Video Generation on VBench (Latency and Throughput Metrics)
0.32Communication Volume (MB)EcoVideo
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EcoVideoCloud Model=CogVideoX-5B, Edge Model=EcoVFI-160M2026.06 | 0.32 | 63.57 | 21.95 | 85.54 | 2.03 | |
| Edge-onlyCloud Model=–, Edge Model=CogVideoX-2B2026.06 | 1.05 | — | 359.25 | 359.25 | 0.48 | |
| EcoVideoCloud Model=Wan2.1-14B, Edge Model=EcoVFI-160M2026.06 | 1.1 | 988 | 96.23 | 1,084.29 | 1.84 | |
| EcoVideoCloud Model=Wan2.2-A14B, Edge Model=EcoVFI-160M2026.06 | 1.4 | 905.98 | 96.23 | 1,002.28 | 1.59 | |
| Cloud-onlyCloud Model=CogVideoX-5B, Edge Model=–2026.06 | 1.4 | 173.9 | — | 173.97 | 1 | |
| Edge-onlyCloud Model=–, Edge Model=Wan2.1-1.3B2026.06 | 1.85 | — | 3,244.06 | 3,244.06 | 0.62 | |
| Cloud-onlyCloud Model=Wan2.1-14B, Edge Model=–2026.06 | 1.92 | 1,996.25 | — | 1,996.35 | 1 | |
| Cloud-onlyCloud Model=Wan2.2-A14B, Edge Model=–2026.06 | 2.1 | 1,593.69 | — | 1,593.8 | 1 | |
| Hybrid-SDCloud Model=CogVideoX-5B, Edge Model=CogVideoX-2B2026.06 | 5.67 | 139.54 | 71.23 | 211.05 | 0.82 | |
| EC-DiffCloud Model=CogVideoX-5B, Edge Model=CogVideoX-2B2026.06 | 5.67 | 69.56 | 107.94 | 177.78 | 0.98 | |
| Hybrid-SDCloud Model=Wan2.1-14B, Edge Model=Wan2.1-1.3B2026.06 | 17.23 | 1,597.24 | 648.92 | 2,247.02 | 0.89 | |
| EC-DiffCloud Model=Wan2.1-14B, Edge Model=Wan2.1-1.3B2026.06 | 17.23 | 798.96 | 778.68 | 1,578.5 | 1.27 | |
| Hybrid-SDCloud Model=Wan2.2-A14B, Edge Model=Wan2.1-1.3B2026.06 | 17.23 | 1,194.56 | 811.43 | 2,006.85 | 0.79 | |
| EC-DiffCloud Model=Wan2.2-A14B, Edge Model=Wan2.1-1.3B2026.06 | 17.23 | 586.74 | 973.32 | 1,560.92 | 1.02 |