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Benchmarks
Targeted Failure Generation on ImageNet
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0.82
Misclassification Rate
Mimicry
0.8128
0.8614
0.91
0.9586
Jan 21, 2026
Misclassification Rate
Escape Ratio
Confidence Reduction
MS-SSIM
LPIPS
Diversity Score (T)
Trace Difference
Updated 4d ago
Evaluation Results
Method
Method
Links
Misclassification Rate
Escape Ratio
Confidence Reduction
MS-SSIM
LPIPS
Diversity Score (T)
Trace Difference
Mimicry
2026.01
0.82
0.52
-
-
-
0.147
197.21
HyNeA
2026.01
1
0
-
-
-
0.179
79.6
GIFTbench
2026.01
1
0.84
-
-
-
0.102
119.92
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