FrameWorker user-study stats
- raters with any ratings: 6
- submission files counted: 7
- models:
ours,baseline,univa
Per-sub-question mean (1–5)
| dimension | sub-question | ours mean (n) |
baseline mean (n) |
univa mean (n) |
|---|---|---|---|---|
| Instruction following | Controllability | 3.48 ± 0.90 (n=23) | 1.74 ± 1.05 (n=23) | 1.83 ± 1.07 (n=23) |
| Instruction following | Prompt adherence | 3.22 ± 1.20 (n=23) | 3.00 ± 1.00 (n=23) | 3.26 ± 1.01 (n=23) |
| Instruction following | No irrelevant frames | 2.87 ± 1.01 (n=23) | 2.70 ± 1.18 (n=23) | 2.70 ± 0.93 (n=23) |
| Temporal consistency | Person stability | 3.48 ± 1.16 (n=23) | 1.17 ± 0.65 (n=23) | 1.96 ± 0.93 (n=23) |
| Temporal consistency | Object stability | 3.65 ± 1.07 (n=23) | 1.22 ± 0.74 (n=23) | 2.13 ± 1.22 (n=23) |
| Temporal consistency | Environment stability | 4.00 ± 0.95 (n=23) | 1.70 ± 0.93 (n=23) | 2.30 ± 1.18 (n=23) |
| Realism | Realism | 2.52 ± 0.73 (n=23) | 2.26 ± 1.29 (n=23) | 2.26 ± 1.10 (n=23) |
| Realism | Motion logic | 2.65 ± 0.83 (n=23) | 2.22 ± 0.90 (n=23) | 2.22 ± 1.00 (n=23) |
| Realism | Camera | 3.26 ± 0.86 (n=23) | 1.96 ± 0.56 (n=23) | 2.26 ± 0.81 (n=23) |
Per-dimension mean (1–5)
| dimension | ours mean (n) |
baseline mean (n) |
univa mean (n) |
|---|---|---|---|
| Instruction following | 3.19 ± 1.06 (n=69) | 2.48 ± 1.20 (n=69) | 2.59 ± 1.15 (n=69) |
| Temporal consistency | 3.71 ± 1.07 (n=69) | 1.36 ± 0.80 (n=69) | 2.13 ± 1.11 (n=69) |
| Realism | 2.81 ± 0.86 (n=69) | 2.14 ± 0.96 (n=69) | 2.25 ± 0.96 (n=69) |