Visual Storytelling Consistency on ViStoryBench
74.9CSD (Self)SEED-Story
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SEED-Story2025.12 | 74.9 | — | — | 48.7 | — | — | 85.9 | 6.33 | 3.84 | — | 29.5 | |
| Story-Adapter2025.12 | 73.7 | — | — | 56.4 | — | — | 84.9 | 13.73 | 4.89 | — | 58.9 | |
| StoryDiffusion2025.12 | 63.5 | — | — | 57 | — | — | 85.3 | 15.71 | 5.76 | — | 59.7 | |
| UniMAGEIn-Context ID Prompting=true2025.12 | 59 | — | — | 59.2 | — | — | 88.07 | 12.97 | 4.55 | — | 80.8 | |
| Story2Board2025.12 | 55.2 | — | — | 51.4 | — | — | 85.5 | 15.26 | 5.11 | — | 56.7 | |
| UniMAGEIn-Context ID Prompting=false2025.12 | 52.6 | — | — | 55.6 | — | — | 87 | 12.06 | 4.44 | — | 62.5 | |
| TheaterGen2025.12 | 40.4 | — | — | 53.3 | — | — | 84.4 | 14.88 | 4.9 | — | 37.9 | |
| MMStoryAgent2026.02 | 0.669 | 0.238 | 0.388 | 0.596 | 2.92 | 1.63 | 61.5 | 9.09 | 5.88 | 0.198 | — | |
| MUSE2026.02 | 0.614 | 0.412 | 0.453 | 0.548 | 3.17 | 2.17 | 63.5 | 13.68 | 5.38 | 0.192 | — | |
| V-GOT2026.02 | 0.606 | 0.232 | 0.322 | 0.567 | 1.11 | 0.78 | 65.2 | 13.02 | 6.16 | 0.171 | — | |
| AnimDirector2026.02 | 0.51 | 0.288 | 0.401 | 0.578 | 3.64 | 2.69 | 67.4 | 12.02 | 5.59 | 0.212 | — | |
| MovieAgent2026.02 | 0.479 | 0.299 | 0.4 | 0.544 | 3.5 | 2.73 | 64.6 | 14.99 | 5.32 | 0.209 | — | |
| Vlogger2026.02 | 0.453 | 0.259 | 0.362 | 0.554 | 0.171 | 2.44 | 76.6 | 9.77 | 4.28 | 0.2 | — |