Image-to-Video Generation on UCF101
46.6ISMClean
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CleanModel=CogVideoX-5B2026.03 | 46.6 | 37.3 | 36.1 | 43.6 | 80.1 | |
| CleanModel=Open-Sora2026.03 | 40 | 38.2 | 40.9 | 43.7 | 75 | |
| SDS-Model=CogVideoX-5B2026.03 | 38.6 | 29.8 | 31.3 | 39.3 | 76 | |
| CleanModel=DynamiCrafter2026.03 | 38.4 | 34.5 | 50.1 | 56.2 | 70.9 | |
| SDS+Model=CogVideoX-5B2026.03 | 38.1 | 29.1 | 28.6 | 34.4 | 75.4 | |
| AdvDMModel=CogVideoX-5B2026.03 | 37 | 29.2 | 27.1 | 34.2 | 75.3 | |
| VGMShieldModel=CogVideoX-5B2026.03 | 36.1 | 29.2 | 26.5 | 34.3 | 75.3 | |
| MISTModel=CogVideoX-5B2026.03 | 35.5 | 29 | 26.2 | 34 | 75.1 | |
| SDS+Model=Open-Sora2026.03 | 35.5 | 29.3 | 36 | 38.9 | 69.2 | |
| Anti-I2VModel=CogVideoX-5B2026.03 | 34.6 | 28.3 | 25.1 | 32.3 | 73.4 | |
| AdvDMModel=Open-Sora2026.03 | 34.6 | 30.9 | 32.7 | 36.2 | 68.6 | |
| VGMShieldModel=Open-Sora2026.03 | 34.1 | 31.2 | 33.5 | 36.9 | 68 | |
| MISTModel=Open-Sora2026.03 | 33.9 | 30.9 | 33.8 | 39.2 | 67.7 | |
| SDS-Model=Open-Sora2026.03 | 33.3 | 31.1 | 35.1 | 38.7 | 68.7 | |
| Anti-I2VModel=Open-Sora2026.03 | 31.8 | 24.8 | 31.1 | 34.7 | 64.2 | |
| SDS-Model=DynamiCrafter2026.03 | 12.8 | 33.8 | 16.4 | 22.6 | 43.9 | |
| SDS+Model=DynamiCrafter2026.03 | 12.2 | 30.5 | 15.7 | 19.4 | 43.3 | |
| AdvDMModel=DynamiCrafter2026.03 | 11 | 33.5 | 16.2 | 20.1 | 45.1 | |
| VGMShieldModel=DynamiCrafter2026.03 | 10.8 | 33.6 | 31.8 | 37.4 | 48.6 | |
| MISTModel=DynamiCrafter2026.03 | 10 | 33.5 | 32.2 | 38.1 | 49.3 | |
| Anti-I2VModel=DynamiCrafter2026.03 | 6.8 | 26.8 | 5.7 | 8.4 | 16.4 |