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Benchmarks
Perceptual Robustness on HRBench-4K
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72.38
Overall Score
Defender
63.7896
66.0198
68.25
70.4802
Jan 24, 2026
Overall Score
S-obj Score
C-obj Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
Overall Score
S-obj Score
C-obj Score
Defender
Iteration=3
2026.01
72.38
83.75
61
Defender
Iteration=2
2026.01
72
84.75
59.25
Ablation (Clean Data)
2026.01
71.75
85.25
58.25
Defender
Iteration=1
2026.01
71.38
85.25
57.5
Liu et al.
Augmentation=Insert
2026.01
67.12
81.75
52.5
Liu et al.
Augmentation=All
2026.01
67.12
83.25
51
Liu et al.
Augmentation=Add
2026.01
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
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