Image-to-Video on I2V Immunization Evaluation Set
86.7TAImmune2V
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Immune2VComparison Baseline=Clean, Evaluation Protocol=VLM-as-Judge pairwise win rates (%), Perturbation budget=Same as baselines2026.04 | 86.7 | 86.7 | 80 | 0 | |
| Immune2VComparison Baseline=PhotoGuard-D, Evaluation Protocol=VLM-as-Judge pairwise win rates (%), Perturbation budget=Same as baselines2026.04 | 63.3 | 70 | 60 | 13.3 | |
| Immune2VComparison Baseline=Random Noise, Evaluation Protocol=VLM-as-Judge pairwise win rates (%), Perturbation budget=Same as baselines2026.04 | 60 | 60 | 90 | 26.7 | |
| Immune2VComparison Baseline=PhotoGuard-E, Evaluation Protocol=VLM-as-Judge pairwise win rates (%), Perturbation budget=Same as baselines2026.04 | 53.3 | 56.7 | 70 | 73.3 |