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Adversarial Detection on CIFAR-10 (Detection Rates)
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100
PGD Detection Rate (linf=2/255)
FEATURE SQUEEZING
-4
23
50
77
Oct 14, 2025
PGD Detection Rate (linf=2/255)
Clean Accuracy
FGSM Detection Rate (linf=2/255)
CW Detection Rate (linf=2/255)
Updated 27d ago
Evaluation Results
Method
Method
Links
PGD Detection Rate (linf=2/255)
Clean Accuracy
FGSM Detection Rate (linf=2/255)
CW Detection Rate (linf=2/255)
FEATURE SQUEEZING
Backbone=ResNet-18
2025.10
100
-
5
14
KOALA+
Backbone=ResNet-18, Em...
2025.10
71.26
87
73.54
68.78
KL+L0+COSINE
Backbone=ResNet-18, Em...
2025.10
65.28
79.66
67.46
65.8
COSINE+L0
Backbone=ResNet-18, Em...
2025.10
64.55
81.02
67.05
63.69
KL+L0
Backbone=ResNet-18, Em...
2025.10
64.28
85.04
66.23
64.98
COSINE+KL
Backbone=ResNet-18, Em...
2025.10
52.54
82.94
54.62
54.66
MAGNET
Backbone=ResNet-18
2025.10
0
-
55
72
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