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Benchmarks
Traffic Sign Classification on GTSRB Physical Stop Sign (30cm POV display) (test)
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100
ASR (5m)
POV display attack (ResNet-50)
38.3176
54.3313
70.345
86.3587
Jun 29, 2026
ASR (5m)
Top Misclassification Label Value (5m)
ASR (10m)
Top Misclassification Label Value (10m)
ASR (15m)
Top Misclassification Label Value (15m)
ASR (20m)
Top Misclassification Label Value (20m)
Updated 26d ago
Evaluation Results
Method
Method
Links
ASR (5m)
Top Misclassification Label Value (5m)
ASR (10m)
Top Misclassification Label Value (10m)
ASR (15m)
Top Misclassification Label Value (15m)
ASR (20m)
Top Misclassification Label Value (20m)
POV display attack (ResNet-50)
Model=ResNet-50, Train...
2026.06
100
-
100
-
100
-
100
-
POV display attack (ResNet-50)
Model=ResNet-50, Train...
2026.06
99.7
30
100
-
100
-
100
-
POV display attack (ConvNeXt s.)
Model=ConvNeXt s., Tra...
2026.06
91.28
-
77.84
-
97
-
98.88
-
POV display attack (ConvNeXt s.)
Model=ConvNeXt s., Tra...
2026.06
40.69
-
100
-
100
-
100
-
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