Share your thoughts, 1 month free Claude Pro on usSee more
WorkDL logo mark

GTSRB

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image ClassificationGTSRB
Accuracy99.8
291
Backdoor AttackGTSRB
Attack Success Rate100
142
Backdoor DefenseGTSRB (test)
ASR0
138
Image ClassificationGTSRB
CA96.2
135
Backdoor DefenseGTSRB
CA99.49
118
Image ClassificationGTSRB
Accuracy98.9
117
Image ClassificationGTSRB
Top-1 Accuracy98.9
115
Image ClassificationGTSRB
Accuracy99.3
97
Image ClassificationGTSRB (test)
Accuracy (Clean)98.9
94
Image ClassificationGTSRB
Natural Accuracy99.43
87
Dataset Splitting for Backdoor DefenseGTSRB
Precision97.12
48
Backdoor DetectionGTSRB
TPR100
48
Membership Inference AttackGTSRB (test)
TPR@0.1%FPR43.52
42
Trojan DetectionGTSRB
True Positives (TP)10
37
ClassificationGTSRB
Accuracy99.53
32
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
Membership Inference AttackGTSRB
TPR @ 0.1% FPR37.06
28
Backdoor DefenseGTSRB 1% poison rate (test)
Clean Accuracy98
27
Image ClassificationGTSRB
Accuracy99.11
26
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
Showing 25 of 105 rows