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Papers Benchmarks Datasets Tasks

Backdoor Defense research benchmarks – Page 3 · SOTA2 Research

Backdoor Defense

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-10 non-IID (test)

85.97Clean MA

13

Feb 26, 2026

CIFAR-100 (test)

79.7BadNet Clean Accuracy

13

Feb 26, 2026

Tiny-ImageNet SSBA (test)

73.88C-Acc

13

Feb 26, 2026

Tiny-ImageNet Blended (test)

73.88Clean Accuracy

13

Feb 26, 2026

Tiny-ImageNet BadNet (test)

73.88Clean Accuracy

13

Feb 26, 2026

Pascal VOC (5% clean data)

99.5RmAP

12

May 8, 2026

MTSD (5% clean data)

1.066RmAP

12

May 8, 2026

6.36Delta CACC

12

Feb 27, 2026

5.72Delta CACC

12

Feb 27, 2026

2.21ΔCACC

12

Feb 27, 2026

-0.17ΔCACC

12

Feb 27, 2026

10.9ERA (r=0)

12

Feb 26, 2026

Refusal behavior dataset

80.3CACC (BadNet)

12

Feb 26, 2026

Toxic behavior dataset

79.8BadNet Clean Accuracy

12

Feb 26, 2026

78.56Backdoor Accuracy (BA)

12

Feb 26, 2026

YouTubeFace BadNets (test)

98.93Accuracy

12

Feb 26, 2026

CIFAR-10 0.1% clean data (50 images) (train)

Before (No Defense)

93.73ACC (Badnets)

12

Feb 26, 2026

Tiny-ImageNet-200 (test)

53.98BadNets CA

11

Jun 15, 2026

CIFAR10 (train)

Naïve training

3.8Training Time (h)

10

Apr 28, 2026

Fashion-MNIST non-IID alpha=0.5

90.37CBA MTA

9

May 13, 2026

MNIST alpha=0.5 (non-IID)

99.28CBA MTA

9

May 13, 2026

COCO long prompts VD attack

0ASR (CLIP)

9

Mar 19, 2026

CIFAR-100 non-IID (test)

63.33Clean Accuracy

9

Feb 26, 2026

89.1Clean Accuracy (CACC)

8

Apr 14, 2026

Base (No Defense)

94.9Clean Accuracy

8

Feb 26, 2026

Page 3 of 7

Popular datasets

CIFAR CIFAR-10 GTSRB ImageNet COCO

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