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Papers Benchmarks Datasets Tasks

Backdoor Defense research benchmarks – Page 5 · SOTA2 Research

Backdoor Defense

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.22Badnet BA

7

Feb 26, 2026

CIFAR-10 SIG trigger (test)

0ASR

6

Jun 16, 2026

CIFAR-10 WaNet trigger (test)

Clean retraining

7ASR

6

Jun 16, 2026

CIFAR-10 Blended trigger (test)

0ASR

6

Jun 16, 2026

73.5Clean Accuracy

6

May 20, 2026

CIFAR-10 α = 0.5

54.7Clean Accuracy (CA)

6

May 20, 2026

CIFAR-10 α = 0.25

48.4Clean Accuracy (CA)

6

May 20, 2026

14 Backdoor Attack Combinations

0.7Mean ASR

6

Apr 28, 2026

COCO long prompts (EE attack)

4ASR (CLIP)

6

Mar 19, 2026

COCO long prompts TI attack

40ASR (CLIP)

6

Mar 19, 2026

COCO long prompts (RR attack)

71ASR (CLIP)

6

Mar 19, 2026

68.95Overall Accuracy

6

Mar 18, 2026

3ASR

6

Mar 13, 2026

4.12ASR

6

Mar 13, 2026

6.92Attack Success Rate (ASR)

6

Mar 13, 2026

7.59Attack Success Rate (ASR)

6

Mar 13, 2026

4.53Attack Success Rate (ASR)

6

Mar 13, 2026

CIFAR-10 5x5 trigger

Recovery + Ours

1.24ASR

6

Feb 27, 2026

CIFAR-10 7x7 trigger (test)

98.01ASR

6

Feb 27, 2026

CIFAR-10 3x3 trigger (test)

Recovery + Ours

1ASR

6

Feb 27, 2026

GTSRB WaNet Attack (test)

98.21Accuracy

6

Feb 26, 2026

YouTubeFace Physical Key Attack (test)

98.49Accuracy

6

Feb 26, 2026

GTSRB Trojan Attack (test)

97.08Acc

6

Feb 26, 2026

MNIST Input-Aware Attack (test)

99.41Acc

6

Feb 26, 2026

MNIST BadNets (test)

99.06Acc

6

Feb 26, 2026

Page 5 of 7

Popular datasets

CIFAR CIFAR-10 GTSRB ImageNet COCO

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