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Papers Benchmarks Datasets Tasks

GTSRB dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

GTSRB

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Backdoor Defense

GTSRB Scale-free topology (test)

85.03Accuracy (Clean)

21

Traffic Sign Recognition

GTSRB

97.35Accuracy

19

Image Classification

GTSRB

84.1Average Accuracy

18

Adversarial Robustness

GTSRB (test)

74FGSM Accuracy

18

Image Classification

GTSRB 32 x 32 43 classes (test)

97.41Accuracy (CA)

17

Image Classification

GTSRB

78.32Balanced Accuracy (BA)

15

Backdoor Detection

GTSRB BppAttack (test)

0.997AUC

15

Backdoor Detection

GTSRB WaNet attack (test)

1AUC

15

Backdoor Detection

GTSRB SIG attack (test)

97.63AUC

15

Image Classification

GTSRB

85.54ACCm

14

Watermark Detection

GTSRB

12.29AccLoss

14

Model Extraction Attack Robustness

GTSRB

22.91Accuracy

14

Zero-Shot Classification

GTSRB

86.2ASR

13

Image Classification

GTSRB

72.6Accuracy

13

GTSRB

90Accuracy

13

GTSRB

68.9Accuracy (%)

12

Backdoor Detection

GTSRB (test)

1Top-1 ASR

12

Traffic Sign Classification

GTSRB

100Balanced Accuracy (BA)

10

Image Classification

GTSRB 31 (test)

97.24Accuracy

10

Domain Adaptation Classification

Synthetic Signs → GTSRB (test)

1.82Error Rate (%)

10

Backdoor Detection (Seven-to-one attack)

GTSRB

98BadNet Acc

9

Backdoor Detection (All-to-one attack)

GTSRB

86Clean Accuracy

9

Image Classification

GTSRB (test)

98.76Clean Accuracy

8

Image Classification

GTSRB (val)

99.75Clean Accuracy

8

Personalized Federated Learning Vulnerability Assessment

GTSRB

2.34Average Attack Deviation (AD)

8

Page 2 of 5

Popular tasks

Image Classification Backdoor Defense Backdoor Detection Clustering Backdoor Removal

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