Perceptual Robustness on HRBench-4K
72.38Overall ScoreDefender
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DefenderIteration=32026.01 | 72.38 | 83.75 | 61 | |
| DefenderIteration=22026.01 | 72 | 84.75 | 59.25 | |
| Ablation (Clean Data)2026.01 | 71.75 | 85.25 | 58.25 | |
| DefenderIteration=12026.01 | 71.38 | 85.25 | 57.5 | |
| Liu et al.Augmentation=Insert2026.01 | 67.12 | 81.75 | 52.5 | |
| Liu et al.Augmentation=All2026.01 | 67.12 | 83.25 | 51 | |
| Liu et al.Augmentation=Add2026.01 | 66.88 | 79.5 | 54.25 | |
| Yang et al.2026.01 | 64.88 | 77.5 | 52.25 | |
| Base (M def (0))2026.01 | 64.12 | 79.5 | 48.75 |