Image-to-Video Generation on CelebV-Text
72.1ISMClean
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CleanModel=CogVideoX-5B2026.03 | 72.1 | 52.2 | 74.6 | 80.2 | 82.8 | |
| SDS-Model=CogVideoX-5B2026.03 | 60.7 | 49.7 | 51.1 | 59.4 | 74.7 | |
| CleanModel=Open-Sora2026.03 | 59.8 | 50.8 | 71.2 | 78.2 | 81.1 | |
| SDS+Model=CogVideoX-5B2026.03 | 59.1 | 48.2 | 47.3 | 56.3 | 75.4 | |
| AdvDMModel=CogVideoX-5B2026.03 | 58.3 | 47.3 | 46.3 | 54.3 | 74.8 | |
| MISTModel=CogVideoX-5B2026.03 | 56.1 | 46.3 | 47.6 | 57.7 | 75 | |
| VGMShieldModel=CogVideoX-5B2026.03 | 55.4 | 46.1 | 46.4 | 55.7 | 74.5 | |
| CleanModel=DynamiCrafter2026.03 | 52.8 | 46.7 | 72.4 | 79.4 | 62.2 | |
| SDS-Model=Open-Sora2026.03 | 50.8 | 49.4 | 51.4 | 59.1 | 73.1 | |
| AdvDMModel=Open-Sora2026.03 | 50.6 | 47.8 | 49.6 | 56.1 | 72.5 | |
| SDS+Model=Open-Sora2026.03 | 50.2 | 48.1 | 49.4 | 54.8 | 73 | |
| VGMShieldModel=Open-Sora2026.03 | 50 | 47.6 | 49.7 | 57.8 | 71.6 | |
| MISTModel=Open-Sora2026.03 | 49.3 | 47.5 | 49.7 | 59.4 | 71 | |
| Anti-I2VModel=Open-Sora2026.03 | 46.1 | 45.3 | 47.8 | 55.4 | 71.3 | |
| Anti-I2VModel=CogVideoX-5B2026.03 | 44.8 | 43.3 | 44.7 | 53.2 | 72.2 | |
| VGMShieldModel=DynamiCrafter2026.03 | 28.6 | 43.1 | 24.3 | 28.9 | 40.1 | |
| SDS-Model=DynamiCrafter2026.03 | 27.8 | 41.8 | 22.3 | 25 | 39.2 | |
| AdvDMModel=DynamiCrafter2026.03 | 26.9 | 37 | 16.7 | 20.7 | 39.7 | |
| SDS+Model=DynamiCrafter2026.03 | 26.4 | 37.2 | 21.3 | 24.5 | 38.9 | |
| MISTModel=DynamiCrafter2026.03 | 26.2 | 37.9 | 23.2 | 26.9 | 38.6 | |
| Anti-I2VModel=DynamiCrafter2026.03 | 15.1 | 30.3 | 3.2 | 4.7 | 16.7 |