| 2D Bounding BoxesComparison Baseline=Optical Flow, Evaluation Protocol=2AFC, Number of votes=642026.06 | 50 | — | — | — | — | — | — | — | — | — | |
| Optical FlowComparison Baseline=Depth Only, Evaluation Protocol=2AFC, Number of votes=642026.06 | 34.4 | — | — | — | — | — | — | — | — | — | |
| 2D Bounding BoxesComparison Baseline=Depth Only, Evaluation Protocol=2AFC, Number of votes=642026.06 | 25 | — | — | — | — | — | — | — | — | — | |
| Depth OnlyComparison Baseline=LCV, Evaluation Protocol=2AFC, Number of votes=642026.06 | 21.9 | — | — | — | — | — | — | — | — | — | |
| Optical FlowComparison Baseline=LCV, Evaluation Protocol=2AFC, Number of votes=642026.06 | 12.5 | — | — | — | — | — | — | — | — | — | |
| 2D Bounding BoxesComparison Baseline=LCV, Evaluation Protocol=2AFC, Number of votes=642026.06 | 7.8 | — | — | — | — | — | — | — | — | — | |
| ATI2025.12 | — | 19 | 9.67 | 3.33 | — | 9.67 | — | — | — | — | |
| CameraCtrl2026.04 | — | — | — | — | — | — | 4.3 | 4.1 | 2.2 | 6 | |
| Frame In-N-Out2025.12 | — | 4 | 5.67 | 3.33 | 7.33 | 1.33 | — | — | — | — | |
| LiVER2026.04 | — | — | — | — | — | — | 83.4 | 83.3 | 72.1 | 59.3 | |
| MotionCtrl2026.04 | — | — | — | — | — | — | 3.6 | 3.6 | 1.6 | 5.7 | |
| VideoFrom3D2026.04 | — | — | — | — | — | — | 8.7 | 8.9 | 24.1 | 29 | |
| Wan2.2 I2V2025.12 | — | 1.67 | 11 | 4.33 | — | 19.67 | — | — | — | — | |
| WorldCanvas2025.12 | — | 75.33 | 73.67 | 89 | 92.67 | 69.33 | — | — | — | — |