Robustness to purification defenses on CogVideoX (test)
4.78Subject PreservationI2VGuard
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| I2VGuardPurification Defense=Crop and Resize [15]2026.07 | 4.78 | 4.26 | 3.93 | 3.27 | 4.06 | |
| Anti-PromptPurification Defense=Crop and Resize [15]2026.07 | 4.75 | 4.2 | 3.85 | 3.41 | 4.05 | |
| I2VGuardPurification Defense=ADVClean [11]2026.07 | 4.72 | 4.18 | 3.86 | 3.94 | 4.17 | |
| I2VGuardPurification Defense=JPEG Compression [15]2026.07 | 4.71 | 4.16 | 3.78 | 3.44 | 4.03 | |
| Anti-PromptPurification Defense=JPEG Compression [15]2026.07 | 4.71 | 4.02 | 3.7 | 3.59 | 4.01 | |
| Anti-PromptPurification Defense=ADVClean [11]2026.07 | 4.61 | 3.79 | 3.65 | 3.96 | 4 |