Metric: Motion (higher is better)
| # | Model↕ | Motion▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Kling 1.6 | 0.416 | No | Identity-Preserving Text-to-Video Generation by ... | 2024-11-26 | Code |
| 2 | Phantom-Wan-14B | 0.3342 | No | Phantom: Subject-consistent video generation via... | 2025-02-16 | Code |
| 3 | SkyReels-A2-Wan2.1-14B-Preview | 0.256 | No | SkyReels-A2: Compose Anything in Video Diffusion... | 2025-04-03 | Code |
| 4 | Pika 2.1 | 0.247 | No | Identity-Preserving Text-to-Video Generation by ... | 2024-11-26 | Code |
| 5 | MAGREF-480P | 0.2181 | No | MAGREF: Masked Guidance for Any-Reference Video ... | 2025-05-29 | Code |
| 6 | Wan2.1-VACE-1.3B | 0.1883 | No | VACE: All-in-One Video Creation and Editing | 2025-03-10 | Code |
| 7 | Wan2.1-VACE-14B | 0.1502 | No | VACE: All-in-One Video Creation and Editing | 2025-03-10 | Code |
| 8 | Phantom-Wan-1.3B | 0.1429 | No | Phantom: Subject-consistent video generation via... | 2025-02-16 | Code |
| 9 | Vidu 2.0 | 0.1352 | No | Identity-Preserving Text-to-Video Generation by ... | 2024-11-26 | Code |
| 10 | Wan2.1-VACE-1.3B-Preview | 0.1203 | No | VACE: All-in-One Video Creation and Editing | 2025-03-10 | Code |