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GTSRB

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image ClassificationGTSRB
Accuracy99.8
291
Backdoor AttackGTSRB
Attack Success Rate100
142
Backdoor DefenseGTSRB (test)
ASR0
127
Image ClassificationGTSRB
CA96.2
121
Image ClassificationGTSRB
Top-1 Accuracy98.9
115
Image ClassificationGTSRB (test)
Accuracy (Clean)98.9
94
Image ClassificationGTSRB
Natural Accuracy99.43
87
Image ClassificationGTSRB
Accuracy99.3
81
Backdoor DetectionGTSRB
TPR100
48
Membership Inference AttackGTSRB (test)
TPR@0.1%FPR43.52
42
Trojan DetectionGTSRB
True Positives (TP)10
37
Explanation Hardening EvaluationGTSRB 2.5% utility loss, ϵ = 9, δ = 10⁻⁵ (test)
MLS (TPR@0.1% FPR) Pre0.39
30
Image ClassificationGTSRB 0.5% BER (test)
CA (NF)96.5
30
Image ClassificationGTSRB 1% BER (test)
CA (NF)96.4
30
Backdoor DefenseGTSRB 1% poison rate (test)
Clean Accuracy98
27
Image ClassificationGTSRB Dp: ImageNet (test)
BA94.98
22
Image ClassificationGTSRB Dp: CIFAR10 (test)
BA95.54
22
Backdoor DefenseGTSRB BadNets (test)
Attack Success Rate100
22
Backdoor DefenseGTSRB Random-regular topology (test)
Accuracy (ACC)85.97
21
Backdoor DefenseGTSRB Scale-free topology (test)
Accuracy (Clean)85.03
21
Image ClassificationGTSRB
Accuracy98.9
21
Backdoor DefenseGTSRB
PA91.73
21
Traffic Sign RecognitionGTSRB
Accuracy97.35
19
Image ClassificationGTSRB
Average Accuracy84.1
18
Adversarial RobustnessGTSRB (test)
FGSM Accuracy74
18
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