Image-to-Video Animation on Single-motion-pattern benchmark dataset
96.6Subject ConsistencyMIVA
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MIVATraining Data=Few-shot2025.12 | 96.6 | 98 | 98.8 | 97.9 | 1.4 | 4.84 | 0.52 | 34.5 | |
| CinemoTraining Data=Large-scale2025.12 | 95.9 | 98.1 | 99 | 98.2 | 0.5 | 6.75 | 6.43 | 16.7 | |
| I2V-AdapterTraining Data=Large-scale2025.12 | 95.8 | 97.6 | 97.7 | 96.6 | 1.77 | 4.83 | 3.98 | 5.4 | |
| DynamiCrafterTraining Data=Large-scale2025.12 | 95.5 | 97.5 | 97.4 | 94.1 | 5.93 | 1.21 | 0.88 | 13.4 | |
| I2VGen-XLTraining Data=Large-scale2025.12 | 94.5 | 97.5 | 98.4 | 96.7 | 4.08 | 4.52 | 3.64 | 17.6 | |
| MIVA w/o CFA weighting module ϕTraining Data=Few-shot2025.12 | 93.8 | 95.5 | 98.3 | 97.2 | 1.75 | 7 | 3.75 | — | |
| SVDTraining Data=Large-scale2025.12 | 93.7 | 96.3 | 98.4 | 96.7 | 5.82 | 8.16 | 3.7 | 3.3 | |
| LAMPTraining Data=Few-shot2025.12 | 92.9 | 95.8 | 97.1 | 97.7 | 1.65 | 7.25 | 1.29 | 9.1 |