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Backdoor Sample Detection research benchmarks · SOTA2 Research

Backdoor Sample Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

99.93AU-ROC

16

Feb 26, 2026

0.989AU-ROC

16

Feb 26, 2026

0.998AU-ROC

16

Feb 26, 2026

CIFAR-10 imbalanced mu=0.9, rho=200 (train test)

83.3Badnets TPR

13

Feb 26, 2026

CIFAR-10 imbalanced mu=0.9, rho=10 (train test)

96.7Badnets TPR

13

Feb 26, 2026

CIFAR-10 balanced rho=1 (train test)

100Badnets TPR

13

Feb 26, 2026

ModelNet40 (train)

62.01TPR

5

May 12, 2026

BadVision COCO Caption

97TPR

3

Mar 13, 2026

95.84TPR

3

Mar 13, 2026

93.08TPR

3

Mar 13, 2026

82.75TPR

3

Mar 13, 2026

95.78TPR

3

Mar 13, 2026

Popular datasets

CIFAR BadCLIP Yelp ModelNet CIFAR-10

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