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Benchmarks
Attack Success Rate on SVHN (test)
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0
Clean Success Rate
Normal
-0.001
-0.0005
0
0.0005
Feb 9, 2022
Clean Success Rate
ASR (Hue)
ASR (Saturation)
ASR (Rotation)
ASR (Brightness)
ASR (Contrast)
ASR L-inf (20-step)
ASR Auto L-inf
Updated 1mo ago
Evaluation Results
Method
Method
Links
Clean Success Rate
ASR (Hue)
ASR (Saturation)
ASR (Rotation)
ASR (Brightness)
ASR (Contrast)
ASR L-inf (20-step)
ASR Auto L-inf
Normal
Training=Normal*
2022.02
0
2.4
0.7
6.2
3.4
1.8
99.5
100
Trades
Training=Trades*∞
2022.02
0
4
1.3
10
14.9
8
41
51
GAT-f
Training=GAT-f*
2022.02
0
1.1
0.5
2.5
1.5
1.5
45.2
60.5
GAT-fs
Training=GAT-fs*
2022.02
0
1
0.6
2.2
1.2
1.4
42.2
59.1
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