Text-to-Video Generation on StoryEval-Bench 1.0 (test)
60.4Human ScoreWan2.2-A14B + TS-Attn
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Wan2.2-A14B + TS-AttnTS-Attn=included2026.04 | 60.4 | 53.6 | 52 | 63 | 45.3 | 70.5 | 44.3 | 56.2 | |
| Wan2.1-14B + TS-AttnTS-Attn=included2026.04 | 54.7 | 50 | 45.1 | 62.1 | 35.2 | 64.5 | 38.7 | 50.2 | |
| RoTEGeneration Duration=5s, Resolution=720P, Frames=121, FPS=242026.05 | 54.7 | 52.8 | 42.4 | 53.1 | 36.3 | 61.2 | 36.9 | 49.4 | |
| Wan2.2-A14B2026.04 | 51.2 | 46.7 | 44.9 | 54.8 | 34.8 | 60.3 | 34 | 48.3 | |
| DiTCtrl + Wan2.2-A14B2026.04 | 50.5 | 48.4 | 39.8 | 57.9 | 26.2 | 60.1 | 33.4 | 46.5 | |
| MEVG + Wan2.2-A14B2026.04 | 47.7 | 39.7 | 40.5 | 47.6 | 28.3 | 57.8 | 28.9 | 43.1 | |
| SkyReels-V22026.04 | 43.8 | 39.9 | 35.4 | 43.1 | 27 | 55.9 | 26.7 | 40.6 | |
| Wan2.1-1.3B + TS-AttnTS-Attn=included2026.04 | 43.1 | 33.9 | 34.6 | 47 | 24.5 | 53.2 | 23.5 | 37.6 | |
| TS-AttnGeneration Duration=5s, Resolution=720P, Frames=121, FPS=242026.05 | 42.2 | 45.4 | 36.6 | 52.8 | 33 | 56.9 | 25.5 | 41.8 | |
| FinetunedGeneration Duration=5s, Resolution=720P, Frames=121, FPS=242026.05 | 41.9 | 39.8 | 37.1 | 50.8 | 26.7 | 55.8 | 23 | 39.3 | |
| Wan2.1-14B2026.04 | 41.4 | 37.2 | 31.9 | 45.2 | 21.9 | 53.8 | 24.6 | 37.6 | |
| BaseGeneration Duration=5s, Resolution=720P, Frames=121, FPS=242026.05 | 41.1 | 41.7 | 35.9 | 51.2 | 28 | 58.6 | 20.2 | 39.7 | |
| MAGI-1-24B2026.04 | 39.6 | 32.7 | 33.5 | 41.9 | 24.8 | 51.7 | 20.5 | 35.8 | |
| Hailuo2026.04 | 38.2 | 38.3 | 27.5 | 42.6 | 18 | 58.9 | 9.7 | 35.1 | |
| Kling-1.52026.04 | 37.2 | 44.9 | 36.6 | 39.4 | 36 | 60.8 | 16.4 | 40.1 | |
| Wan2.1-1.3B2026.04 | 32.4 | 31 | 24.9 | 30.6 | 22.1 | 42.3 | 17.6 | 29.1 | |
| CogVideoX-5B + TS-AttnTS-Attn=included2026.04 | 28 | 25.4 | 21.7 | 32.9 | 13.9 | 45.7 | 9.9 | 25.8 | |
| Vchitect-2.02026.04 | 21.5 | 19.9 | 20.4 | 22 | 15.2 | 42.8 | 3.9 | 21.7 | |
| Pyramid-Flow2026.04 | 17.8 | 16.5 | 12.8 | 23.4 | 9.7 | 35.1 | 1 | 16 | |
| CogVideoX-5B2026.04 | 17.1 | 16.4 | 14 | 16 | 7.4 | 35.4 | 4.6 | 16.4 | |
| Open-Sora 1.22026.04 | 16.4 | 18.3 | 16.2 | 24.7 | 11.8 | 32.7 | 4.3 | 17.9 | |
| Open-Sora-Plan 1.3.02026.04 | 9.1 | 9.7 | 9.4 | 13.2 | 7.1 | 18.2 | 3.2 | 9.4 |