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GTSRB

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image ClassificationGTSRB
Accuracy99.8
291
Backdoor DefenseGTSRB (test)
ASR0
127
Image ClassificationGTSRB
Natural Accuracy99.43
87
Image ClassificationGTSRB
CA95.99
79
Backdoor AttackGTSRB
Backdoor Accuracy99.22
59
Image ClassificationGTSRB (test)
Accuracy (Clean)97.85
59
Membership Inference AttackGTSRB (test)
TPR@0.1%FPR43.52
42
Backdoor DetectionGTSRB
TPR100
39
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
Top-1 Accuracy55.5
24
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
Backdoor DefenseGTSRB
PA91.73
21
Traffic Sign RecognitionGTSRB
Accuracy97.35
19
Image ClassificationGTSRB
Average Accuracy84.1
18
Adversarial RobustnessGTSRB (test)
FGSM Accuracy74
18
Image ClassificationGTSRB
Accuracy98.5
17
Image ClassificationGTSRB 32 x 32 43 classes (test)
Accuracy (CA)97.41
17
Image ClassificationGTSRB
Balanced Accuracy (BA)78.32
15
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