Text-to-Video Generation on VBench (Aesthetic, Imaging, Consistency, and Motion Metrics)
0.6784Aesthetic QualityOur SFT Baseline + DPO
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Our SFT Baseline + DPOBase Model=Proprietary 4.5B SFT model, Optimization=DPO, Resolution=720p2026.06 | 0.6784 | 0.7397 | 0.2677 | 0.984 | 0.9637 | |
| Our SFT Baseline + Shell-LCCBase Model=Proprietary 4.5B SFT model, Optimization=Shell-LCC, Resolution=720p2026.06 | 0.6735 | 0.7631 | 0.267 | 0.99 | 0.9682 | |
| Our SFT BaselineBase Model=Proprietary 4.5B SFT model, Resolution=720p2026.06 | 0.6724 | 0.7509 | 0.2637 | 0.9891 | 0.968 | |
| UltraWan-T2V-1.3B + Shell-LCCBase Model=UltraWan-T2V-1.3B, Optimization=Shell-LCC, Resolution=720p2026.06 | 0.6299 | 0.7396 | 0.2236 | 0.9918 | 0.9658 | |
| Wan-T2V-1.3B + Shell-LCCBase Model=Wan-T2V-1.3B, Optimization=Shell-LCC, Resolution=720p2026.06 | 0.6253 | 0.7037 | 0.2292 | 0.9871 | 0.9715 | |
| Wan-T2V-1.3BBase Model=Wan-T2V-1.3B, Resolution=720p2026.06 | 0.6244 | 0.6629 | 0.2271 | 0.9848 | 0.9654 | |
| UltraWan-T2V-1.3BBase Model=UltraWan-T2V-1.3B, Resolution=720p2026.06 | 0.5744 | 0.6756 | 0.2288 | 0.9657 | 0.9225 |