Video Subject Customization on User Study (120 videos, 15 subjects, 8 prompts each)
70.4Text AlignmentDreamVideo
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DreamVideoComparison Baseline=Custom Diffusion [35]2023.12 | 70.4 | 69.1 | 63 | |
| DreamVideoComparison Baseline=Dreamix [47]2023.12 | 63.7 | 56 | 50.8 | |
| DreamVideoComparison Baseline=Textual Inversion [17]2023.12 | 58.4 | 79.8 | 69.7 | |
| Textual InversionComparison Baseline=DreamVideo (ours)2023.12 | 41.6 | 20.2 | 30.3 | |
| DreamixComparison Baseline=DreamVideo (ours)2023.12 | 36.3 | 44 | 49.2 | |
| Custom DiffusionComparison Baseline=DreamVideo (ours)2023.12 | 29.6 | 30.9 | 37 |